diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..158cce165e11b69ff8b342316bed834308234d93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml @@ -0,0 +1,138 @@ +__config_file__: train/configs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained.yaml +dataloaders: + test: + batch_size: 128 + num_workers: 16 + pin_memory: true + shuffle: false + train: + balancing_method: inverse + batch_size: 128 + num_workers: 16 + pin_memory: true + prefetch_factor: 2 + shuffle: true + use_balanced_sampler: true + validation: + batch_size: 128 + num_workers: 16 + pin_memory: true + shuffle: false +dataset: + config_path: train/configs/datasets/revalexodataset.yaml + modalities: + raw_imu: + column_patterns: + - acc_Pelvis_* + - acc_*_Upper_Leg_* + - acc_*_Lower_Leg_* + - acc_*_Foot_* + - gyro_Pelvis_* + - gyro_*_Upper_Leg_* + - gyro_*_Lower_Leg_* + - gyro_*_Foot_* + name: RevalExoDataset + prediction_horizons: + - 0 + - 0.1 + - 0.2 + - 0.3 + - 0.5 + - 1 + sample_multiplier: + test: 10 + train: 10 + validation: 10 + splits: + test_subjects: + - Subject04 + - Subject13 + - Subject14 + - Subject16 + - Subject18 + - Subject19 + - Subject21 + - Subject22 + - Subject28 + - Subject30 + train_subjects: + - Subject01 + - Subject02 + - Subject03 + - Subject11 + - Subject20 + - Subject24 + - Subject29 + val_split_ratio: 0.2 + window_size: 2.0 +logging: + log_dir: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0 + log_frequency: 50 + tensorboard: true +metrics: +- name: Accuracy +- name: F1Score + params: + average: macro + include_precision_recall: true +- name: ClassificationReport + params: + include_csv: true + output_format: dict + zero_division: 0 +- name: ConfusionMatrix + params: + include_csv: true + normalize: false +modalities: + raw_imu: + eval_transforms: [] + train_transforms: + - name: AddGaussianNoise + params: + mean: 0.0 + probability: 0.5 + std: 0.01 +models: + raw_imu_model: + name: DeepConvLSTM + params: + channels: 42 + conv_kernel_size: 11 + conv_kernels: 64 + dropout: 0.5 + lstm_layers: 1 + lstm_units: 1024 + window_size: 120 + pretrained_checkpoint: pretrained/contrastive/deepconvlstm_imu_encoder.pt +task: + loss: + name: CrossEntropyLoss + params: + label_smoothing: 0.1 + type: recognition +training: + checkpointing: + enabled: true + frequency: 1 + horizon_index: 0 + metric: classificationreport_weighted_f1-score + mode: max + save_best_only: false + early_stopping: + enabled: true + min_delta: 0.001 + patience: 10 + epochs: 50 + lr_scheduler: + name: StepLR + params: + gamma: 0.9 + step_size: 5 + optimizer: + name: Adam + params: + lr: 0.0001 + weight_decay: 1.0e-06 + seed: 42 + val_every: 1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/history.log b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/history.log new file mode 100644 index 0000000000000000000000000000000000000000..72638817d358248eda2e18967d8f966dedf808c4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/history.log @@ -0,0 +1,7375 @@ +2026-05-23 05:53:22,860 - INFO - Starting new training run: 20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM +2026-05-23 05:53:22,860 - INFO - Logs will be saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM +2026-05-23 05:53:22,861 - INFO - TensorBoard logs will be saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM +2026-05-23 05:53:22,863 - INFO - Configuration saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml +2026-05-23 05:53:24,155 - INFO - Loaded 10960 training samples +2026-05-23 05:53:24,155 - INFO - Loaded 8800 validation samples +2026-05-23 05:53:24,155 - INFO - Loaded 43520 test samples +2026-05-23 05:53:24,155 - INFO - Random seed: 0 +2026-05-23 05:53:32,666 - INFO - Loading pretrained encoder from train/pretrained/contrastive/deepconvlstm_imu_encoder.pt +2026-05-23 05:53:32,745 - INFO - Loaded 12 layers for DeepConvLSTM +2026-05-23 05:53:32,745 - INFO - Loaded layers: conv1.weight, conv1.bias, conv2.weight, conv2.bias, conv3.weight... +2026-05-23 05:53:32,745 - INFO - Skipped 2 incompatible layers +2026-05-23 05:53:32,745 - INFO - Skipped: feature_projector.weight (not in target model) +2026-05-23 05:53:32,745 - INFO - Skipped: feature_projector.bias (not in target model) +2026-05-23 05:53:32,745 - INFO - Successfully loaded pretrained encoder for DeepConvLSTM +2026-05-23 05:53:32,751 - INFO - Epoch 1/50, Learning Rate: 0.000100 +2026-05-23 05:53:45,934 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:53:45,975 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:53:46,014 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:53:46,052 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:53:46,089 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:53:46,128 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:53:46,952 - INFO - Epoch 1/50: +2026-05-23 05:53:46,952 - INFO - Train: loss=1.8093, accuracy_overall=0.4509 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s: accuracy=0.5083 +2026-05-23 05:53:46,952 - INFO - Horizon 0.1s: accuracy=0.5069 +2026-05-23 05:53:46,952 - INFO - Horizon 0.2s: accuracy=0.4703 +2026-05-23 05:53:46,952 - INFO - Horizon 0.3s: accuracy=0.4547 +2026-05-23 05:53:46,952 - INFO - Horizon 0.5s: accuracy=0.4025 +2026-05-23 05:53:46,952 - INFO - Horizon 1.0s: accuracy=0.3627 +2026-05-23 05:53:46,952 - INFO - Val Horizon 0.0s - Overall: loss=1.3678, accuracy=0.6624 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s - Overall F1: 0.6895, Precision: 0.6730, Recall: 0.7685 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:53:46,952 - INFO - Macro F1: 0.6895 +2026-05-23 05:53:46,952 - INFO - Weighted F1: 0.6564 +2026-05-23 05:53:46,952 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.6967 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s - Steady F1: 0.7278, Precision: 0.7006, Recall: 0.8090 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:53:46,952 - INFO - Macro F1: 0.7278 +2026-05-23 05:53:46,952 - INFO - Weighted F1: 0.6943 +2026-05-23 05:53:46,952 - INFO - Val Horizon 0.0s - Transition: accuracy=0.5038 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s - Transition F1: 0.4277, Precision: 0.4449, Recall: 0.5079 +2026-05-23 05:53:46,952 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:53:46,952 - INFO - Macro F1: 0.4277 +2026-05-23 05:53:46,952 - INFO - Weighted F1: 0.4446 +2026-05-23 05:53:46,952 - INFO - +2026-05-23 05:53:46,952 - INFO - Val Horizon 0.1s - Overall: accuracy=0.6814 +2026-05-23 05:53:46,952 - INFO - Horizon 0.1s - Overall F1: 0.7095, Precision: 0.7006, Recall: 0.7770 +2026-05-23 05:53:46,952 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:53:46,952 - INFO - Macro F1: 0.7095 +2026-05-23 05:53:46,952 - INFO - Weighted F1: 0.6832 +2026-05-23 05:53:46,952 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.7145 +2026-05-23 05:53:46,952 - INFO - Horizon 0.1s - Steady F1: 0.7457, Precision: 0.7304, Recall: 0.8140 +2026-05-23 05:53:46,952 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:53:46,952 - INFO - Macro F1: 0.7457 +2026-05-23 05:53:46,952 - INFO - Weighted F1: 0.7202 +2026-05-23 05:53:46,952 - INFO - Val Horizon 0.1s - Transition: accuracy=0.5253 +2026-05-23 05:53:46,952 - INFO - Horizon 0.1s - Transition F1: 0.4380, Precision: 0.4504, Recall: 0.5125 +2026-05-23 05:53:46,953 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.4380 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.4871 +2026-05-23 05:53:46,953 - INFO - +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.2s - Overall: accuracy=0.6743 +2026-05-23 05:53:46,953 - INFO - Horizon 0.2s - Overall F1: 0.6850, Precision: 0.6686, Recall: 0.7487 +2026-05-23 05:53:46,953 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.6850 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.6756 +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.7040 +2026-05-23 05:53:46,953 - INFO - Horizon 0.2s - Steady F1: 0.7180, Precision: 0.6967, Recall: 0.7857 +2026-05-23 05:53:46,953 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.7180 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.7073 +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.2s - Transition: accuracy=0.5347 +2026-05-23 05:53:46,953 - INFO - Horizon 0.2s - Transition F1: 0.4426, Precision: 0.4358, Recall: 0.5057 +2026-05-23 05:53:46,953 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.4426 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.5205 +2026-05-23 05:53:46,953 - INFO - +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.3s - Overall: accuracy=0.6837 +2026-05-23 05:53:46,953 - INFO - Horizon 0.3s - Overall F1: 0.6879, Precision: 0.6736, Recall: 0.7349 +2026-05-23 05:53:46,953 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.6879 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.6860 +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.7196 +2026-05-23 05:53:46,953 - INFO - Horizon 0.3s - Steady F1: 0.7250, Precision: 0.7084, Recall: 0.7778 +2026-05-23 05:53:46,953 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.7250 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.7236 +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.3s - Transition: accuracy=0.5161 +2026-05-23 05:53:46,953 - INFO - Horizon 0.3s - Transition F1: 0.4354, Precision: 0.4184, Recall: 0.4876 +2026-05-23 05:53:46,953 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.4354 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.5188 +2026-05-23 05:53:46,953 - INFO - +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.5s - Overall: accuracy=0.6515 +2026-05-23 05:53:46,953 - INFO - Horizon 0.5s - Overall F1: 0.6529, Precision: 0.6478, Recall: 0.7056 +2026-05-23 05:53:46,953 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.6529 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.6563 +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.6912 +2026-05-23 05:53:46,953 - INFO - Horizon 0.5s - Steady F1: 0.6890, Precision: 0.6834, Recall: 0.7433 +2026-05-23 05:53:46,953 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.6890 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.6991 +2026-05-23 05:53:46,953 - INFO - Val Horizon 0.5s - Transition: accuracy=0.4654 +2026-05-23 05:53:46,953 - INFO - Horizon 0.5s - Transition F1: 0.4076, Precision: 0.3924, Recall: 0.4704 +2026-05-23 05:53:46,953 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:53:46,953 - INFO - Macro F1: 0.4076 +2026-05-23 05:53:46,953 - INFO - Weighted F1: 0.4609 +2026-05-23 05:53:46,953 - INFO - +2026-05-23 05:53:46,953 - INFO - Val Horizon 1.0s - Overall: accuracy=0.6386 +2026-05-23 05:53:46,953 - INFO - Horizon 1.0s - Overall F1: 0.5967, Precision: 0.6310, Recall: 0.6157 +2026-05-23 05:53:46,954 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:53:46,954 - INFO - Macro F1: 0.5967 +2026-05-23 05:53:46,954 - INFO - Weighted F1: 0.6422 +2026-05-23 05:53:46,954 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.6885 +2026-05-23 05:53:46,954 - INFO - Horizon 1.0s - Steady F1: 0.6311, Precision: 0.6765, Recall: 0.6413 +2026-05-23 05:53:46,954 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:53:46,954 - INFO - Macro F1: 0.6311 +2026-05-23 05:53:46,954 - INFO - Weighted F1: 0.6929 +2026-05-23 05:53:46,954 - INFO - Val Horizon 1.0s - Transition: accuracy=0.3969 +2026-05-23 05:53:46,954 - INFO - Horizon 1.0s - Transition F1: 0.3532, Precision: 0.3528, Recall: 0.4175 +2026-05-23 05:53:46,954 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:53:46,954 - INFO - Macro F1: 0.3532 +2026-05-23 05:53:46,954 - INFO - Weighted F1: 0.3761 +2026-05-23 05:53:47,157 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_1.pt +2026-05-23 05:53:47,159 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_1.csv +2026-05-23 05:53:47,159 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:53:47,160 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:53:47,160 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_1.csv +2026-05-23 05:53:47,160 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:53:47,161 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:53:47,161 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_1.csv +2026-05-23 05:53:47,162 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:53:47,162 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:53:47,162 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_1.csv +2026-05-23 05:53:47,163 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:53:47,163 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:53:47,163 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_1.csv +2026-05-23 05:53:47,164 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:53:47,164 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:53:47,165 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_1.csv +2026-05-23 05:53:47,165 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:53:47,165 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:53:47,166 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_1.csv +2026-05-23 05:53:47,166 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:53:47,166 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:53:47,166 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_1.csv +2026-05-23 05:53:47,167 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:53:47,167 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:53:47,167 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_1.csv +2026-05-23 05:53:47,167 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:53:47,168 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:53:47,168 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_1.csv +2026-05-23 05:53:47,168 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:53:47,169 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:53:47,169 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_1.csv +2026-05-23 05:53:47,169 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:53:47,169 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:53:47,170 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_1.csv +2026-05-23 05:53:47,170 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:53:47,170 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:53:47,171 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_1.csv +2026-05-23 05:53:47,171 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:53:47,171 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:53:47,171 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_1.csv +2026-05-23 05:53:47,172 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:53:47,172 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:53:47,172 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_1.csv +2026-05-23 05:53:47,172 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:53:47,173 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:53:47,173 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_1.csv +2026-05-23 05:53:47,173 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:53:47,173 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:53:47,174 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_1.csv +2026-05-23 05:53:47,174 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:53:47,174 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:53:47,175 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_1.csv +2026-05-23 05:53:47,175 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:53:47,175 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:53:47,375 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:53:47,431 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:53:47,432 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:53:47,432 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:53:47,433 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:53:47,434 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:53:47,434 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:53:47,435 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:53:47,435 - INFO - Epoch 2/50, Learning Rate: 0.000100 +2026-05-23 05:54:00,562 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:54:00,603 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:54:00,645 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:54:00,683 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:54:00,723 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:54:00,771 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:54:01,617 - INFO - Epoch 2/50: +2026-05-23 05:54:01,617 - INFO - Train: loss=1.1232, accuracy_overall=0.7597 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s: accuracy=0.8006 +2026-05-23 05:54:01,617 - INFO - Horizon 0.1s: accuracy=0.8003 +2026-05-23 05:54:01,617 - INFO - Horizon 0.2s: accuracy=0.7857 +2026-05-23 05:54:01,617 - INFO - Horizon 0.3s: accuracy=0.7705 +2026-05-23 05:54:01,617 - INFO - Horizon 0.5s: accuracy=0.7390 +2026-05-23 05:54:01,617 - INFO - Horizon 1.0s: accuracy=0.6619 +2026-05-23 05:54:01,617 - INFO - Val Horizon 0.0s - Overall: loss=1.0397, accuracy=0.8213 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s - Overall F1: 0.8331, Precision: 0.8163, Recall: 0.8666 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:54:01,617 - INFO - Macro F1: 0.8331 +2026-05-23 05:54:01,617 - INFO - Weighted F1: 0.8225 +2026-05-23 05:54:01,617 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.8564 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s - Steady F1: 0.8717, Precision: 0.8538, Recall: 0.9050 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:54:01,617 - INFO - Macro F1: 0.8717 +2026-05-23 05:54:01,617 - INFO - Weighted F1: 0.8585 +2026-05-23 05:54:01,617 - INFO - Val Horizon 0.0s - Transition: accuracy=0.6586 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s - Transition F1: 0.5754, Precision: 0.5798, Recall: 0.6221 +2026-05-23 05:54:01,617 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:54:01,617 - INFO - Macro F1: 0.5754 +2026-05-23 05:54:01,617 - INFO - Weighted F1: 0.6550 +2026-05-23 05:54:01,617 - INFO - +2026-05-23 05:54:01,617 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8109 +2026-05-23 05:54:01,617 - INFO - Horizon 0.1s - Overall F1: 0.8210, Precision: 0.8023, Recall: 0.8531 +2026-05-23 05:54:01,617 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:54:01,617 - INFO - Macro F1: 0.8210 +2026-05-23 05:54:01,617 - INFO - Weighted F1: 0.8112 +2026-05-23 05:54:01,617 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.8428 +2026-05-23 05:54:01,617 - INFO - Horizon 0.1s - Steady F1: 0.8549, Precision: 0.8347, Recall: 0.8893 +2026-05-23 05:54:01,618 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.8549 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.8441 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6608 +2026-05-23 05:54:01,618 - INFO - Horizon 0.1s - Transition F1: 0.5674, Precision: 0.5505, Recall: 0.6161 +2026-05-23 05:54:01,618 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.5674 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.6644 +2026-05-23 05:54:01,618 - INFO - +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8098 +2026-05-23 05:54:01,618 - INFO - Horizon 0.2s - Overall F1: 0.8140, Precision: 0.7987, Recall: 0.8420 +2026-05-23 05:54:01,618 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.8140 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.8107 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8447 +2026-05-23 05:54:01,618 - INFO - Horizon 0.2s - Steady F1: 0.8486, Precision: 0.8329, Recall: 0.8792 +2026-05-23 05:54:01,618 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.8486 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.8468 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6450 +2026-05-23 05:54:01,618 - INFO - Horizon 0.2s - Transition F1: 0.5641, Precision: 0.5461, Recall: 0.6063 +2026-05-23 05:54:01,618 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.5641 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.6473 +2026-05-23 05:54:01,618 - INFO - +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.3s - Overall: accuracy=0.7965 +2026-05-23 05:54:01,618 - INFO - Horizon 0.3s - Overall F1: 0.8035, Precision: 0.7935, Recall: 0.8257 +2026-05-23 05:54:01,618 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.8035 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.7974 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8372 +2026-05-23 05:54:01,618 - INFO - Horizon 0.3s - Steady F1: 0.8417, Precision: 0.8324, Recall: 0.8668 +2026-05-23 05:54:01,618 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.8417 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.8394 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6063 +2026-05-23 05:54:01,618 - INFO - Horizon 0.3s - Transition F1: 0.5335, Precision: 0.5158, Recall: 0.5681 +2026-05-23 05:54:01,618 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.5335 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.6091 +2026-05-23 05:54:01,618 - INFO - +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.5s - Overall: accuracy=0.7709 +2026-05-23 05:54:01,618 - INFO - Horizon 0.5s - Overall F1: 0.7718, Precision: 0.7660, Recall: 0.7980 +2026-05-23 05:54:01,618 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.7718 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.7722 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8166 +2026-05-23 05:54:01,618 - INFO - Horizon 0.5s - Steady F1: 0.8150, Precision: 0.8153, Recall: 0.8404 +2026-05-23 05:54:01,618 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.8150 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.8198 +2026-05-23 05:54:01,618 - INFO - Val Horizon 0.5s - Transition: accuracy=0.5566 +2026-05-23 05:54:01,618 - INFO - Horizon 0.5s - Transition F1: 0.5071, Precision: 0.4826, Recall: 0.5548 +2026-05-23 05:54:01,618 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.5071 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.5606 +2026-05-23 05:54:01,618 - INFO - +2026-05-23 05:54:01,618 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7183 +2026-05-23 05:54:01,618 - INFO - Horizon 1.0s - Overall F1: 0.7002, Precision: 0.6889, Recall: 0.7325 +2026-05-23 05:54:01,618 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:54:01,618 - INFO - Macro F1: 0.7002 +2026-05-23 05:54:01,618 - INFO - Weighted F1: 0.7177 +2026-05-23 05:54:01,618 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.7718 +2026-05-23 05:54:01,618 - INFO - Horizon 1.0s - Steady F1: 0.7463, Precision: 0.7455, Recall: 0.7716 +2026-05-23 05:54:01,618 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:54:01,619 - INFO - Macro F1: 0.7463 +2026-05-23 05:54:01,619 - INFO - Weighted F1: 0.7715 +2026-05-23 05:54:01,619 - INFO - Val Horizon 1.0s - Transition: accuracy=0.4588 +2026-05-23 05:54:01,619 - INFO - Horizon 1.0s - Transition F1: 0.4238, Precision: 0.3964, Recall: 0.4859 +2026-05-23 05:54:01,619 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:54:01,619 - INFO - Macro F1: 0.4238 +2026-05-23 05:54:01,619 - INFO - Weighted F1: 0.4487 +2026-05-23 05:54:01,823 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_2.pt +2026-05-23 05:54:01,824 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_2.csv +2026-05-23 05:54:01,824 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:54:01,824 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:54:01,825 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_2.csv +2026-05-23 05:54:01,825 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:54:01,825 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:01,825 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_2.csv +2026-05-23 05:54:01,826 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:54:01,826 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:01,826 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_2.csv +2026-05-23 05:54:01,827 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:54:01,827 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:54:01,827 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_2.csv +2026-05-23 05:54:01,855 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:54:01,855 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:01,856 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_2.csv +2026-05-23 05:54:01,856 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:54:01,856 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:01,857 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_2.csv +2026-05-23 05:54:01,857 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:54:01,857 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:54:01,857 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_2.csv +2026-05-23 05:54:01,858 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:54:01,858 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:01,858 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_2.csv +2026-05-23 05:54:01,859 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:54:01,859 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:01,859 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_2.csv +2026-05-23 05:54:01,859 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:54:01,860 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:54:01,860 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_2.csv +2026-05-23 05:54:01,860 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:54:01,861 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:01,861 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_2.csv +2026-05-23 05:54:01,861 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:54:01,861 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:01,862 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_2.csv +2026-05-23 05:54:01,862 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:54:01,862 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:54:01,863 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_2.csv +2026-05-23 05:54:01,863 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:54:01,863 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:01,864 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_2.csv +2026-05-23 05:54:01,864 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:54:01,864 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:01,865 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_2.csv +2026-05-23 05:54:01,865 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:54:01,865 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:54:01,865 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_2.csv +2026-05-23 05:54:01,866 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:54:01,866 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:01,866 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_2.csv +2026-05-23 05:54:01,867 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:54:01,867 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:01,893 - INFO - Removed old checkpoint: checkpoint_epoch_1.pt +2026-05-23 05:54:02,212 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:54:02,216 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:54:02,273 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:54:02,273 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:54:02,274 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:54:02,275 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:54:02,275 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:54:02,276 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:54:02,276 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:54:02,277 - INFO - Epoch 3/50, Learning Rate: 0.000100 +2026-05-23 05:54:15,802 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:54:15,842 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:54:15,877 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:54:15,912 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:54:15,953 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:54:15,997 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:54:16,843 - INFO - Epoch 3/50: +2026-05-23 05:54:16,843 - INFO - Train: loss=0.9203, accuracy_overall=0.8427 +2026-05-23 05:54:16,843 - INFO - Horizon 0.0s: accuracy=0.8819 +2026-05-23 05:54:16,843 - INFO - Horizon 0.1s: accuracy=0.8770 +2026-05-23 05:54:16,843 - INFO - Horizon 0.2s: accuracy=0.8661 +2026-05-23 05:54:16,843 - INFO - Horizon 0.3s: accuracy=0.8540 +2026-05-23 05:54:16,843 - INFO - Horizon 0.5s: accuracy=0.8204 +2026-05-23 05:54:16,843 - INFO - Horizon 1.0s: accuracy=0.7566 +2026-05-23 05:54:16,843 - INFO - Val Horizon 0.0s - Overall: loss=0.9491, accuracy=0.8610 +2026-05-23 05:54:16,843 - INFO - Horizon 0.0s - Overall F1: 0.8664, Precision: 0.8488, Recall: 0.8942 +2026-05-23 05:54:16,843 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:54:16,843 - INFO - Macro F1: 0.8664 +2026-05-23 05:54:16,843 - INFO - Weighted F1: 0.8620 +2026-05-23 05:54:16,843 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.8958 +2026-05-23 05:54:16,844 - INFO - Horizon 0.0s - Steady F1: 0.9069, Precision: 0.8872, Recall: 0.9355 +2026-05-23 05:54:16,844 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.9069 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8971 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7001 +2026-05-23 05:54:16,844 - INFO - Horizon 0.0s - Transition F1: 0.6208, Precision: 0.6125, Recall: 0.6695 +2026-05-23 05:54:16,844 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.6208 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.7024 +2026-05-23 05:54:16,844 - INFO - +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8550 +2026-05-23 05:54:16,844 - INFO - Horizon 0.1s - Overall F1: 0.8585, Precision: 0.8411, Recall: 0.8862 +2026-05-23 05:54:16,844 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.8585 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8552 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.8880 +2026-05-23 05:54:16,844 - INFO - Horizon 0.1s - Steady F1: 0.8952, Precision: 0.8743, Recall: 0.9251 +2026-05-23 05:54:16,844 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.8952 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8889 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6997 +2026-05-23 05:54:16,844 - INFO - Horizon 0.1s - Transition F1: 0.6178, Precision: 0.6003, Recall: 0.6626 +2026-05-23 05:54:16,844 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.6178 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.7059 +2026-05-23 05:54:16,844 - INFO - +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8310 +2026-05-23 05:54:16,844 - INFO - Horizon 0.2s - Overall F1: 0.8357, Precision: 0.8168, Recall: 0.8708 +2026-05-23 05:54:16,844 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.8357 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8322 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8624 +2026-05-23 05:54:16,844 - INFO - Horizon 0.2s - Steady F1: 0.8685, Precision: 0.8457, Recall: 0.9078 +2026-05-23 05:54:16,844 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.8685 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8644 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6833 +2026-05-23 05:54:16,844 - INFO - Horizon 0.2s - Transition F1: 0.6198, Precision: 0.5984, Recall: 0.6673 +2026-05-23 05:54:16,844 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.6198 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.6890 +2026-05-23 05:54:16,844 - INFO - +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8163 +2026-05-23 05:54:16,844 - INFO - Horizon 0.3s - Overall F1: 0.8200, Precision: 0.7962, Recall: 0.8583 +2026-05-23 05:54:16,844 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.8200 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8166 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8529 +2026-05-23 05:54:16,844 - INFO - Horizon 0.3s - Steady F1: 0.8565, Precision: 0.8305, Recall: 0.8982 +2026-05-23 05:54:16,844 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.8565 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.8544 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6450 +2026-05-23 05:54:16,844 - INFO - Horizon 0.3s - Transition F1: 0.5920, Precision: 0.5605, Recall: 0.6484 +2026-05-23 05:54:16,844 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.5920 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.6492 +2026-05-23 05:54:16,844 - INFO - +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.5s - Overall: accuracy=0.7955 +2026-05-23 05:54:16,844 - INFO - Horizon 0.5s - Overall F1: 0.7940, Precision: 0.7701, Recall: 0.8324 +2026-05-23 05:54:16,844 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:54:16,844 - INFO - Macro F1: 0.7940 +2026-05-23 05:54:16,844 - INFO - Weighted F1: 0.7952 +2026-05-23 05:54:16,844 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8358 +2026-05-23 05:54:16,845 - INFO - Horizon 0.5s - Steady F1: 0.8316, Precision: 0.8098, Recall: 0.8710 +2026-05-23 05:54:16,845 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:54:16,845 - INFO - Macro F1: 0.8316 +2026-05-23 05:54:16,845 - INFO - Weighted F1: 0.8369 +2026-05-23 05:54:16,845 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6063 +2026-05-23 05:54:16,845 - INFO - Horizon 0.5s - Transition F1: 0.5575, Precision: 0.5244, Recall: 0.6129 +2026-05-23 05:54:16,845 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:54:16,845 - INFO - Macro F1: 0.5575 +2026-05-23 05:54:16,845 - INFO - Weighted F1: 0.6115 +2026-05-23 05:54:16,845 - INFO - +2026-05-23 05:54:16,845 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7562 +2026-05-23 05:54:16,845 - INFO - Horizon 1.0s - Overall F1: 0.7325, Precision: 0.7126, Recall: 0.7622 +2026-05-23 05:54:16,845 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:54:16,845 - INFO - Macro F1: 0.7325 +2026-05-23 05:54:16,845 - INFO - Weighted F1: 0.7550 +2026-05-23 05:54:16,845 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8085 +2026-05-23 05:54:16,845 - INFO - Horizon 1.0s - Steady F1: 0.7754, Precision: 0.7658, Recall: 0.7970 +2026-05-23 05:54:16,845 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:54:16,845 - INFO - Macro F1: 0.7754 +2026-05-23 05:54:16,845 - INFO - Weighted F1: 0.8076 +2026-05-23 05:54:16,845 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5027 +2026-05-23 05:54:16,845 - INFO - Horizon 1.0s - Transition F1: 0.4681, Precision: 0.4336, Recall: 0.5259 +2026-05-23 05:54:16,845 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:54:16,845 - INFO - Macro F1: 0.4681 +2026-05-23 05:54:16,845 - INFO - Weighted F1: 0.5005 +2026-05-23 05:54:17,047 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_3.pt +2026-05-23 05:54:17,047 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_3.csv +2026-05-23 05:54:17,048 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:54:17,048 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:54:17,048 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_3.csv +2026-05-23 05:54:17,049 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:54:17,049 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:17,049 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_3.csv +2026-05-23 05:54:17,050 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:54:17,050 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:17,050 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_3.csv +2026-05-23 05:54:17,050 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:54:17,051 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:54:17,051 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_3.csv +2026-05-23 05:54:17,078 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:54:17,079 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:17,079 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_3.csv +2026-05-23 05:54:17,079 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:54:17,080 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:17,080 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_3.csv +2026-05-23 05:54:17,080 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:54:17,081 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:54:17,081 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_3.csv +2026-05-23 05:54:17,081 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:54:17,081 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:17,082 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_3.csv +2026-05-23 05:54:17,082 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:54:17,082 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:17,083 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_3.csv +2026-05-23 05:54:17,083 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:54:17,083 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:54:17,084 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_3.csv +2026-05-23 05:54:17,084 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:54:17,084 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:17,085 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_3.csv +2026-05-23 05:54:17,085 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:54:17,085 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:17,085 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_3.csv +2026-05-23 05:54:17,086 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:54:17,086 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:54:17,087 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_3.csv +2026-05-23 05:54:17,087 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:54:17,088 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:17,088 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_3.csv +2026-05-23 05:54:17,088 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:54:17,089 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:17,089 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_3.csv +2026-05-23 05:54:17,089 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:54:17,090 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:54:17,090 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_3.csv +2026-05-23 05:54:17,090 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:54:17,091 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:17,091 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_3.csv +2026-05-23 05:54:17,091 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:54:17,091 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:17,121 - INFO - Removed old checkpoint: checkpoint_epoch_2.pt +2026-05-23 05:54:17,390 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:54:17,395 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:54:17,452 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:54:17,453 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:54:17,454 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:54:17,454 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:54:17,455 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:54:17,456 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:54:17,457 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:54:17,457 - INFO - Epoch 4/50, Learning Rate: 0.000100 +2026-05-23 05:54:31,221 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:54:31,257 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:54:31,294 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:54:31,333 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:54:31,375 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:54:31,418 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:54:32,267 - INFO - Epoch 4/50: +2026-05-23 05:54:32,268 - INFO - Train: loss=0.8571, accuracy_overall=0.8669 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s: accuracy=0.8987 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s: accuracy=0.8935 +2026-05-23 05:54:32,268 - INFO - Horizon 0.2s: accuracy=0.8944 +2026-05-23 05:54:32,268 - INFO - Horizon 0.3s: accuracy=0.8831 +2026-05-23 05:54:32,268 - INFO - Horizon 0.5s: accuracy=0.8584 +2026-05-23 05:54:32,268 - INFO - Horizon 1.0s: accuracy=0.7734 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.0s - Overall: loss=0.8882, accuracy=0.8834 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s - Overall F1: 0.8843, Precision: 0.8680, Recall: 0.9085 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.8843 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.8845 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9193 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s - Steady F1: 0.9263, Precision: 0.9059, Recall: 0.9537 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.9263 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.9203 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7174 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s - Transition F1: 0.6378, Precision: 0.6489, Recall: 0.6603 +2026-05-23 05:54:32,268 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.6378 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.7181 +2026-05-23 05:54:32,268 - INFO - +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8680 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s - Overall F1: 0.8701, Precision: 0.8500, Recall: 0.8998 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.8701 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.8692 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9048 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s - Steady F1: 0.9103, Precision: 0.8851, Recall: 0.9449 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.9103 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.9061 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6946 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s - Transition F1: 0.6226, Precision: 0.6166, Recall: 0.6533 +2026-05-23 05:54:32,268 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.6226 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.6948 +2026-05-23 05:54:32,268 - INFO - +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8642 +2026-05-23 05:54:32,268 - INFO - Horizon 0.2s - Overall F1: 0.8667, Precision: 0.8524, Recall: 0.8890 +2026-05-23 05:54:32,268 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.8667 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.8653 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8996 +2026-05-23 05:54:32,268 - INFO - Horizon 0.2s - Steady F1: 0.9037, Precision: 0.8829, Recall: 0.9330 +2026-05-23 05:54:32,268 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:54:32,268 - INFO - Macro F1: 0.9037 +2026-05-23 05:54:32,268 - INFO - Weighted F1: 0.9008 +2026-05-23 05:54:32,268 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6976 +2026-05-23 05:54:32,268 - INFO - Horizon 0.2s - Transition F1: 0.6256, Precision: 0.6355, Recall: 0.6394 +2026-05-23 05:54:32,269 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.6256 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.6959 +2026-05-23 05:54:32,269 - INFO - +2026-05-23 05:54:32,269 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8595 +2026-05-23 05:54:32,269 - INFO - Horizon 0.3s - Overall F1: 0.8600, Precision: 0.8512, Recall: 0.8750 +2026-05-23 05:54:32,269 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.8600 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.8603 +2026-05-23 05:54:32,269 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8996 +2026-05-23 05:54:32,269 - INFO - Horizon 0.3s - Steady F1: 0.8989, Precision: 0.8851, Recall: 0.9190 +2026-05-23 05:54:32,269 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.8989 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.9006 +2026-05-23 05:54:32,269 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6727 +2026-05-23 05:54:32,269 - INFO - Horizon 0.3s - Transition F1: 0.6135, Precision: 0.6157, Recall: 0.6324 +2026-05-23 05:54:32,269 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.6135 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.6722 +2026-05-23 05:54:32,269 - INFO - +2026-05-23 05:54:32,269 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8369 +2026-05-23 05:54:32,269 - INFO - Horizon 0.5s - Overall F1: 0.8320, Precision: 0.8296, Recall: 0.8446 +2026-05-23 05:54:32,269 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.8320 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.8379 +2026-05-23 05:54:32,269 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8805 +2026-05-23 05:54:32,269 - INFO - Horizon 0.5s - Steady F1: 0.8716, Precision: 0.8664, Recall: 0.8877 +2026-05-23 05:54:32,269 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.8716 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.8818 +2026-05-23 05:54:32,269 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6328 +2026-05-23 05:54:32,269 - INFO - Horizon 0.5s - Transition F1: 0.5795, Precision: 0.5751, Recall: 0.6019 +2026-05-23 05:54:32,269 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.5795 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.6363 +2026-05-23 05:54:32,269 - INFO - +2026-05-23 05:54:32,269 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7776 +2026-05-23 05:54:32,269 - INFO - Horizon 1.0s - Overall F1: 0.7607, Precision: 0.7516, Recall: 0.7822 +2026-05-23 05:54:32,269 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.7607 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.7791 +2026-05-23 05:54:32,269 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8313 +2026-05-23 05:54:32,269 - INFO - Horizon 1.0s - Steady F1: 0.8040, Precision: 0.8018, Recall: 0.8205 +2026-05-23 05:54:32,269 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.8040 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.8328 +2026-05-23 05:54:32,269 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5173 +2026-05-23 05:54:32,269 - INFO - Horizon 1.0s - Transition F1: 0.4690, Precision: 0.4475, Recall: 0.5151 +2026-05-23 05:54:32,269 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:54:32,269 - INFO - Macro F1: 0.4690 +2026-05-23 05:54:32,269 - INFO - Weighted F1: 0.5071 +2026-05-23 05:54:32,474 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_4.pt +2026-05-23 05:54:32,475 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_4.csv +2026-05-23 05:54:32,476 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:54:32,476 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:54:32,476 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_4.csv +2026-05-23 05:54:32,477 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:54:32,477 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:32,477 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_4.csv +2026-05-23 05:54:32,477 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:54:32,478 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:32,478 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_4.csv +2026-05-23 05:54:32,478 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:54:32,479 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:54:32,479 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_4.csv +2026-05-23 05:54:32,506 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:54:32,507 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:32,507 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_4.csv +2026-05-23 05:54:32,508 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:54:32,508 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:32,508 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_4.csv +2026-05-23 05:54:32,509 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:54:32,509 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:54:32,509 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_4.csv +2026-05-23 05:54:32,510 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:54:32,510 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:32,510 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_4.csv +2026-05-23 05:54:32,510 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:54:32,511 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:32,511 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_4.csv +2026-05-23 05:54:32,511 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:54:32,512 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:54:32,512 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_4.csv +2026-05-23 05:54:32,512 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:54:32,512 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:32,513 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_4.csv +2026-05-23 05:54:32,513 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:54:32,513 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:32,514 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_4.csv +2026-05-23 05:54:32,514 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:54:32,514 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:54:32,515 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_4.csv +2026-05-23 05:54:32,515 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:54:32,515 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:32,515 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_4.csv +2026-05-23 05:54:32,516 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:54:32,516 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:32,516 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_4.csv +2026-05-23 05:54:32,517 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:54:32,517 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:54:32,517 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_4.csv +2026-05-23 05:54:32,517 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:54:32,518 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:54:32,518 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_4.csv +2026-05-23 05:54:32,518 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:54:32,519 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:54:32,545 - INFO - Removed old checkpoint: checkpoint_epoch_3.pt +2026-05-23 05:54:32,812 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:54:32,816 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:54:32,873 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:54:32,874 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:54:32,875 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:54:32,876 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:54:32,876 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:54:32,877 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:54:32,877 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:54:32,878 - INFO - Epoch 5/50, Learning Rate: 0.000100 +2026-05-23 05:54:46,776 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:54:46,813 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:54:46,848 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:54:46,885 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:54:46,927 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:54:46,971 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:54:47,989 - INFO - Epoch 5/50: +2026-05-23 05:54:47,989 - INFO - Train: loss=0.8182, accuracy_overall=0.8830 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s: accuracy=0.9142 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s: accuracy=0.9142 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s: accuracy=0.9073 +2026-05-23 05:54:47,990 - INFO - Horizon 0.3s: accuracy=0.8940 +2026-05-23 05:54:47,990 - INFO - Horizon 0.5s: accuracy=0.8646 +2026-05-23 05:54:47,990 - INFO - Horizon 1.0s: accuracy=0.8039 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.0s - Overall: loss=0.8720, accuracy=0.8826 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s - Overall F1: 0.8809, Precision: 0.8650, Recall: 0.9087 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.8809 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.8837 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9205 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s - Steady F1: 0.9248, Precision: 0.9044, Recall: 0.9546 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.9248 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.9217 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7072 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s - Transition F1: 0.6386, Precision: 0.6455, Recall: 0.6867 +2026-05-23 05:54:47,990 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.6386 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.7090 +2026-05-23 05:54:47,990 - INFO - +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8794 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s - Overall F1: 0.8772, Precision: 0.8547, Recall: 0.9104 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.8772 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.8802 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9144 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s - Steady F1: 0.9151, Precision: 0.8894, Recall: 0.9500 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.9151 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.9154 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7147 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s - Transition F1: 0.6368, Precision: 0.6273, Recall: 0.6893 +2026-05-23 05:54:47,990 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.6368 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.7156 +2026-05-23 05:54:47,990 - INFO - +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8698 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s - Overall F1: 0.8667, Precision: 0.8467, Recall: 0.9001 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.8667 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.8711 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9027 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s - Steady F1: 0.8999, Precision: 0.8770, Recall: 0.9354 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.8999 +2026-05-23 05:54:47,990 - INFO - Weighted F1: 0.9044 +2026-05-23 05:54:47,990 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7145 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s - Transition F1: 0.6545, Precision: 0.6362, Recall: 0.7099 +2026-05-23 05:54:47,990 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:54:47,990 - INFO - Macro F1: 0.6545 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.7147 +2026-05-23 05:54:47,991 - INFO - +2026-05-23 05:54:47,991 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8541 +2026-05-23 05:54:47,991 - INFO - Horizon 0.3s - Overall F1: 0.8505, Precision: 0.8259, Recall: 0.8920 +2026-05-23 05:54:47,991 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.8505 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.8558 +2026-05-23 05:54:47,991 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8914 +2026-05-23 05:54:47,991 - INFO - Horizon 0.3s - Steady F1: 0.8859, Precision: 0.8586, Recall: 0.9292 +2026-05-23 05:54:47,991 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.8859 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.8937 +2026-05-23 05:54:47,991 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6798 +2026-05-23 05:54:47,991 - INFO - Horizon 0.3s - Transition F1: 0.6355, Precision: 0.6093, Recall: 0.7043 +2026-05-23 05:54:47,991 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.6355 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.6792 +2026-05-23 05:54:47,991 - INFO - +2026-05-23 05:54:47,991 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8277 +2026-05-23 05:54:47,991 - INFO - Horizon 0.5s - Overall F1: 0.8211, Precision: 0.8010, Recall: 0.8631 +2026-05-23 05:54:47,991 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.8211 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.8301 +2026-05-23 05:54:47,991 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8664 +2026-05-23 05:54:47,991 - INFO - Horizon 0.5s - Steady F1: 0.8563, Precision: 0.8355, Recall: 0.8998 +2026-05-23 05:54:47,991 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.8563 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.8700 +2026-05-23 05:54:47,991 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6464 +2026-05-23 05:54:47,991 - INFO - Horizon 0.5s - Transition F1: 0.5994, Precision: 0.5734, Recall: 0.6583 +2026-05-23 05:54:47,991 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.5994 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.6490 +2026-05-23 05:54:47,991 - INFO - +2026-05-23 05:54:47,991 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7832 +2026-05-23 05:54:47,991 - INFO - Horizon 1.0s - Overall F1: 0.7642, Precision: 0.7474, Recall: 0.7968 +2026-05-23 05:54:47,991 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.7642 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.7840 +2026-05-23 05:54:47,991 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8384 +2026-05-23 05:54:47,991 - INFO - Horizon 1.0s - Steady F1: 0.8084, Precision: 0.8004, Recall: 0.8356 +2026-05-23 05:54:47,991 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.8084 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.8393 +2026-05-23 05:54:47,991 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5153 +2026-05-23 05:54:47,991 - INFO - Horizon 1.0s - Transition F1: 0.4784, Precision: 0.4475, Recall: 0.5320 +2026-05-23 05:54:47,991 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:54:47,991 - INFO - Macro F1: 0.4784 +2026-05-23 05:54:47,991 - INFO - Weighted F1: 0.5106 +2026-05-23 05:54:48,194 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_5.pt +2026-05-23 05:54:48,195 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_5.csv +2026-05-23 05:54:48,195 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_5.csv +2026-05-23 05:54:48,196 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_5.csv +2026-05-23 05:54:48,196 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_5.csv +2026-05-23 05:54:48,196 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_5.csv +2026-05-23 05:54:48,197 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_5.csv +2026-05-23 05:54:48,197 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_5.csv +2026-05-23 05:54:48,197 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_5.csv +2026-05-23 05:54:48,198 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_5.csv +2026-05-23 05:54:48,198 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_5.csv +2026-05-23 05:54:48,198 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_5.csv +2026-05-23 05:54:48,198 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_5.csv +2026-05-23 05:54:48,199 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_5.csv +2026-05-23 05:54:48,199 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_5.csv +2026-05-23 05:54:48,199 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_5.csv +2026-05-23 05:54:48,200 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_5.csv +2026-05-23 05:54:48,200 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_5.csv +2026-05-23 05:54:48,200 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_5.csv +2026-05-23 05:54:48,227 - INFO - Removed old checkpoint: checkpoint_epoch_4.pt +2026-05-23 05:54:48,227 - INFO - Epoch 6/50, Learning Rate: 0.000090 +2026-05-23 05:55:01,665 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:55:01,703 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:55:01,746 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:55:01,782 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:55:01,824 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:55:01,863 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:55:02,713 - INFO - Epoch 6/50: +2026-05-23 05:55:02,713 - INFO - Train: loss=0.7922, accuracy_overall=0.8941 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s: accuracy=0.9243 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s: accuracy=0.9245 +2026-05-23 05:55:02,713 - INFO - Horizon 0.2s: accuracy=0.9152 +2026-05-23 05:55:02,713 - INFO - Horizon 0.3s: accuracy=0.9035 +2026-05-23 05:55:02,713 - INFO - Horizon 0.5s: accuracy=0.8878 +2026-05-23 05:55:02,713 - INFO - Horizon 1.0s: accuracy=0.8097 +2026-05-23 05:55:02,713 - INFO - Val Horizon 0.0s - Overall: loss=0.8470, accuracy=0.8926 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s - Overall F1: 0.8970, Precision: 0.8839, Recall: 0.9169 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:55:02,713 - INFO - Macro F1: 0.8970 +2026-05-23 05:55:02,713 - INFO - Weighted F1: 0.8928 +2026-05-23 05:55:02,713 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9266 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s - Steady F1: 0.9367, Precision: 0.9200, Recall: 0.9588 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:55:02,713 - INFO - Macro F1: 0.9367 +2026-05-23 05:55:02,713 - INFO - Weighted F1: 0.9271 +2026-05-23 05:55:02,713 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7353 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s - Transition F1: 0.6701, Precision: 0.6696, Recall: 0.7131 +2026-05-23 05:55:02,713 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:55:02,713 - INFO - Macro F1: 0.6701 +2026-05-23 05:55:02,713 - INFO - Weighted F1: 0.7383 +2026-05-23 05:55:02,713 - INFO - +2026-05-23 05:55:02,713 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8875 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s - Overall F1: 0.8909, Precision: 0.8771, Recall: 0.9114 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:55:02,713 - INFO - Macro F1: 0.8909 +2026-05-23 05:55:02,713 - INFO - Weighted F1: 0.8876 +2026-05-23 05:55:02,713 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9205 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s - Steady F1: 0.9265, Precision: 0.9085, Recall: 0.9503 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:55:02,713 - INFO - Macro F1: 0.9265 +2026-05-23 05:55:02,713 - INFO - Weighted F1: 0.9209 +2026-05-23 05:55:02,713 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7322 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s - Transition F1: 0.6647, Precision: 0.6638, Recall: 0.6981 +2026-05-23 05:55:02,713 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:55:02,713 - INFO - Macro F1: 0.6647 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.7363 +2026-05-23 05:55:02,714 - INFO - +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8817 +2026-05-23 05:55:02,714 - INFO - Horizon 0.2s - Overall F1: 0.8830, Precision: 0.8709, Recall: 0.9017 +2026-05-23 05:55:02,714 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.8830 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.8818 +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9153 +2026-05-23 05:55:02,714 - INFO - Horizon 0.2s - Steady F1: 0.9175, Precision: 0.9009, Recall: 0.9398 +2026-05-23 05:55:02,714 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.9175 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.9157 +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7236 +2026-05-23 05:55:02,714 - INFO - Horizon 0.2s - Transition F1: 0.6560, Precision: 0.6533, Recall: 0.6915 +2026-05-23 05:55:02,714 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.6560 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.7256 +2026-05-23 05:55:02,714 - INFO - +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8674 +2026-05-23 05:55:02,714 - INFO - Horizon 0.3s - Overall F1: 0.8668, Precision: 0.8508, Recall: 0.8926 +2026-05-23 05:55:02,714 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.8668 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.8677 +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9033 +2026-05-23 05:55:02,714 - INFO - Horizon 0.3s - Steady F1: 0.9018, Precision: 0.8820, Recall: 0.9305 +2026-05-23 05:55:02,714 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.9018 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.9040 +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6997 +2026-05-23 05:55:02,714 - INFO - Horizon 0.3s - Transition F1: 0.6431, Precision: 0.6280, Recall: 0.6929 +2026-05-23 05:55:02,714 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.6431 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.7015 +2026-05-23 05:55:02,714 - INFO - +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8467 +2026-05-23 05:55:02,714 - INFO - Horizon 0.5s - Overall F1: 0.8431, Precision: 0.8317, Recall: 0.8647 +2026-05-23 05:55:02,714 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.8431 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.8465 +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8858 +2026-05-23 05:55:02,714 - INFO - Horizon 0.5s - Steady F1: 0.8764, Precision: 0.8605, Recall: 0.9020 +2026-05-23 05:55:02,714 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.8764 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.8865 +2026-05-23 05:55:02,714 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6632 +2026-05-23 05:55:02,714 - INFO - Horizon 0.5s - Transition F1: 0.6245, Precision: 0.6181, Recall: 0.6631 +2026-05-23 05:55:02,714 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.6245 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.6659 +2026-05-23 05:55:02,714 - INFO - +2026-05-23 05:55:02,714 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7872 +2026-05-23 05:55:02,714 - INFO - Horizon 1.0s - Overall F1: 0.7727, Precision: 0.7577, Recall: 0.8003 +2026-05-23 05:55:02,714 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:55:02,714 - INFO - Macro F1: 0.7727 +2026-05-23 05:55:02,714 - INFO - Weighted F1: 0.7861 +2026-05-23 05:55:02,715 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8361 +2026-05-23 05:55:02,715 - INFO - Horizon 1.0s - Steady F1: 0.8125, Precision: 0.8038, Recall: 0.8358 +2026-05-23 05:55:02,715 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:55:02,715 - INFO - Macro F1: 0.8125 +2026-05-23 05:55:02,715 - INFO - Weighted F1: 0.8357 +2026-05-23 05:55:02,715 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5499 +2026-05-23 05:55:02,715 - INFO - Horizon 1.0s - Transition F1: 0.5074, Precision: 0.4727, Recall: 0.5678 +2026-05-23 05:55:02,715 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:55:02,715 - INFO - Macro F1: 0.5074 +2026-05-23 05:55:02,715 - INFO - Weighted F1: 0.5519 +2026-05-23 05:55:02,919 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_6.pt +2026-05-23 05:55:02,920 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_6.csv +2026-05-23 05:55:02,920 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:55:02,920 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:02,920 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_6.csv +2026-05-23 05:55:02,921 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:55:02,921 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:02,921 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_6.csv +2026-05-23 05:55:02,922 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:55:02,922 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:02,922 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_6.csv +2026-05-23 05:55:02,922 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:55:02,923 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:55:02,923 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_6.csv +2026-05-23 05:55:02,950 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:55:02,951 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:02,952 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_6.csv +2026-05-23 05:55:02,952 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:55:02,952 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:02,953 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_6.csv +2026-05-23 05:55:02,953 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:55:02,953 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:55:02,954 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_6.csv +2026-05-23 05:55:02,954 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:55:02,954 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:02,954 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_6.csv +2026-05-23 05:55:02,955 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:55:02,955 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:02,955 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_6.csv +2026-05-23 05:55:02,956 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:55:02,956 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:55:02,956 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_6.csv +2026-05-23 05:55:02,957 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:55:02,957 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:02,957 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_6.csv +2026-05-23 05:55:02,957 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:55:02,958 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:02,958 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_6.csv +2026-05-23 05:55:02,958 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:55:02,959 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:55:02,959 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_6.csv +2026-05-23 05:55:02,959 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:55:02,959 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:02,960 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_6.csv +2026-05-23 05:55:02,960 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:55:02,960 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:02,961 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_6.csv +2026-05-23 05:55:02,961 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:55:02,961 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:02,962 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_6.csv +2026-05-23 05:55:02,962 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:55:02,962 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:02,962 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_6.csv +2026-05-23 05:55:02,963 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:55:02,963 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:02,992 - INFO - Removed old checkpoint: checkpoint_epoch_5.pt +2026-05-23 05:55:03,255 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:55:03,259 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:55:03,315 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:55:03,316 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:55:03,317 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:55:03,317 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:55:03,318 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:55:03,319 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:55:03,319 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:55:03,319 - INFO - Epoch 7/50, Learning Rate: 0.000090 +2026-05-23 05:55:16,343 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:55:16,380 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:55:16,418 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:55:16,450 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:55:16,487 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:55:16,530 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:55:17,388 - INFO - Epoch 7/50: +2026-05-23 05:55:17,388 - INFO - Train: loss=0.7502, accuracy_overall=0.9107 +2026-05-23 05:55:17,388 - INFO - Horizon 0.0s: accuracy=0.9342 +2026-05-23 05:55:17,388 - INFO - Horizon 0.1s: accuracy=0.9340 +2026-05-23 05:55:17,388 - INFO - Horizon 0.2s: accuracy=0.9326 +2026-05-23 05:55:17,388 - INFO - Horizon 0.3s: accuracy=0.9223 +2026-05-23 05:55:17,388 - INFO - Horizon 0.5s: accuracy=0.9016 +2026-05-23 05:55:17,388 - INFO - Horizon 1.0s: accuracy=0.8392 +2026-05-23 05:55:17,388 - INFO - Val Horizon 0.0s - Overall: loss=0.8148, accuracy=0.9065 +2026-05-23 05:55:17,388 - INFO - Horizon 0.0s - Overall F1: 0.9094, Precision: 0.8984, Recall: 0.9220 +2026-05-23 05:55:17,388 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:55:17,388 - INFO - Macro F1: 0.9094 +2026-05-23 05:55:17,388 - INFO - Weighted F1: 0.9065 +2026-05-23 05:55:17,388 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9414 +2026-05-23 05:55:17,388 - INFO - Horizon 0.0s - Steady F1: 0.9489, Precision: 0.9340, Recall: 0.9658 +2026-05-23 05:55:17,388 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.9489 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.9416 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7449 +2026-05-23 05:55:17,389 - INFO - Horizon 0.0s - Transition F1: 0.6718, Precision: 0.6822, Recall: 0.6783 +2026-05-23 05:55:17,389 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.6718 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.7457 +2026-05-23 05:55:17,389 - INFO - +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8980 +2026-05-23 05:55:17,389 - INFO - Horizon 0.1s - Overall F1: 0.9003, Precision: 0.8855, Recall: 0.9179 +2026-05-23 05:55:17,389 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.9003 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.8981 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9324 +2026-05-23 05:55:17,389 - INFO - Horizon 0.1s - Steady F1: 0.9375, Precision: 0.9182, Recall: 0.9602 +2026-05-23 05:55:17,389 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.9375 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.9327 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7361 +2026-05-23 05:55:17,389 - INFO - Horizon 0.1s - Transition F1: 0.6596, Precision: 0.6605, Recall: 0.6751 +2026-05-23 05:55:17,389 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.6596 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.7365 +2026-05-23 05:55:17,389 - INFO - +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8944 +2026-05-23 05:55:17,389 - INFO - Horizon 0.2s - Overall F1: 0.8970, Precision: 0.8860, Recall: 0.9098 +2026-05-23 05:55:17,389 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.8970 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.8945 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9277 +2026-05-23 05:55:17,389 - INFO - Horizon 0.2s - Steady F1: 0.9313, Precision: 0.9153, Recall: 0.9505 +2026-05-23 05:55:17,389 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.9313 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.9280 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7378 +2026-05-23 05:55:17,389 - INFO - Horizon 0.2s - Transition F1: 0.6779, Precision: 0.6842, Recall: 0.6850 +2026-05-23 05:55:17,389 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.6779 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.7391 +2026-05-23 05:55:17,389 - INFO - +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8862 +2026-05-23 05:55:17,389 - INFO - Horizon 0.3s - Overall F1: 0.8878, Precision: 0.8753, Recall: 0.9018 +2026-05-23 05:55:17,389 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.8878 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.8860 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9216 +2026-05-23 05:55:17,389 - INFO - Horizon 0.3s - Steady F1: 0.9217, Precision: 0.9039, Recall: 0.9428 +2026-05-23 05:55:17,389 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.9217 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.9220 +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7210 +2026-05-23 05:55:17,389 - INFO - Horizon 0.3s - Transition F1: 0.6694, Precision: 0.6686, Recall: 0.6798 +2026-05-23 05:55:17,389 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.6694 +2026-05-23 05:55:17,389 - INFO - Weighted F1: 0.7226 +2026-05-23 05:55:17,389 - INFO - +2026-05-23 05:55:17,389 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8634 +2026-05-23 05:55:17,389 - INFO - Horizon 0.5s - Overall F1: 0.8615, Precision: 0.8511, Recall: 0.8738 +2026-05-23 05:55:17,389 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:55:17,389 - INFO - Macro F1: 0.8615 +2026-05-23 05:55:17,390 - INFO - Weighted F1: 0.8631 +2026-05-23 05:55:17,390 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9039 +2026-05-23 05:55:17,390 - INFO - Horizon 0.5s - Steady F1: 0.8968, Precision: 0.8833, Recall: 0.9148 +2026-05-23 05:55:17,390 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:55:17,390 - INFO - Macro F1: 0.8968 +2026-05-23 05:55:17,390 - INFO - Weighted F1: 0.9043 +2026-05-23 05:55:17,390 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6736 +2026-05-23 05:55:17,390 - INFO - Horizon 0.5s - Transition F1: 0.6106, Precision: 0.6102, Recall: 0.6176 +2026-05-23 05:55:17,390 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:55:17,390 - INFO - Macro F1: 0.6106 +2026-05-23 05:55:17,390 - INFO - Weighted F1: 0.6752 +2026-05-23 05:55:17,390 - INFO - +2026-05-23 05:55:17,390 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8102 +2026-05-23 05:55:17,390 - INFO - Horizon 1.0s - Overall F1: 0.7967, Precision: 0.7856, Recall: 0.8151 +2026-05-23 05:55:17,390 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:55:17,390 - INFO - Macro F1: 0.7967 +2026-05-23 05:55:17,390 - INFO - Weighted F1: 0.8104 +2026-05-23 05:55:17,390 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8577 +2026-05-23 05:55:17,390 - INFO - Horizon 1.0s - Steady F1: 0.8377, Precision: 0.8301, Recall: 0.8563 +2026-05-23 05:55:17,390 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:55:17,390 - INFO - Macro F1: 0.8377 +2026-05-23 05:55:17,390 - INFO - Weighted F1: 0.8585 +2026-05-23 05:55:17,390 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5798 +2026-05-23 05:55:17,390 - INFO - Horizon 1.0s - Transition F1: 0.5229, Precision: 0.4965, Recall: 0.5631 +2026-05-23 05:55:17,390 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:55:17,390 - INFO - Macro F1: 0.5229 +2026-05-23 05:55:17,390 - INFO - Weighted F1: 0.5824 +2026-05-23 05:55:17,593 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_7.pt +2026-05-23 05:55:17,594 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_7.csv +2026-05-23 05:55:17,594 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:55:17,595 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:17,595 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_7.csv +2026-05-23 05:55:17,595 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:55:17,596 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:17,596 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_7.csv +2026-05-23 05:55:17,596 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:55:17,597 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:17,597 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_7.csv +2026-05-23 05:55:17,597 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:55:17,597 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:55:17,598 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_7.csv +2026-05-23 05:55:17,598 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:55:17,598 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:17,599 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_7.csv +2026-05-23 05:55:17,599 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:55:17,599 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:17,600 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_7.csv +2026-05-23 05:55:17,600 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:55:17,600 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:55:17,600 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_7.csv +2026-05-23 05:55:17,601 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:55:17,601 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:17,601 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_7.csv +2026-05-23 05:55:17,609 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:55:17,609 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:17,609 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_7.csv +2026-05-23 05:55:17,610 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:55:17,610 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:55:17,610 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_7.csv +2026-05-23 05:55:17,611 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:55:17,611 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:17,611 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_7.csv +2026-05-23 05:55:17,612 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:55:17,612 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:17,612 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_7.csv +2026-05-23 05:55:17,612 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:55:17,613 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:55:17,613 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_7.csv +2026-05-23 05:55:17,613 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:55:17,614 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:17,614 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_7.csv +2026-05-23 05:55:17,614 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:55:17,615 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:17,615 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_7.csv +2026-05-23 05:55:17,615 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:55:17,615 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:17,616 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_7.csv +2026-05-23 05:55:17,616 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:55:17,616 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:17,617 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_7.csv +2026-05-23 05:55:17,617 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:55:17,617 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:17,646 - INFO - Removed old checkpoint: checkpoint_epoch_6.pt +2026-05-23 05:55:17,913 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:55:17,918 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:55:17,978 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:55:17,979 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:55:17,980 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:55:17,980 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:55:17,981 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:55:17,981 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:55:17,982 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:55:17,982 - INFO - Epoch 8/50, Learning Rate: 0.000090 +2026-05-23 05:55:31,153 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:55:31,193 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:55:31,234 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:55:31,273 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:55:31,318 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:55:31,362 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:55:32,208 - INFO - Epoch 8/50: +2026-05-23 05:55:32,209 - INFO - Train: loss=0.7454, accuracy_overall=0.9118 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s: accuracy=0.9385 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s: accuracy=0.9395 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s: accuracy=0.9328 +2026-05-23 05:55:32,209 - INFO - Horizon 0.3s: accuracy=0.9209 +2026-05-23 05:55:32,209 - INFO - Horizon 0.5s: accuracy=0.9001 +2026-05-23 05:55:32,209 - INFO - Horizon 1.0s: accuracy=0.8391 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.0s - Overall: loss=0.7902, accuracy=0.9142 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s - Overall F1: 0.9149, Precision: 0.9106, Recall: 0.9214 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.9149 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.9141 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9523 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s - Steady F1: 0.9581, Precision: 0.9475, Recall: 0.9704 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.9581 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.9524 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7379 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s - Transition F1: 0.6686, Precision: 0.6900, Recall: 0.6636 +2026-05-23 05:55:32,209 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.6686 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.7403 +2026-05-23 05:55:32,209 - INFO - +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9114 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s - Overall F1: 0.9123, Precision: 0.9067, Recall: 0.9198 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.9123 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.9110 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9471 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s - Steady F1: 0.9513, Precision: 0.9413, Recall: 0.9626 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.9513 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.9471 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7432 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s - Transition F1: 0.6801, Precision: 0.6857, Recall: 0.6833 +2026-05-23 05:55:32,209 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.6801 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.7454 +2026-05-23 05:55:32,209 - INFO - +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9045 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s - Overall F1: 0.9072, Precision: 0.8990, Recall: 0.9167 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.9072 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.9045 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9373 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s - Steady F1: 0.9395, Precision: 0.9264, Recall: 0.9545 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.9395 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.9374 +2026-05-23 05:55:32,209 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7502 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s - Transition F1: 0.7005, Precision: 0.7131, Recall: 0.6935 +2026-05-23 05:55:32,209 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:55:32,209 - INFO - Macro F1: 0.7005 +2026-05-23 05:55:32,209 - INFO - Weighted F1: 0.7512 +2026-05-23 05:55:32,209 - INFO - +2026-05-23 05:55:32,210 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8961 +2026-05-23 05:55:32,210 - INFO - Horizon 0.3s - Overall F1: 0.8980, Precision: 0.8931, Recall: 0.9038 +2026-05-23 05:55:32,210 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.8980 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.8960 +2026-05-23 05:55:32,210 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9325 +2026-05-23 05:55:32,210 - INFO - Horizon 0.3s - Steady F1: 0.9337, Precision: 0.9230, Recall: 0.9460 +2026-05-23 05:55:32,210 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.9337 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.9327 +2026-05-23 05:55:32,210 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7262 +2026-05-23 05:55:32,210 - INFO - Horizon 0.3s - Transition F1: 0.6682, Precision: 0.6821, Recall: 0.6602 +2026-05-23 05:55:32,210 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.6682 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.7268 +2026-05-23 05:55:32,210 - INFO - +2026-05-23 05:55:32,210 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8756 +2026-05-23 05:55:32,210 - INFO - Horizon 0.5s - Overall F1: 0.8733, Precision: 0.8711, Recall: 0.8773 +2026-05-23 05:55:32,210 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.8733 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.8751 +2026-05-23 05:55:32,210 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9148 +2026-05-23 05:55:32,210 - INFO - Horizon 0.5s - Steady F1: 0.9103, Precision: 0.9040, Recall: 0.9200 +2026-05-23 05:55:32,210 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.9103 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.9150 +2026-05-23 05:55:32,210 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6917 +2026-05-23 05:55:32,210 - INFO - Horizon 0.5s - Transition F1: 0.6198, Precision: 0.6259, Recall: 0.6204 +2026-05-23 05:55:32,210 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.6198 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.6947 +2026-05-23 05:55:32,210 - INFO - +2026-05-23 05:55:32,210 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8166 +2026-05-23 05:55:32,210 - INFO - Horizon 1.0s - Overall F1: 0.8013, Precision: 0.8089, Recall: 0.7988 +2026-05-23 05:55:32,210 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.8013 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.8153 +2026-05-23 05:55:32,210 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8666 +2026-05-23 05:55:32,210 - INFO - Horizon 1.0s - Steady F1: 0.8454, Precision: 0.8550, Recall: 0.8430 +2026-05-23 05:55:32,210 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.8454 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.8661 +2026-05-23 05:55:32,210 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5738 +2026-05-23 05:55:32,210 - INFO - Horizon 1.0s - Transition F1: 0.5114, Precision: 0.5066, Recall: 0.5289 +2026-05-23 05:55:32,210 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:55:32,210 - INFO - Macro F1: 0.5114 +2026-05-23 05:55:32,210 - INFO - Weighted F1: 0.5805 +2026-05-23 05:55:32,415 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_8.pt +2026-05-23 05:55:32,416 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_8.csv +2026-05-23 05:55:32,416 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:55:32,417 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:32,417 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_8.csv +2026-05-23 05:55:32,417 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:55:32,417 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:32,418 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_8.csv +2026-05-23 05:55:32,418 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:55:32,418 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:32,419 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_8.csv +2026-05-23 05:55:32,419 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:55:32,419 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:55:32,420 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_8.csv +2026-05-23 05:55:32,420 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:55:32,420 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:32,420 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_8.csv +2026-05-23 05:55:32,421 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:55:32,421 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:32,421 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_8.csv +2026-05-23 05:55:32,422 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:55:32,422 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:55:32,422 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_8.csv +2026-05-23 05:55:32,422 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:55:32,423 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:32,423 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_8.csv +2026-05-23 05:55:32,423 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:55:32,424 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:32,424 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_8.csv +2026-05-23 05:55:32,424 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:55:32,425 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:55:32,425 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_8.csv +2026-05-23 05:55:32,425 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:55:32,425 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:32,426 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_8.csv +2026-05-23 05:55:32,426 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:55:32,426 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:32,427 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_8.csv +2026-05-23 05:55:32,427 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:55:32,427 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:55:32,427 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_8.csv +2026-05-23 05:55:32,428 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:55:32,428 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:32,428 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_8.csv +2026-05-23 05:55:32,429 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:55:32,429 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:32,429 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_8.csv +2026-05-23 05:55:32,429 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:55:32,430 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:32,430 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_8.csv +2026-05-23 05:55:32,430 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:55:32,431 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:32,431 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_8.csv +2026-05-23 05:55:32,431 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:55:32,431 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:32,459 - INFO - Removed old checkpoint: checkpoint_epoch_7.pt +2026-05-23 05:55:32,722 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:55:32,726 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:55:32,783 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:55:32,783 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:55:32,784 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:55:32,785 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:55:32,785 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:55:32,786 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:55:32,786 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:55:32,787 - INFO - Epoch 9/50, Learning Rate: 0.000090 +2026-05-23 05:55:45,973 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:55:46,015 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:55:46,057 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:55:46,097 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:55:46,137 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:55:46,175 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:55:47,032 - INFO - Epoch 9/50: +2026-05-23 05:55:47,032 - INFO - Train: loss=0.7280, accuracy_overall=0.9185 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s: accuracy=0.9410 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s: accuracy=0.9430 +2026-05-23 05:55:47,032 - INFO - Horizon 0.2s: accuracy=0.9385 +2026-05-23 05:55:47,032 - INFO - Horizon 0.3s: accuracy=0.9305 +2026-05-23 05:55:47,032 - INFO - Horizon 0.5s: accuracy=0.9123 +2026-05-23 05:55:47,032 - INFO - Horizon 1.0s: accuracy=0.8459 +2026-05-23 05:55:47,032 - INFO - Val Horizon 0.0s - Overall: loss=0.7856, accuracy=0.9153 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s - Overall F1: 0.9196, Precision: 0.9302, Recall: 0.9116 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:55:47,032 - INFO - Macro F1: 0.9196 +2026-05-23 05:55:47,032 - INFO - Weighted F1: 0.9152 +2026-05-23 05:55:47,032 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9520 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s - Steady F1: 0.9609, Precision: 0.9620, Recall: 0.9614 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:55:47,032 - INFO - Macro F1: 0.9609 +2026-05-23 05:55:47,032 - INFO - Weighted F1: 0.9521 +2026-05-23 05:55:47,032 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7455 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s - Transition F1: 0.6459, Precision: 0.7119, Recall: 0.6210 +2026-05-23 05:55:47,032 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:55:47,032 - INFO - Macro F1: 0.6459 +2026-05-23 05:55:47,032 - INFO - Weighted F1: 0.7450 +2026-05-23 05:55:47,032 - INFO - +2026-05-23 05:55:47,032 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9125 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s - Overall F1: 0.9143, Precision: 0.9280, Recall: 0.9034 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:55:47,032 - INFO - Macro F1: 0.9143 +2026-05-23 05:55:47,032 - INFO - Weighted F1: 0.9123 +2026-05-23 05:55:47,032 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9461 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s - Steady F1: 0.9502, Precision: 0.9536, Recall: 0.9486 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:55:47,032 - INFO - Macro F1: 0.9502 +2026-05-23 05:55:47,032 - INFO - Weighted F1: 0.9460 +2026-05-23 05:55:47,032 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7542 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s - Transition F1: 0.6543, Precision: 0.7196, Recall: 0.6195 +2026-05-23 05:55:47,032 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.6543 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.7547 +2026-05-23 05:55:47,033 - INFO - +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9053 +2026-05-23 05:55:47,033 - INFO - Horizon 0.2s - Overall F1: 0.9091, Precision: 0.9213, Recall: 0.9001 +2026-05-23 05:55:47,033 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.9091 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.9052 +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9372 +2026-05-23 05:55:47,033 - INFO - Horizon 0.2s - Steady F1: 0.9403, Precision: 0.9438, Recall: 0.9395 +2026-05-23 05:55:47,033 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.9403 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.9373 +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7554 +2026-05-23 05:55:47,033 - INFO - Horizon 0.2s - Transition F1: 0.6928, Precision: 0.7551, Recall: 0.6636 +2026-05-23 05:55:47,033 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.6928 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.7554 +2026-05-23 05:55:47,033 - INFO - +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8957 +2026-05-23 05:55:47,033 - INFO - Horizon 0.3s - Overall F1: 0.8980, Precision: 0.9108, Recall: 0.8886 +2026-05-23 05:55:47,033 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.8980 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.8952 +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9300 +2026-05-23 05:55:47,033 - INFO - Horizon 0.3s - Steady F1: 0.9318, Precision: 0.9364, Recall: 0.9305 +2026-05-23 05:55:47,033 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.9318 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.9301 +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7352 +2026-05-23 05:55:47,033 - INFO - Horizon 0.3s - Transition F1: 0.6709, Precision: 0.7100, Recall: 0.6518 +2026-05-23 05:55:47,033 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.6709 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.7358 +2026-05-23 05:55:47,033 - INFO - +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8760 +2026-05-23 05:55:47,033 - INFO - Horizon 0.5s - Overall F1: 0.8740, Precision: 0.8880, Recall: 0.8640 +2026-05-23 05:55:47,033 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.8740 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.8753 +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9133 +2026-05-23 05:55:47,033 - INFO - Horizon 0.5s - Steady F1: 0.9085, Precision: 0.9194, Recall: 0.9027 +2026-05-23 05:55:47,033 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.9085 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.9132 +2026-05-23 05:55:47,033 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7014 +2026-05-23 05:55:47,033 - INFO - Horizon 0.5s - Transition F1: 0.6340, Precision: 0.6517, Recall: 0.6321 +2026-05-23 05:55:47,033 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.6340 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.7022 +2026-05-23 05:55:47,033 - INFO - +2026-05-23 05:55:47,033 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8180 +2026-05-23 05:55:47,033 - INFO - Horizon 1.0s - Overall F1: 0.8045, Precision: 0.8185, Recall: 0.7959 +2026-05-23 05:55:47,033 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:55:47,033 - INFO - Macro F1: 0.8045 +2026-05-23 05:55:47,033 - INFO - Weighted F1: 0.8164 +2026-05-23 05:55:47,033 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8680 +2026-05-23 05:55:47,034 - INFO - Horizon 1.0s - Steady F1: 0.8466, Precision: 0.8668, Recall: 0.8345 +2026-05-23 05:55:47,034 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:55:47,034 - INFO - Macro F1: 0.8466 +2026-05-23 05:55:47,034 - INFO - Weighted F1: 0.8667 +2026-05-23 05:55:47,034 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5751 +2026-05-23 05:55:47,034 - INFO - Horizon 1.0s - Transition F1: 0.5261, Precision: 0.5158, Recall: 0.5446 +2026-05-23 05:55:47,034 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:55:47,034 - INFO - Macro F1: 0.5261 +2026-05-23 05:55:47,034 - INFO - Weighted F1: 0.5747 +2026-05-23 05:55:47,239 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_9.pt +2026-05-23 05:55:47,240 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_9.csv +2026-05-23 05:55:47,240 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:55:47,241 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:47,241 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_9.csv +2026-05-23 05:55:47,241 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:55:47,242 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:47,242 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_9.csv +2026-05-23 05:55:47,242 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:55:47,242 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:47,243 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_9.csv +2026-05-23 05:55:47,243 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:55:47,243 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:55:47,244 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_9.csv +2026-05-23 05:55:47,244 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:55:47,244 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:47,245 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_9.csv +2026-05-23 05:55:47,245 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:55:47,245 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:47,246 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_9.csv +2026-05-23 05:55:47,246 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:55:47,246 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:55:47,246 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_9.csv +2026-05-23 05:55:47,247 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:55:47,247 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:47,247 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_9.csv +2026-05-23 05:55:47,248 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:55:47,248 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:47,248 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_9.csv +2026-05-23 05:55:47,249 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:55:47,249 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:55:47,249 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_9.csv +2026-05-23 05:55:47,249 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:55:47,250 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:47,250 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_9.csv +2026-05-23 05:55:47,250 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:55:47,251 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:47,251 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_9.csv +2026-05-23 05:55:47,251 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:55:47,251 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:55:47,252 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_9.csv +2026-05-23 05:55:47,252 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:55:47,253 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:47,253 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_9.csv +2026-05-23 05:55:47,253 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:55:47,254 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:47,254 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_9.csv +2026-05-23 05:55:47,254 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:55:47,255 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:55:47,255 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_9.csv +2026-05-23 05:55:47,255 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:55:47,256 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:55:47,256 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_9.csv +2026-05-23 05:55:47,256 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:55:47,257 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:55:47,283 - INFO - Removed old checkpoint: checkpoint_epoch_8.pt +2026-05-23 05:55:47,545 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:55:47,549 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:55:47,611 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:55:47,612 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:55:47,613 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:55:47,613 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:55:47,614 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:55:47,615 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:55:47,615 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:55:47,615 - INFO - Epoch 10/50, Learning Rate: 0.000090 +2026-05-23 05:56:00,894 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:56:00,936 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:56:00,975 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:56:01,015 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:56:01,057 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:56:01,097 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:56:01,949 - INFO - Epoch 10/50: +2026-05-23 05:56:01,950 - INFO - Train: loss=0.7250, accuracy_overall=0.9195 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s: accuracy=0.9446 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s: accuracy=0.9449 +2026-05-23 05:56:01,950 - INFO - Horizon 0.2s: accuracy=0.9389 +2026-05-23 05:56:01,950 - INFO - Horizon 0.3s: accuracy=0.9365 +2026-05-23 05:56:01,950 - INFO - Horizon 0.5s: accuracy=0.9045 +2026-05-23 05:56:01,950 - INFO - Horizon 1.0s: accuracy=0.8474 +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.0s - Overall: loss=0.7947, accuracy=0.9182 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s - Overall F1: 0.9210, Precision: 0.9164, Recall: 0.9272 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:56:01,950 - INFO - Macro F1: 0.9210 +2026-05-23 05:56:01,950 - INFO - Weighted F1: 0.9179 +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9509 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s - Steady F1: 0.9570, Precision: 0.9480, Recall: 0.9669 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:56:01,950 - INFO - Macro F1: 0.9570 +2026-05-23 05:56:01,950 - INFO - Weighted F1: 0.9509 +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7666 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s - Transition F1: 0.7095, Precision: 0.7262, Recall: 0.7156 +2026-05-23 05:56:01,950 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:56:01,950 - INFO - Macro F1: 0.7095 +2026-05-23 05:56:01,950 - INFO - Weighted F1: 0.7676 +2026-05-23 05:56:01,950 - INFO - +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9108 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s - Overall F1: 0.9121, Precision: 0.9091, Recall: 0.9173 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:56:01,950 - INFO - Macro F1: 0.9121 +2026-05-23 05:56:01,950 - INFO - Weighted F1: 0.9104 +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9445 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s - Steady F1: 0.9484, Precision: 0.9418, Recall: 0.9560 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:56:01,950 - INFO - Macro F1: 0.9484 +2026-05-23 05:56:01,950 - INFO - Weighted F1: 0.9444 +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7523 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s - Transition F1: 0.6857, Precision: 0.7002, Recall: 0.6969 +2026-05-23 05:56:01,950 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:56:01,950 - INFO - Macro F1: 0.6857 +2026-05-23 05:56:01,950 - INFO - Weighted F1: 0.7542 +2026-05-23 05:56:01,950 - INFO - +2026-05-23 05:56:01,950 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9049 +2026-05-23 05:56:01,950 - INFO - Horizon 0.2s - Overall F1: 0.9079, Precision: 0.9030, Recall: 0.9150 +2026-05-23 05:56:01,950 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.9079 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.9046 +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9380 +2026-05-23 05:56:01,951 - INFO - Horizon 0.2s - Steady F1: 0.9419, Precision: 0.9342, Recall: 0.9515 +2026-05-23 05:56:01,951 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.9419 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.9380 +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7489 +2026-05-23 05:56:01,951 - INFO - Horizon 0.2s - Transition F1: 0.6934, Precision: 0.7079, Recall: 0.7082 +2026-05-23 05:56:01,951 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.6934 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.7498 +2026-05-23 05:56:01,951 - INFO - +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8920 +2026-05-23 05:56:01,951 - INFO - Horizon 0.3s - Overall F1: 0.8916, Precision: 0.8830, Recall: 0.9022 +2026-05-23 05:56:01,951 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.8916 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.8917 +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9278 +2026-05-23 05:56:01,951 - INFO - Horizon 0.3s - Steady F1: 0.9272, Precision: 0.9145, Recall: 0.9426 +2026-05-23 05:56:01,951 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.9272 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.9279 +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7249 +2026-05-23 05:56:01,951 - INFO - Horizon 0.3s - Transition F1: 0.6646, Precision: 0.6633, Recall: 0.6826 +2026-05-23 05:56:01,951 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.6646 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.7256 +2026-05-23 05:56:01,951 - INFO - +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8722 +2026-05-23 05:56:01,951 - INFO - Horizon 0.5s - Overall F1: 0.8695, Precision: 0.8649, Recall: 0.8770 +2026-05-23 05:56:01,951 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.8695 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.8714 +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9107 +2026-05-23 05:56:01,951 - INFO - Horizon 0.5s - Steady F1: 0.9038, Precision: 0.8980, Recall: 0.9144 +2026-05-23 05:56:01,951 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.9038 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.9106 +2026-05-23 05:56:01,951 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6917 +2026-05-23 05:56:01,951 - INFO - Horizon 0.5s - Transition F1: 0.6358, Precision: 0.6342, Recall: 0.6594 +2026-05-23 05:56:01,951 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.6358 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.6935 +2026-05-23 05:56:01,951 - INFO - +2026-05-23 05:56:01,951 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8190 +2026-05-23 05:56:01,951 - INFO - Horizon 1.0s - Overall F1: 0.8049, Precision: 0.8033, Recall: 0.8110 +2026-05-23 05:56:01,951 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.8049 +2026-05-23 05:56:01,951 - INFO - Weighted F1: 0.8173 +2026-05-23 05:56:01,951 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8651 +2026-05-23 05:56:01,951 - INFO - Horizon 1.0s - Steady F1: 0.8432, Precision: 0.8464, Recall: 0.8467 +2026-05-23 05:56:01,951 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:56:01,951 - INFO - Macro F1: 0.8432 +2026-05-23 05:56:01,952 - INFO - Weighted F1: 0.8641 +2026-05-23 05:56:01,952 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5951 +2026-05-23 05:56:01,952 - INFO - Horizon 1.0s - Transition F1: 0.5529, Precision: 0.5317, Recall: 0.5874 +2026-05-23 05:56:01,952 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:56:01,952 - INFO - Macro F1: 0.5529 +2026-05-23 05:56:01,952 - INFO - Weighted F1: 0.5987 +2026-05-23 05:56:02,156 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_10.pt +2026-05-23 05:56:02,157 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_10.csv +2026-05-23 05:56:02,157 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:56:02,157 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:56:02,158 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_10.csv +2026-05-23 05:56:02,158 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:56:02,158 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:02,159 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_10.csv +2026-05-23 05:56:02,159 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:56:02,159 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:02,160 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_10.csv +2026-05-23 05:56:02,160 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:56:02,160 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:56:02,160 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_10.csv +2026-05-23 05:56:02,161 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:56:02,161 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:02,161 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_10.csv +2026-05-23 05:56:02,162 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:56:02,162 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:02,162 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_10.csv +2026-05-23 05:56:02,162 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:56:02,163 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:56:02,163 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_10.csv +2026-05-23 05:56:02,163 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:56:02,164 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:02,164 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_10.csv +2026-05-23 05:56:02,164 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:56:02,164 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:02,165 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_10.csv +2026-05-23 05:56:02,165 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:56:02,165 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:56:02,166 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_10.csv +2026-05-23 05:56:02,166 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:56:02,166 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:02,166 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_10.csv +2026-05-23 05:56:02,167 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:56:02,167 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:02,167 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_10.csv +2026-05-23 05:56:02,168 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:56:02,168 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:56:02,168 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_10.csv +2026-05-23 05:56:02,168 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:56:02,169 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:02,169 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_10.csv +2026-05-23 05:56:02,169 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:56:02,170 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:02,170 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_10.csv +2026-05-23 05:56:02,170 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:56:02,170 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:56:02,171 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_10.csv +2026-05-23 05:56:02,171 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:56:02,171 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:02,172 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_10.csv +2026-05-23 05:56:02,172 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:56:02,172 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:02,198 - INFO - Removed old checkpoint: checkpoint_epoch_9.pt +2026-05-23 05:56:02,454 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:56:02,458 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:56:02,514 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:56:02,515 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:56:02,516 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:56:02,516 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:56:02,517 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:56:02,518 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:56:02,518 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:56:02,519 - INFO - Epoch 11/50, Learning Rate: 0.000081 +2026-05-23 05:56:15,749 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:56:15,789 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:56:15,825 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:56:15,862 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:56:15,902 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:56:15,947 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:56:16,808 - INFO - Epoch 11/50: +2026-05-23 05:56:16,808 - INFO - Train: loss=0.7127, accuracy_overall=0.9249 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s: accuracy=0.9490 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s: accuracy=0.9497 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s: accuracy=0.9416 +2026-05-23 05:56:16,809 - INFO - Horizon 0.3s: accuracy=0.9347 +2026-05-23 05:56:16,809 - INFO - Horizon 0.5s: accuracy=0.9160 +2026-05-23 05:56:16,809 - INFO - Horizon 1.0s: accuracy=0.8585 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.0s - Overall: loss=0.7609, accuracy=0.9258 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s - Overall F1: 0.9258, Precision: 0.9402, Recall: 0.9133 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.9258 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.9254 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9614 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s - Steady F1: 0.9667, Precision: 0.9706, Recall: 0.9636 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.9667 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.9613 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7609 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s - Transition F1: 0.6627, Precision: 0.7489, Recall: 0.6265 +2026-05-23 05:56:16,809 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.6627 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.7586 +2026-05-23 05:56:16,809 - INFO - +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9219 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s - Overall F1: 0.9222, Precision: 0.9376, Recall: 0.9088 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.9222 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.9216 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9563 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s - Steady F1: 0.9595, Precision: 0.9652, Recall: 0.9548 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.9595 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.9561 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7601 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s - Transition F1: 0.6665, Precision: 0.7434, Recall: 0.6282 +2026-05-23 05:56:16,809 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.6665 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.7590 +2026-05-23 05:56:16,809 - INFO - +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9170 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s - Overall F1: 0.9186, Precision: 0.9316, Recall: 0.9078 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.9186 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.9167 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9503 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s - Steady F1: 0.9513, Precision: 0.9580, Recall: 0.9459 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.9513 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.9501 +2026-05-23 05:56:16,809 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7605 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s - Transition F1: 0.7023, Precision: 0.7574, Recall: 0.6723 +2026-05-23 05:56:16,809 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:56:16,809 - INFO - Macro F1: 0.7023 +2026-05-23 05:56:16,809 - INFO - Weighted F1: 0.7599 +2026-05-23 05:56:16,810 - INFO - +2026-05-23 05:56:16,810 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9060 +2026-05-23 05:56:16,810 - INFO - Horizon 0.3s - Overall F1: 0.9055, Precision: 0.9185, Recall: 0.8952 +2026-05-23 05:56:16,810 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.9055 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.9058 +2026-05-23 05:56:16,810 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9423 +2026-05-23 05:56:16,810 - INFO - Horizon 0.3s - Steady F1: 0.9413, Precision: 0.9488, Recall: 0.9357 +2026-05-23 05:56:16,810 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.9413 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.9422 +2026-05-23 05:56:16,810 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7365 +2026-05-23 05:56:16,810 - INFO - Horizon 0.3s - Transition F1: 0.6707, Precision: 0.7027, Recall: 0.6513 +2026-05-23 05:56:16,810 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.6707 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.7350 +2026-05-23 05:56:16,810 - INFO - +2026-05-23 05:56:16,810 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8856 +2026-05-23 05:56:16,810 - INFO - Horizon 0.5s - Overall F1: 0.8803, Precision: 0.8963, Recall: 0.8683 +2026-05-23 05:56:16,810 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.8803 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.8849 +2026-05-23 05:56:16,810 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9227 +2026-05-23 05:56:16,810 - INFO - Horizon 0.5s - Steady F1: 0.9152, Precision: 0.9285, Recall: 0.9060 +2026-05-23 05:56:16,810 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.9152 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.9223 +2026-05-23 05:56:16,810 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7117 +2026-05-23 05:56:16,810 - INFO - Horizon 0.5s - Transition F1: 0.6412, Precision: 0.6576, Recall: 0.6378 +2026-05-23 05:56:16,810 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.6412 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.7126 +2026-05-23 05:56:16,810 - INFO - +2026-05-23 05:56:16,810 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8298 +2026-05-23 05:56:16,810 - INFO - Horizon 1.0s - Overall F1: 0.8134, Precision: 0.8368, Recall: 0.7978 +2026-05-23 05:56:16,810 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.8134 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.8277 +2026-05-23 05:56:16,810 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8754 +2026-05-23 05:56:16,810 - INFO - Horizon 1.0s - Steady F1: 0.8520, Precision: 0.8824, Recall: 0.8314 +2026-05-23 05:56:16,810 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.8520 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.8740 +2026-05-23 05:56:16,810 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6084 +2026-05-23 05:56:16,810 - INFO - Horizon 1.0s - Transition F1: 0.5402, Precision: 0.5407, Recall: 0.5502 +2026-05-23 05:56:16,810 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:56:16,810 - INFO - Macro F1: 0.5402 +2026-05-23 05:56:16,810 - INFO - Weighted F1: 0.6110 +2026-05-23 05:56:17,015 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_11.pt +2026-05-23 05:56:17,016 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_11.csv +2026-05-23 05:56:17,016 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:56:17,017 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:56:17,017 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_11.csv +2026-05-23 05:56:17,017 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:56:17,017 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:17,018 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_11.csv +2026-05-23 05:56:17,018 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:56:17,018 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:17,019 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_11.csv +2026-05-23 05:56:17,019 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:56:17,019 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:56:17,020 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_11.csv +2026-05-23 05:56:17,020 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:56:17,020 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:17,020 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_11.csv +2026-05-23 05:56:17,021 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:56:17,021 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:17,021 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_11.csv +2026-05-23 05:56:17,022 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:56:17,022 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:56:17,022 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_11.csv +2026-05-23 05:56:17,022 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:56:17,023 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:17,023 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_11.csv +2026-05-23 05:56:17,023 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:56:17,024 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:17,024 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_11.csv +2026-05-23 05:56:17,024 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:56:17,025 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:56:17,025 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_11.csv +2026-05-23 05:56:17,026 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:56:17,026 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:17,026 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_11.csv +2026-05-23 05:56:17,027 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:56:17,027 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:17,027 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_11.csv +2026-05-23 05:56:17,028 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:56:17,028 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:56:17,028 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_11.csv +2026-05-23 05:56:17,028 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:56:17,029 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:17,029 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_11.csv +2026-05-23 05:56:17,029 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:56:17,029 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:17,030 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_11.csv +2026-05-23 05:56:17,030 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:56:17,030 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:56:17,031 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_11.csv +2026-05-23 05:56:17,031 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:56:17,031 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:17,032 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_11.csv +2026-05-23 05:56:17,032 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:56:17,032 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:17,060 - INFO - Removed old checkpoint: checkpoint_epoch_10.pt +2026-05-23 05:56:17,332 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:56:17,336 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:56:17,393 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:56:17,394 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:56:17,395 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:56:17,395 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:56:17,396 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:56:17,397 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:56:17,397 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:56:17,397 - INFO - Epoch 12/50, Learning Rate: 0.000081 +2026-05-23 05:56:30,503 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:56:30,539 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:56:30,578 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:56:30,618 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:56:30,658 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:56:30,699 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:56:31,546 - INFO - Epoch 12/50: +2026-05-23 05:56:31,546 - INFO - Train: loss=0.7082, accuracy_overall=0.9256 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s: accuracy=0.9436 +2026-05-23 05:56:31,546 - INFO - Horizon 0.1s: accuracy=0.9469 +2026-05-23 05:56:31,546 - INFO - Horizon 0.2s: accuracy=0.9416 +2026-05-23 05:56:31,546 - INFO - Horizon 0.3s: accuracy=0.9341 +2026-05-23 05:56:31,546 - INFO - Horizon 0.5s: accuracy=0.9212 +2026-05-23 05:56:31,546 - INFO - Horizon 1.0s: accuracy=0.8664 +2026-05-23 05:56:31,546 - INFO - Val Horizon 0.0s - Overall: loss=0.7669, accuracy=0.9249 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s - Overall F1: 0.9265, Precision: 0.9206, Recall: 0.9340 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:56:31,546 - INFO - Macro F1: 0.9265 +2026-05-23 05:56:31,546 - INFO - Weighted F1: 0.9247 +2026-05-23 05:56:31,546 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9583 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s - Steady F1: 0.9634, Precision: 0.9539, Recall: 0.9743 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:56:31,546 - INFO - Macro F1: 0.9634 +2026-05-23 05:56:31,546 - INFO - Weighted F1: 0.9582 +2026-05-23 05:56:31,546 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7705 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s - Transition F1: 0.7186, Precision: 0.7236, Recall: 0.7324 +2026-05-23 05:56:31,546 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:56:31,546 - INFO - Macro F1: 0.7186 +2026-05-23 05:56:31,546 - INFO - Weighted F1: 0.7707 +2026-05-23 05:56:31,546 - INFO - +2026-05-23 05:56:31,546 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9183 +2026-05-23 05:56:31,546 - INFO - Horizon 0.1s - Overall F1: 0.9199, Precision: 0.9130, Recall: 0.9284 +2026-05-23 05:56:31,546 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:56:31,546 - INFO - Macro F1: 0.9199 +2026-05-23 05:56:31,546 - INFO - Weighted F1: 0.9181 +2026-05-23 05:56:31,546 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9515 +2026-05-23 05:56:31,546 - INFO - Horizon 0.1s - Steady F1: 0.9542, Precision: 0.9431, Recall: 0.9672 +2026-05-23 05:56:31,546 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:56:31,546 - INFO - Macro F1: 0.9542 +2026-05-23 05:56:31,546 - INFO - Weighted F1: 0.9515 +2026-05-23 05:56:31,546 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7620 +2026-05-23 05:56:31,547 - INFO - Horizon 0.1s - Transition F1: 0.7078, Precision: 0.7091, Recall: 0.7243 +2026-05-23 05:56:31,547 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.7078 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.7635 +2026-05-23 05:56:31,547 - INFO - +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9102 +2026-05-23 05:56:31,547 - INFO - Horizon 0.2s - Overall F1: 0.9135, Precision: 0.9035, Recall: 0.9259 +2026-05-23 05:56:31,547 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.9135 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.9102 +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9437 +2026-05-23 05:56:31,547 - INFO - Horizon 0.2s - Steady F1: 0.9445, Precision: 0.9324, Recall: 0.9596 +2026-05-23 05:56:31,547 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.9445 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.9438 +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7528 +2026-05-23 05:56:31,547 - INFO - Horizon 0.2s - Transition F1: 0.7044, Precision: 0.7005, Recall: 0.7203 +2026-05-23 05:56:31,547 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.7044 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.7513 +2026-05-23 05:56:31,547 - INFO - +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9024 +2026-05-23 05:56:31,547 - INFO - Horizon 0.3s - Overall F1: 0.9039, Precision: 0.8933, Recall: 0.9169 +2026-05-23 05:56:31,547 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.9039 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.9023 +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9382 +2026-05-23 05:56:31,547 - INFO - Horizon 0.3s - Steady F1: 0.9374, Precision: 0.9249, Recall: 0.9535 +2026-05-23 05:56:31,547 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.9374 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.9385 +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7352 +2026-05-23 05:56:31,547 - INFO - Horizon 0.3s - Transition F1: 0.6790, Precision: 0.6715, Recall: 0.6983 +2026-05-23 05:56:31,547 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.6790 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.7327 +2026-05-23 05:56:31,547 - INFO - +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8855 +2026-05-23 05:56:31,547 - INFO - Horizon 0.5s - Overall F1: 0.8836, Precision: 0.8756, Recall: 0.8935 +2026-05-23 05:56:31,547 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.8836 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.8853 +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9220 +2026-05-23 05:56:31,547 - INFO - Horizon 0.5s - Steady F1: 0.9155, Precision: 0.9069, Recall: 0.9282 +2026-05-23 05:56:31,547 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.9155 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.9223 +2026-05-23 05:56:31,547 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7143 +2026-05-23 05:56:31,547 - INFO - Horizon 0.5s - Transition F1: 0.6588, Precision: 0.6457, Recall: 0.6846 +2026-05-23 05:56:31,547 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.6588 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.7140 +2026-05-23 05:56:31,547 - INFO - +2026-05-23 05:56:31,547 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8352 +2026-05-23 05:56:31,547 - INFO - Horizon 1.0s - Overall F1: 0.8244, Precision: 0.8240, Recall: 0.8287 +2026-05-23 05:56:31,547 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.8244 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.8341 +2026-05-23 05:56:31,547 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8802 +2026-05-23 05:56:31,547 - INFO - Horizon 1.0s - Steady F1: 0.8609, Precision: 0.8631, Recall: 0.8654 +2026-05-23 05:56:31,547 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:56:31,547 - INFO - Macro F1: 0.8609 +2026-05-23 05:56:31,547 - INFO - Weighted F1: 0.8801 +2026-05-23 05:56:31,548 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6170 +2026-05-23 05:56:31,548 - INFO - Horizon 1.0s - Transition F1: 0.5707, Precision: 0.5536, Recall: 0.6010 +2026-05-23 05:56:31,548 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:56:31,548 - INFO - Macro F1: 0.5707 +2026-05-23 05:56:31,548 - INFO - Weighted F1: 0.6211 +2026-05-23 05:56:31,752 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_12.pt +2026-05-23 05:56:31,753 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_12.csv +2026-05-23 05:56:31,753 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_12.csv +2026-05-23 05:56:31,753 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_12.csv +2026-05-23 05:56:31,754 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_12.csv +2026-05-23 05:56:31,754 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_12.csv +2026-05-23 05:56:31,754 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_12.csv +2026-05-23 05:56:31,755 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_12.csv +2026-05-23 05:56:31,755 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_12.csv +2026-05-23 05:56:31,755 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_12.csv +2026-05-23 05:56:31,756 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_12.csv +2026-05-23 05:56:31,756 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_12.csv +2026-05-23 05:56:31,756 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_12.csv +2026-05-23 05:56:31,757 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_12.csv +2026-05-23 05:56:31,757 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_12.csv +2026-05-23 05:56:31,757 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_12.csv +2026-05-23 05:56:31,758 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_12.csv +2026-05-23 05:56:31,758 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_12.csv +2026-05-23 05:56:31,758 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_12.csv +2026-05-23 05:56:31,787 - INFO - Removed old checkpoint: checkpoint_epoch_11.pt +2026-05-23 05:56:31,787 - INFO - Epoch 13/50, Learning Rate: 0.000081 +2026-05-23 05:56:45,501 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:56:45,538 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:56:45,578 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:56:45,617 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:56:45,654 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:56:45,696 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:56:46,555 - INFO - Epoch 13/50: +2026-05-23 05:56:46,556 - INFO - Train: loss=0.6933, accuracy_overall=0.9318 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s: accuracy=0.9517 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s: accuracy=0.9531 +2026-05-23 05:56:46,556 - INFO - Horizon 0.2s: accuracy=0.9483 +2026-05-23 05:56:46,556 - INFO - Horizon 0.3s: accuracy=0.9405 +2026-05-23 05:56:46,556 - INFO - Horizon 0.5s: accuracy=0.9265 +2026-05-23 05:56:46,556 - INFO - Horizon 1.0s: accuracy=0.8705 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.0s - Overall: loss=0.7476, accuracy=0.9313 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s - Overall F1: 0.9315, Precision: 0.9396, Recall: 0.9247 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.9315 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.9311 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9661 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s - Steady F1: 0.9695, Precision: 0.9706, Recall: 0.9693 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.9695 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.9660 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7698 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s - Transition F1: 0.6880, Precision: 0.7451, Recall: 0.6546 +2026-05-23 05:56:46,556 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.6880 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.7678 +2026-05-23 05:56:46,556 - INFO - +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9277 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s - Overall F1: 0.9266, Precision: 0.9349, Recall: 0.9193 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.9266 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.9275 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9602 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s - Steady F1: 0.9610, Precision: 0.9632, Recall: 0.9596 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.9610 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.9601 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7750 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s - Transition F1: 0.6897, Precision: 0.7320, Recall: 0.6625 +2026-05-23 05:56:46,556 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.6897 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.7742 +2026-05-23 05:56:46,556 - INFO - +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9233 +2026-05-23 05:56:46,556 - INFO - Horizon 0.2s - Overall F1: 0.9232, Precision: 0.9338, Recall: 0.9140 +2026-05-23 05:56:46,556 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.9232 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.9231 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9547 +2026-05-23 05:56:46,556 - INFO - Horizon 0.2s - Steady F1: 0.9542, Precision: 0.9574, Recall: 0.9519 +2026-05-23 05:56:46,556 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:56:46,556 - INFO - Macro F1: 0.9542 +2026-05-23 05:56:46,556 - INFO - Weighted F1: 0.9546 +2026-05-23 05:56:46,556 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7755 +2026-05-23 05:56:46,557 - INFO - Horizon 0.2s - Transition F1: 0.7063, Precision: 0.7681, Recall: 0.6685 +2026-05-23 05:56:46,557 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.7063 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.7740 +2026-05-23 05:56:46,557 - INFO - +2026-05-23 05:56:46,557 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9133 +2026-05-23 05:56:46,557 - INFO - Horizon 0.3s - Overall F1: 0.9121, Precision: 0.9229, Recall: 0.9029 +2026-05-23 05:56:46,557 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.9121 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.9132 +2026-05-23 05:56:46,557 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9474 +2026-05-23 05:56:46,557 - INFO - Horizon 0.3s - Steady F1: 0.9446, Precision: 0.9482, Recall: 0.9426 +2026-05-23 05:56:46,557 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.9446 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.9475 +2026-05-23 05:56:46,557 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7539 +2026-05-23 05:56:46,557 - INFO - Horizon 0.3s - Transition F1: 0.6789, Precision: 0.7255, Recall: 0.6483 +2026-05-23 05:56:46,557 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.6789 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.7517 +2026-05-23 05:56:46,557 - INFO - +2026-05-23 05:56:46,557 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8962 +2026-05-23 05:56:46,557 - INFO - Horizon 0.5s - Overall F1: 0.8934, Precision: 0.9094, Recall: 0.8800 +2026-05-23 05:56:46,557 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.8934 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.8959 +2026-05-23 05:56:46,557 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9322 +2026-05-23 05:56:46,557 - INFO - Horizon 0.5s - Steady F1: 0.9254, Precision: 0.9358, Recall: 0.9182 +2026-05-23 05:56:46,557 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.9254 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.9323 +2026-05-23 05:56:46,557 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7279 +2026-05-23 05:56:46,557 - INFO - Horizon 0.5s - Transition F1: 0.6630, Precision: 0.6945, Recall: 0.6468 +2026-05-23 05:56:46,557 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.6630 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.7284 +2026-05-23 05:56:46,557 - INFO - +2026-05-23 05:56:46,557 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8393 +2026-05-23 05:56:46,557 - INFO - Horizon 1.0s - Overall F1: 0.8230, Precision: 0.8487, Recall: 0.8051 +2026-05-23 05:56:46,557 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.8230 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.8380 +2026-05-23 05:56:46,557 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8816 +2026-05-23 05:56:46,557 - INFO - Horizon 1.0s - Steady F1: 0.8582, Precision: 0.8870, Recall: 0.8392 +2026-05-23 05:56:46,557 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.8582 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.8810 +2026-05-23 05:56:46,557 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6343 +2026-05-23 05:56:46,557 - INFO - Horizon 1.0s - Transition F1: 0.5561, Precision: 0.5765, Recall: 0.5572 +2026-05-23 05:56:46,557 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:56:46,557 - INFO - Macro F1: 0.5561 +2026-05-23 05:56:46,557 - INFO - Weighted F1: 0.6375 +2026-05-23 05:56:46,765 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_13.pt +2026-05-23 05:56:46,766 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_13.csv +2026-05-23 05:56:46,766 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:56:46,767 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:56:46,767 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_13.csv +2026-05-23 05:56:46,767 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:56:46,767 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:46,768 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_13.csv +2026-05-23 05:56:46,768 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:56:46,768 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:46,769 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_13.csv +2026-05-23 05:56:46,769 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:56:46,769 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:56:46,770 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_13.csv +2026-05-23 05:56:46,770 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:56:46,770 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:46,770 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_13.csv +2026-05-23 05:56:46,771 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:56:46,771 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:46,771 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_13.csv +2026-05-23 05:56:46,772 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:56:46,772 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:56:46,772 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_13.csv +2026-05-23 05:56:46,773 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:56:46,773 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:46,773 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_13.csv +2026-05-23 05:56:46,773 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:56:46,774 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:46,774 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_13.csv +2026-05-23 05:56:46,774 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:56:46,775 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:56:46,775 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_13.csv +2026-05-23 05:56:46,775 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:56:46,775 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:46,776 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_13.csv +2026-05-23 05:56:46,776 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:56:46,776 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:46,777 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_13.csv +2026-05-23 05:56:46,777 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:56:46,777 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:56:46,778 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_13.csv +2026-05-23 05:56:46,778 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:56:46,778 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:46,778 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_13.csv +2026-05-23 05:56:46,779 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:56:46,779 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:46,779 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_13.csv +2026-05-23 05:56:46,780 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:56:46,780 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:56:46,780 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_13.csv +2026-05-23 05:56:46,781 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:56:46,781 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:56:46,781 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_13.csv +2026-05-23 05:56:46,781 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:56:46,782 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:56:46,808 - INFO - Removed old checkpoint: checkpoint_epoch_12.pt +2026-05-23 05:56:47,058 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:56:47,062 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:56:47,118 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:56:47,119 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:56:47,119 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:56:47,120 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:56:47,121 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:56:47,121 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:56:47,122 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:56:47,122 - INFO - Epoch 14/50, Learning Rate: 0.000081 +2026-05-23 05:57:00,813 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:57:00,850 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:57:00,891 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:57:00,930 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:57:00,973 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:57:01,015 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:57:01,870 - INFO - Epoch 14/50: +2026-05-23 05:57:01,870 - INFO - Train: loss=0.6786, accuracy_overall=0.9388 +2026-05-23 05:57:01,870 - INFO - Horizon 0.0s: accuracy=0.9564 +2026-05-23 05:57:01,870 - INFO - Horizon 0.1s: accuracy=0.9557 +2026-05-23 05:57:01,870 - INFO - Horizon 0.2s: accuracy=0.9574 +2026-05-23 05:57:01,870 - INFO - Horizon 0.3s: accuracy=0.9513 +2026-05-23 05:57:01,870 - INFO - Horizon 0.5s: accuracy=0.9294 +2026-05-23 05:57:01,871 - INFO - Horizon 1.0s: accuracy=0.8826 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.0s - Overall: loss=0.7479, accuracy=0.9287 +2026-05-23 05:57:01,871 - INFO - Horizon 0.0s - Overall F1: 0.9293, Precision: 0.9444, Recall: 0.9162 +2026-05-23 05:57:01,871 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9293 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9285 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9661 +2026-05-23 05:57:01,871 - INFO - Horizon 0.0s - Steady F1: 0.9714, Precision: 0.9753, Recall: 0.9679 +2026-05-23 05:57:01,871 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9714 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9662 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7558 +2026-05-23 05:57:01,871 - INFO - Horizon 0.0s - Transition F1: 0.6685, Precision: 0.7475, Recall: 0.6359 +2026-05-23 05:57:01,871 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.6685 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.7545 +2026-05-23 05:57:01,871 - INFO - +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9243 +2026-05-23 05:57:01,871 - INFO - Horizon 0.1s - Overall F1: 0.9245, Precision: 0.9376, Recall: 0.9126 +2026-05-23 05:57:01,871 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9245 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9241 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9617 +2026-05-23 05:57:01,871 - INFO - Horizon 0.1s - Steady F1: 0.9648, Precision: 0.9686, Recall: 0.9616 +2026-05-23 05:57:01,871 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9648 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9617 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7484 +2026-05-23 05:57:01,871 - INFO - Horizon 0.1s - Transition F1: 0.6685, Precision: 0.7346, Recall: 0.6362 +2026-05-23 05:57:01,871 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.6685 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.7481 +2026-05-23 05:57:01,871 - INFO - +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9187 +2026-05-23 05:57:01,871 - INFO - Horizon 0.2s - Overall F1: 0.9202, Precision: 0.9321, Recall: 0.9097 +2026-05-23 05:57:01,871 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9202 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9185 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9554 +2026-05-23 05:57:01,871 - INFO - Horizon 0.2s - Steady F1: 0.9570, Precision: 0.9595, Recall: 0.9553 +2026-05-23 05:57:01,871 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9570 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9554 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7463 +2026-05-23 05:57:01,871 - INFO - Horizon 0.2s - Transition F1: 0.6872, Precision: 0.7575, Recall: 0.6583 +2026-05-23 05:57:01,871 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.6872 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.7451 +2026-05-23 05:57:01,871 - INFO - +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9114 +2026-05-23 05:57:01,871 - INFO - Horizon 0.3s - Overall F1: 0.9115, Precision: 0.9240, Recall: 0.9006 +2026-05-23 05:57:01,871 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:57:01,871 - INFO - Macro F1: 0.9115 +2026-05-23 05:57:01,871 - INFO - Weighted F1: 0.9111 +2026-05-23 05:57:01,871 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9474 +2026-05-23 05:57:01,871 - INFO - Horizon 0.3s - Steady F1: 0.9475, Precision: 0.9510, Recall: 0.9452 +2026-05-23 05:57:01,872 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.9475 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.9475 +2026-05-23 05:57:01,872 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7429 +2026-05-23 05:57:01,872 - INFO - Horizon 0.3s - Transition F1: 0.6732, Precision: 0.7267, Recall: 0.6474 +2026-05-23 05:57:01,872 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.6732 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.7431 +2026-05-23 05:57:01,872 - INFO - +2026-05-23 05:57:01,872 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8950 +2026-05-23 05:57:01,872 - INFO - Horizon 0.5s - Overall F1: 0.8949, Precision: 0.9087, Recall: 0.8835 +2026-05-23 05:57:01,872 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.8949 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.8947 +2026-05-23 05:57:01,872 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9301 +2026-05-23 05:57:01,872 - INFO - Horizon 0.5s - Steady F1: 0.9260, Precision: 0.9344, Recall: 0.9208 +2026-05-23 05:57:01,872 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.9260 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.9301 +2026-05-23 05:57:01,872 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7304 +2026-05-23 05:57:01,872 - INFO - Horizon 0.5s - Transition F1: 0.6726, Precision: 0.7071, Recall: 0.6625 +2026-05-23 05:57:01,872 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.6726 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.7303 +2026-05-23 05:57:01,872 - INFO - +2026-05-23 05:57:01,872 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8387 +2026-05-23 05:57:01,872 - INFO - Horizon 1.0s - Overall F1: 0.8268, Precision: 0.8465, Recall: 0.8133 +2026-05-23 05:57:01,872 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.8268 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.8382 +2026-05-23 05:57:01,872 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8864 +2026-05-23 05:57:01,872 - INFO - Horizon 1.0s - Steady F1: 0.8668, Precision: 0.8919, Recall: 0.8508 +2026-05-23 05:57:01,872 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.8668 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.8860 +2026-05-23 05:57:01,872 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6077 +2026-05-23 05:57:01,872 - INFO - Horizon 1.0s - Transition F1: 0.5521, Precision: 0.5551, Recall: 0.5641 +2026-05-23 05:57:01,872 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:57:01,872 - INFO - Macro F1: 0.5521 +2026-05-23 05:57:01,872 - INFO - Weighted F1: 0.6107 +2026-05-23 05:57:02,074 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_14.pt +2026-05-23 05:57:02,075 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_14.csv +2026-05-23 05:57:02,076 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_14.csv +2026-05-23 05:57:02,076 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_14.csv +2026-05-23 05:57:02,076 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_14.csv +2026-05-23 05:57:02,077 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_14.csv +2026-05-23 05:57:02,077 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_14.csv +2026-05-23 05:57:02,077 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_14.csv +2026-05-23 05:57:02,078 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_14.csv +2026-05-23 05:57:02,078 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_14.csv +2026-05-23 05:57:02,078 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_14.csv +2026-05-23 05:57:02,078 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_14.csv +2026-05-23 05:57:02,079 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_14.csv +2026-05-23 05:57:02,079 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_14.csv +2026-05-23 05:57:02,079 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_14.csv +2026-05-23 05:57:02,080 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_14.csv +2026-05-23 05:57:02,080 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_14.csv +2026-05-23 05:57:02,080 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_14.csv +2026-05-23 05:57:02,081 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_14.csv +2026-05-23 05:57:02,108 - INFO - Removed old checkpoint: checkpoint_epoch_13.pt +2026-05-23 05:57:02,108 - INFO - Epoch 15/50, Learning Rate: 0.000081 +2026-05-23 05:57:16,332 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:57:16,371 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:57:16,411 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:57:16,448 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:57:16,489 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:57:16,535 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:57:17,399 - INFO - Epoch 15/50: +2026-05-23 05:57:17,399 - INFO - Train: loss=0.6827, accuracy_overall=0.9368 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s: accuracy=0.9566 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s: accuracy=0.9575 +2026-05-23 05:57:17,399 - INFO - Horizon 0.2s: accuracy=0.9561 +2026-05-23 05:57:17,399 - INFO - Horizon 0.3s: accuracy=0.9447 +2026-05-23 05:57:17,399 - INFO - Horizon 0.5s: accuracy=0.9270 +2026-05-23 05:57:17,399 - INFO - Horizon 1.0s: accuracy=0.8789 +2026-05-23 05:57:17,399 - INFO - Val Horizon 0.0s - Overall: loss=0.7413, accuracy=0.9307 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s - Overall F1: 0.9316, Precision: 0.9361, Recall: 0.9283 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:57:17,399 - INFO - Macro F1: 0.9316 +2026-05-23 05:57:17,399 - INFO - Weighted F1: 0.9305 +2026-05-23 05:57:17,399 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9667 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s - Steady F1: 0.9714, Precision: 0.9699, Recall: 0.9732 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:57:17,399 - INFO - Macro F1: 0.9714 +2026-05-23 05:57:17,399 - INFO - Weighted F1: 0.9667 +2026-05-23 05:57:17,399 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7641 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s - Transition F1: 0.6996, Precision: 0.7305, Recall: 0.6844 +2026-05-23 05:57:17,399 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:57:17,399 - INFO - Macro F1: 0.6996 +2026-05-23 05:57:17,399 - INFO - Weighted F1: 0.7647 +2026-05-23 05:57:17,399 - INFO - +2026-05-23 05:57:17,399 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9274 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s - Overall F1: 0.9284, Precision: 0.9332, Recall: 0.9244 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:57:17,399 - INFO - Macro F1: 0.9284 +2026-05-23 05:57:17,399 - INFO - Weighted F1: 0.9271 +2026-05-23 05:57:17,399 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9620 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s - Steady F1: 0.9653, Precision: 0.9644, Recall: 0.9667 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:57:17,399 - INFO - Macro F1: 0.9653 +2026-05-23 05:57:17,399 - INFO - Weighted F1: 0.9619 +2026-05-23 05:57:17,399 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7646 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s - Transition F1: 0.6764, Precision: 0.7043, Recall: 0.6620 +2026-05-23 05:57:17,399 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.6764 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.7653 +2026-05-23 05:57:17,400 - INFO - +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9231 +2026-05-23 05:57:17,400 - INFO - Horizon 0.2s - Overall F1: 0.9255, Precision: 0.9297, Recall: 0.9222 +2026-05-23 05:57:17,400 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.9255 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.9229 +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9555 +2026-05-23 05:57:17,400 - INFO - Horizon 0.2s - Steady F1: 0.9578, Precision: 0.9569, Recall: 0.9594 +2026-05-23 05:57:17,400 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.9578 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.9555 +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7703 +2026-05-23 05:57:17,400 - INFO - Horizon 0.2s - Transition F1: 0.7203, Precision: 0.7437, Recall: 0.7073 +2026-05-23 05:57:17,400 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.7203 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.7713 +2026-05-23 05:57:17,400 - INFO - +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9134 +2026-05-23 05:57:17,400 - INFO - Horizon 0.3s - Overall F1: 0.9145, Precision: 0.9123, Recall: 0.9179 +2026-05-23 05:57:17,400 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.9145 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.9134 +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9470 +2026-05-23 05:57:17,400 - INFO - Horizon 0.3s - Steady F1: 0.9467, Precision: 0.9413, Recall: 0.9539 +2026-05-23 05:57:17,400 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.9467 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.9472 +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7564 +2026-05-23 05:57:17,400 - INFO - Horizon 0.3s - Transition F1: 0.6973, Precision: 0.6986, Recall: 0.7023 +2026-05-23 05:57:17,400 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.6973 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.7558 +2026-05-23 05:57:17,400 - INFO - +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8976 +2026-05-23 05:57:17,400 - INFO - Horizon 0.5s - Overall F1: 0.8965, Precision: 0.9013, Recall: 0.8938 +2026-05-23 05:57:17,400 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.8965 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.8970 +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9349 +2026-05-23 05:57:17,400 - INFO - Horizon 0.5s - Steady F1: 0.9306, Precision: 0.9309, Recall: 0.9333 +2026-05-23 05:57:17,400 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.9306 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.9350 +2026-05-23 05:57:17,400 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7227 +2026-05-23 05:57:17,400 - INFO - Horizon 0.5s - Transition F1: 0.6868, Precision: 0.6910, Recall: 0.6936 +2026-05-23 05:57:17,400 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:57:17,400 - INFO - Macro F1: 0.6868 +2026-05-23 05:57:17,400 - INFO - Weighted F1: 0.7242 +2026-05-23 05:57:17,401 - INFO - +2026-05-23 05:57:17,401 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8452 +2026-05-23 05:57:17,401 - INFO - Horizon 1.0s - Overall F1: 0.8345, Precision: 0.8438, Recall: 0.8303 +2026-05-23 05:57:17,401 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:57:17,401 - INFO - Macro F1: 0.8345 +2026-05-23 05:57:17,401 - INFO - Weighted F1: 0.8439 +2026-05-23 05:57:17,401 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8923 +2026-05-23 05:57:17,401 - INFO - Horizon 1.0s - Steady F1: 0.8748, Precision: 0.8887, Recall: 0.8688 +2026-05-23 05:57:17,401 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:57:17,401 - INFO - Macro F1: 0.8748 +2026-05-23 05:57:17,401 - INFO - Weighted F1: 0.8917 +2026-05-23 05:57:17,401 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6170 +2026-05-23 05:57:17,401 - INFO - Horizon 1.0s - Transition F1: 0.5635, Precision: 0.5489, Recall: 0.5891 +2026-05-23 05:57:17,401 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:57:17,401 - INFO - Macro F1: 0.5635 +2026-05-23 05:57:17,401 - INFO - Weighted F1: 0.6208 +2026-05-23 05:57:17,605 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_15.pt +2026-05-23 05:57:17,606 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_15.csv +2026-05-23 05:57:17,607 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_15.csv +2026-05-23 05:57:17,607 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_15.csv +2026-05-23 05:57:17,607 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_15.csv +2026-05-23 05:57:17,608 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_15.csv +2026-05-23 05:57:17,608 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_15.csv +2026-05-23 05:57:17,609 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_15.csv +2026-05-23 05:57:17,609 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_15.csv +2026-05-23 05:57:17,609 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_15.csv +2026-05-23 05:57:17,610 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_15.csv +2026-05-23 05:57:17,610 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_15.csv +2026-05-23 05:57:17,610 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_15.csv +2026-05-23 05:57:17,611 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_15.csv +2026-05-23 05:57:17,611 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_15.csv +2026-05-23 05:57:17,611 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_15.csv +2026-05-23 05:57:17,612 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_15.csv +2026-05-23 05:57:17,612 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_15.csv +2026-05-23 05:57:17,612 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_15.csv +2026-05-23 05:57:17,639 - INFO - Removed old checkpoint: checkpoint_epoch_14.pt +2026-05-23 05:57:17,640 - INFO - Epoch 16/50, Learning Rate: 0.000073 +2026-05-23 05:57:31,919 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:57:31,957 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:57:31,996 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:57:32,033 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:57:32,076 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:57:32,122 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:57:33,151 - INFO - Epoch 16/50: +2026-05-23 05:57:33,151 - INFO - Train: loss=0.6779, accuracy_overall=0.9371 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s: accuracy=0.9544 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s: accuracy=0.9584 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s: accuracy=0.9554 +2026-05-23 05:57:33,152 - INFO - Horizon 0.3s: accuracy=0.9445 +2026-05-23 05:57:33,152 - INFO - Horizon 0.5s: accuracy=0.9325 +2026-05-23 05:57:33,152 - INFO - Horizon 1.0s: accuracy=0.8771 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.0s - Overall: loss=0.7613, accuracy=0.9207 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s - Overall F1: 0.9255, Precision: 0.9296, Recall: 0.9238 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9255 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9208 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9536 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s - Steady F1: 0.9625, Precision: 0.9575, Recall: 0.9691 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9625 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9539 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7685 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s - Transition F1: 0.6981, Precision: 0.7366, Recall: 0.6978 +2026-05-23 05:57:33,152 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.6981 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.7723 +2026-05-23 05:57:33,152 - INFO - +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9142 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s - Overall F1: 0.9183, Precision: 0.9222, Recall: 0.9175 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9183 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9141 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9490 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s - Steady F1: 0.9574, Precision: 0.9538, Recall: 0.9624 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9574 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9494 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7503 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s - Transition F1: 0.6830, Precision: 0.7039, Recall: 0.6945 +2026-05-23 05:57:33,152 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.6830 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.7546 +2026-05-23 05:57:33,152 - INFO - +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9120 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s - Overall F1: 0.9178, Precision: 0.9182, Recall: 0.9198 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9178 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9121 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9456 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s - Steady F1: 0.9531, Precision: 0.9475, Recall: 0.9605 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9531 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9460 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7541 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s - Transition F1: 0.7009, Precision: 0.7118, Recall: 0.7144 +2026-05-23 05:57:33,152 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.7009 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.7578 +2026-05-23 05:57:33,152 - INFO - +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9049 +2026-05-23 05:57:33,152 - INFO - Horizon 0.3s - Overall F1: 0.9076, Precision: 0.9058, Recall: 0.9115 +2026-05-23 05:57:33,152 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:57:33,152 - INFO - Macro F1: 0.9076 +2026-05-23 05:57:33,152 - INFO - Weighted F1: 0.9049 +2026-05-23 05:57:33,152 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9393 +2026-05-23 05:57:33,152 - INFO - Horizon 0.3s - Steady F1: 0.9433, Precision: 0.9375, Recall: 0.9508 +2026-05-23 05:57:33,153 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.9433 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.9397 +2026-05-23 05:57:33,153 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7442 +2026-05-23 05:57:33,153 - INFO - Horizon 0.3s - Transition F1: 0.6808, Precision: 0.6785, Recall: 0.7043 +2026-05-23 05:57:33,153 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.6808 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.7461 +2026-05-23 05:57:33,153 - INFO - +2026-05-23 05:57:33,153 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8876 +2026-05-23 05:57:33,153 - INFO - Horizon 0.5s - Overall F1: 0.8896, Precision: 0.8877, Recall: 0.8953 +2026-05-23 05:57:33,153 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.8896 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.8876 +2026-05-23 05:57:33,153 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9221 +2026-05-23 05:57:33,153 - INFO - Horizon 0.5s - Steady F1: 0.9212, Precision: 0.9169, Recall: 0.9295 +2026-05-23 05:57:33,153 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.9212 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.9226 +2026-05-23 05:57:33,153 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7259 +2026-05-23 05:57:33,153 - INFO - Horizon 0.5s - Transition F1: 0.6661, Precision: 0.6621, Recall: 0.6960 +2026-05-23 05:57:33,153 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.6661 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.7273 +2026-05-23 05:57:33,153 - INFO - +2026-05-23 05:57:33,153 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8341 +2026-05-23 05:57:33,153 - INFO - Horizon 1.0s - Overall F1: 0.8244, Precision: 0.8295, Recall: 0.8259 +2026-05-23 05:57:33,153 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.8244 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.8328 +2026-05-23 05:57:33,153 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8775 +2026-05-23 05:57:33,153 - INFO - Horizon 1.0s - Steady F1: 0.8589, Precision: 0.8679, Recall: 0.8597 +2026-05-23 05:57:33,153 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.8589 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.8771 +2026-05-23 05:57:33,153 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6237 +2026-05-23 05:57:33,153 - INFO - Horizon 1.0s - Transition F1: 0.5863, Precision: 0.5736, Recall: 0.6224 +2026-05-23 05:57:33,153 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:57:33,153 - INFO - Macro F1: 0.5863 +2026-05-23 05:57:33,153 - INFO - Weighted F1: 0.6260 +2026-05-23 05:57:33,356 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_16.pt +2026-05-23 05:57:33,357 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_16.csv +2026-05-23 05:57:33,358 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_16.csv +2026-05-23 05:57:33,358 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_16.csv +2026-05-23 05:57:33,358 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_16.csv +2026-05-23 05:57:33,359 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_16.csv +2026-05-23 05:57:33,359 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_16.csv +2026-05-23 05:57:33,359 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_16.csv +2026-05-23 05:57:33,360 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_16.csv +2026-05-23 05:57:33,360 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_16.csv +2026-05-23 05:57:33,360 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_16.csv +2026-05-23 05:57:33,361 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_16.csv +2026-05-23 05:57:33,361 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_16.csv +2026-05-23 05:57:33,361 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_16.csv +2026-05-23 05:57:33,361 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_16.csv +2026-05-23 05:57:33,362 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_16.csv +2026-05-23 05:57:33,362 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_16.csv +2026-05-23 05:57:33,362 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_16.csv +2026-05-23 05:57:33,363 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_16.csv +2026-05-23 05:57:33,391 - INFO - Removed old checkpoint: checkpoint_epoch_15.pt +2026-05-23 05:57:33,391 - INFO - Epoch 17/50, Learning Rate: 0.000073 +2026-05-23 05:57:46,930 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:57:46,969 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:57:47,007 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:57:47,045 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:57:47,083 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:57:47,128 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:57:47,986 - INFO - Epoch 17/50: +2026-05-23 05:57:47,986 - INFO - Train: loss=0.6691, accuracy_overall=0.9425 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s: accuracy=0.9563 +2026-05-23 05:57:47,986 - INFO - Horizon 0.1s: accuracy=0.9591 +2026-05-23 05:57:47,986 - INFO - Horizon 0.2s: accuracy=0.9597 +2026-05-23 05:57:47,986 - INFO - Horizon 0.3s: accuracy=0.9528 +2026-05-23 05:57:47,986 - INFO - Horizon 0.5s: accuracy=0.9397 +2026-05-23 05:57:47,986 - INFO - Horizon 1.0s: accuracy=0.8873 +2026-05-23 05:57:47,986 - INFO - Val Horizon 0.0s - Overall: loss=0.7464, accuracy=0.9336 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s - Overall F1: 0.9370, Precision: 0.9312, Recall: 0.9438 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:57:47,986 - INFO - Macro F1: 0.9370 +2026-05-23 05:57:47,986 - INFO - Weighted F1: 0.9336 +2026-05-23 05:57:47,986 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9649 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s - Steady F1: 0.9704, Precision: 0.9618, Recall: 0.9797 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:57:47,986 - INFO - Macro F1: 0.9704 +2026-05-23 05:57:47,986 - INFO - Weighted F1: 0.9650 +2026-05-23 05:57:47,986 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7890 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s - Transition F1: 0.7550, Precision: 0.7592, Recall: 0.7596 +2026-05-23 05:57:47,986 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:57:47,986 - INFO - Macro F1: 0.7550 +2026-05-23 05:57:47,986 - INFO - Weighted F1: 0.7893 +2026-05-23 05:57:47,986 - INFO - +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9283 +2026-05-23 05:57:47,987 - INFO - Horizon 0.1s - Overall F1: 0.9294, Precision: 0.9233, Recall: 0.9364 +2026-05-23 05:57:47,987 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.9294 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.9282 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9600 +2026-05-23 05:57:47,987 - INFO - Horizon 0.1s - Steady F1: 0.9634, Precision: 0.9540, Recall: 0.9736 +2026-05-23 05:57:47,987 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.9634 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.9601 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7789 +2026-05-23 05:57:47,987 - INFO - Horizon 0.1s - Transition F1: 0.7311, Precision: 0.7267, Recall: 0.7451 +2026-05-23 05:57:47,987 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.7311 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.7804 +2026-05-23 05:57:47,987 - INFO - +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9208 +2026-05-23 05:57:47,987 - INFO - Horizon 0.2s - Overall F1: 0.9230, Precision: 0.9126, Recall: 0.9347 +2026-05-23 05:57:47,987 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.9230 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.9208 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9537 +2026-05-23 05:57:47,987 - INFO - Horizon 0.2s - Steady F1: 0.9549, Precision: 0.9403, Recall: 0.9712 +2026-05-23 05:57:47,987 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.9549 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.9539 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7657 +2026-05-23 05:57:47,987 - INFO - Horizon 0.2s - Transition F1: 0.7219, Precision: 0.7193, Recall: 0.7303 +2026-05-23 05:57:47,987 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.7219 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.7662 +2026-05-23 05:57:47,987 - INFO - +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9099 +2026-05-23 05:57:47,987 - INFO - Horizon 0.3s - Overall F1: 0.9101, Precision: 0.8977, Recall: 0.9247 +2026-05-23 05:57:47,987 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.9101 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.9100 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9462 +2026-05-23 05:57:47,987 - INFO - Horizon 0.3s - Steady F1: 0.9455, Precision: 0.9292, Recall: 0.9644 +2026-05-23 05:57:47,987 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.9455 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.9465 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7403 +2026-05-23 05:57:47,987 - INFO - Horizon 0.3s - Transition F1: 0.6945, Precision: 0.6857, Recall: 0.7080 +2026-05-23 05:57:47,987 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.6945 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.7392 +2026-05-23 05:57:47,987 - INFO - +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8961 +2026-05-23 05:57:47,987 - INFO - Horizon 0.5s - Overall F1: 0.8957, Precision: 0.8824, Recall: 0.9112 +2026-05-23 05:57:47,987 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:57:47,987 - INFO - Macro F1: 0.8957 +2026-05-23 05:57:47,987 - INFO - Weighted F1: 0.8962 +2026-05-23 05:57:47,987 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9297 +2026-05-23 05:57:47,988 - INFO - Horizon 0.5s - Steady F1: 0.9243, Precision: 0.9085, Recall: 0.9431 +2026-05-23 05:57:47,988 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:57:47,988 - INFO - Macro F1: 0.9243 +2026-05-23 05:57:47,988 - INFO - Weighted F1: 0.9300 +2026-05-23 05:57:47,988 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7388 +2026-05-23 05:57:47,988 - INFO - Horizon 0.5s - Transition F1: 0.6960, Precision: 0.6778, Recall: 0.7254 +2026-05-23 05:57:47,988 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:57:47,988 - INFO - Macro F1: 0.6960 +2026-05-23 05:57:47,988 - INFO - Weighted F1: 0.7385 +2026-05-23 05:57:47,988 - INFO - +2026-05-23 05:57:47,988 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8438 +2026-05-23 05:57:47,988 - INFO - Horizon 1.0s - Overall F1: 0.8360, Precision: 0.8301, Recall: 0.8440 +2026-05-23 05:57:47,988 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:57:47,988 - INFO - Macro F1: 0.8360 +2026-05-23 05:57:47,988 - INFO - Weighted F1: 0.8427 +2026-05-23 05:57:47,988 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8908 +2026-05-23 05:57:47,988 - INFO - Horizon 1.0s - Steady F1: 0.8734, Precision: 0.8670, Recall: 0.8827 +2026-05-23 05:57:47,988 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:57:47,988 - INFO - Macro F1: 0.8734 +2026-05-23 05:57:47,988 - INFO - Weighted F1: 0.8906 +2026-05-23 05:57:47,988 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6157 +2026-05-23 05:57:47,988 - INFO - Horizon 1.0s - Transition F1: 0.5776, Precision: 0.5542, Recall: 0.6176 +2026-05-23 05:57:47,988 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:57:47,988 - INFO - Macro F1: 0.5776 +2026-05-23 05:57:47,988 - INFO - Weighted F1: 0.6187 +2026-05-23 05:57:48,196 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_17.pt +2026-05-23 05:57:48,197 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_17.csv +2026-05-23 05:57:48,198 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:57:48,198 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:57:48,198 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_17.csv +2026-05-23 05:57:48,199 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:57:48,199 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:57:48,199 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_17.csv +2026-05-23 05:57:48,200 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:57:48,200 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:57:48,200 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_17.csv +2026-05-23 05:57:48,201 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:57:48,201 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:57:48,201 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_17.csv +2026-05-23 05:57:48,228 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:57:48,229 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:57:48,229 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_17.csv +2026-05-23 05:57:48,230 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:57:48,230 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:57:48,230 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_17.csv +2026-05-23 05:57:48,231 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:57:48,231 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:57:48,231 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_17.csv +2026-05-23 05:57:48,232 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:57:48,232 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:57:48,232 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_17.csv +2026-05-23 05:57:48,233 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:57:48,233 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:57:48,233 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_17.csv +2026-05-23 05:57:48,233 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:57:48,234 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:57:48,234 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_17.csv +2026-05-23 05:57:48,234 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:57:48,235 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:57:48,235 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_17.csv +2026-05-23 05:57:48,235 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:57:48,236 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:57:48,236 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_17.csv +2026-05-23 05:57:48,236 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:57:48,237 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:57:48,237 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_17.csv +2026-05-23 05:57:48,237 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:57:48,237 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:57:48,238 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_17.csv +2026-05-23 05:57:48,238 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:57:48,238 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:57:48,239 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_17.csv +2026-05-23 05:57:48,239 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:57:48,239 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:57:48,240 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_17.csv +2026-05-23 05:57:48,240 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:57:48,240 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:57:48,240 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_17.csv +2026-05-23 05:57:48,241 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:57:48,241 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:57:48,269 - INFO - Removed old checkpoint: checkpoint_epoch_16.pt +2026-05-23 05:57:48,548 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:57:48,553 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:57:48,612 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:57:48,612 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:57:48,613 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:57:48,614 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:57:48,614 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:57:48,615 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:57:48,615 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:57:48,616 - INFO - Epoch 18/50, Learning Rate: 0.000073 +2026-05-23 05:58:03,616 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:58:03,660 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:58:03,702 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:58:03,737 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:58:03,781 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:58:03,826 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:58:05,374 - INFO - Epoch 18/50: +2026-05-23 05:58:05,374 - INFO - Train: loss=0.6621, accuracy_overall=0.9447 +2026-05-23 05:58:05,374 - INFO - Horizon 0.0s: accuracy=0.9658 +2026-05-23 05:58:05,374 - INFO - Horizon 0.1s: accuracy=0.9608 +2026-05-23 05:58:05,375 - INFO - Horizon 0.2s: accuracy=0.9612 +2026-05-23 05:58:05,375 - INFO - Horizon 0.3s: accuracy=0.9527 +2026-05-23 05:58:05,375 - INFO - Horizon 0.5s: accuracy=0.9343 +2026-05-23 05:58:05,375 - INFO - Horizon 1.0s: accuracy=0.8935 +2026-05-23 05:58:05,375 - INFO - Val Horizon 0.0s - Overall: loss=0.7301, accuracy=0.9361 +2026-05-23 05:58:05,375 - INFO - Horizon 0.0s - Overall F1: 0.9370, Precision: 0.9402, Recall: 0.9351 +2026-05-23 05:58:05,375 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:58:05,375 - INFO - Macro F1: 0.9370 +2026-05-23 05:58:05,375 - INFO - Weighted F1: 0.9360 +2026-05-23 05:58:05,375 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9725 +2026-05-23 05:58:05,375 - INFO - Horizon 0.0s - Steady F1: 0.9760, Precision: 0.9733, Recall: 0.9790 +2026-05-23 05:58:05,375 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:58:05,375 - INFO - Macro F1: 0.9760 +2026-05-23 05:58:05,375 - INFO - Weighted F1: 0.9725 +2026-05-23 05:58:05,375 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7679 +2026-05-23 05:58:05,376 - INFO - Horizon 0.0s - Transition F1: 0.7130, Precision: 0.7458, Recall: 0.6906 +2026-05-23 05:58:05,376 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.7130 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.7677 +2026-05-23 05:58:05,376 - INFO - +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9328 +2026-05-23 05:58:05,376 - INFO - Horizon 0.1s - Overall F1: 0.9348, Precision: 0.9366, Recall: 0.9335 +2026-05-23 05:58:05,376 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.9348 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.9327 +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9679 +2026-05-23 05:58:05,376 - INFO - Horizon 0.1s - Steady F1: 0.9708, Precision: 0.9669, Recall: 0.9750 +2026-05-23 05:58:05,376 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.9708 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.9679 +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7678 +2026-05-23 05:58:05,376 - INFO - Horizon 0.1s - Transition F1: 0.7198, Precision: 0.7462, Recall: 0.7003 +2026-05-23 05:58:05,376 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.7198 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.7688 +2026-05-23 05:58:05,376 - INFO - +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9272 +2026-05-23 05:58:05,376 - INFO - Horizon 0.2s - Overall F1: 0.9286, Precision: 0.9334, Recall: 0.9244 +2026-05-23 05:58:05,376 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.9286 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.9269 +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9642 +2026-05-23 05:58:05,376 - INFO - Horizon 0.2s - Steady F1: 0.9664, Precision: 0.9631, Recall: 0.9699 +2026-05-23 05:58:05,376 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.9664 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.9642 +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7528 +2026-05-23 05:58:05,376 - INFO - Horizon 0.2s - Transition F1: 0.7055, Precision: 0.7416, Recall: 0.6808 +2026-05-23 05:58:05,376 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:58:05,376 - INFO - Macro F1: 0.7055 +2026-05-23 05:58:05,376 - INFO - Weighted F1: 0.7539 +2026-05-23 05:58:05,376 - INFO - +2026-05-23 05:58:05,376 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9183 +2026-05-23 05:58:05,376 - INFO - Horizon 0.3s - Overall F1: 0.9178, Precision: 0.9211, Recall: 0.9151 +2026-05-23 05:58:05,377 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.9178 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.9179 +2026-05-23 05:58:05,377 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9567 +2026-05-23 05:58:05,377 - INFO - Horizon 0.3s - Steady F1: 0.9575, Precision: 0.9546, Recall: 0.9606 +2026-05-23 05:58:05,377 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.9575 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.9567 +2026-05-23 05:58:05,377 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7390 +2026-05-23 05:58:05,377 - INFO - Horizon 0.3s - Transition F1: 0.6875, Precision: 0.7060, Recall: 0.6750 +2026-05-23 05:58:05,377 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.6875 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.7403 +2026-05-23 05:58:05,377 - INFO - +2026-05-23 05:58:05,377 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9020 +2026-05-23 05:58:05,377 - INFO - Horizon 0.5s - Overall F1: 0.9010, Precision: 0.9072, Recall: 0.8956 +2026-05-23 05:58:05,377 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.9010 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.9015 +2026-05-23 05:58:05,377 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9378 +2026-05-23 05:58:05,377 - INFO - Horizon 0.5s - Steady F1: 0.9333, Precision: 0.9342, Recall: 0.9330 +2026-05-23 05:58:05,377 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.9333 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.9376 +2026-05-23 05:58:05,377 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7343 +2026-05-23 05:58:05,377 - INFO - Horizon 0.5s - Transition F1: 0.6983, Precision: 0.7222, Recall: 0.6879 +2026-05-23 05:58:05,377 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.6983 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.7353 +2026-05-23 05:58:05,377 - INFO - +2026-05-23 05:58:05,377 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8490 +2026-05-23 05:58:05,377 - INFO - Horizon 1.0s - Overall F1: 0.8367, Precision: 0.8586, Recall: 0.8228 +2026-05-23 05:58:05,377 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.8367 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.8468 +2026-05-23 05:58:05,377 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8967 +2026-05-23 05:58:05,377 - INFO - Horizon 1.0s - Steady F1: 0.8780, Precision: 0.8982, Recall: 0.8655 +2026-05-23 05:58:05,377 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.8780 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.8958 +2026-05-23 05:58:05,377 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6177 +2026-05-23 05:58:05,377 - INFO - Horizon 1.0s - Transition F1: 0.5746, Precision: 0.5909, Recall: 0.5767 +2026-05-23 05:58:05,377 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:58:05,377 - INFO - Macro F1: 0.5746 +2026-05-23 05:58:05,377 - INFO - Weighted F1: 0.6201 +2026-05-23 05:58:05,766 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_18.pt +2026-05-23 05:58:05,769 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_18.csv +2026-05-23 05:58:05,770 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:58:05,771 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:58:05,772 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_18.csv +2026-05-23 05:58:05,774 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:58:05,775 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:05,776 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_18.csv +2026-05-23 05:58:05,777 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:58:05,778 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:05,779 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_18.csv +2026-05-23 05:58:05,779 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:58:05,785 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:58:05,787 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_18.csv +2026-05-23 05:58:05,790 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:58:05,791 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:05,791 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_18.csv +2026-05-23 05:58:05,792 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:58:05,793 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:05,794 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_18.csv +2026-05-23 05:58:05,795 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:58:05,795 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:58:05,796 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_18.csv +2026-05-23 05:58:05,797 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:58:05,798 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:05,798 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_18.csv +2026-05-23 05:58:05,799 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:58:05,799 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:05,800 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_18.csv +2026-05-23 05:58:05,801 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:58:05,801 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:58:05,802 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_18.csv +2026-05-23 05:58:05,804 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:58:05,807 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:05,808 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_18.csv +2026-05-23 05:58:05,811 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:58:05,811 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:05,812 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_18.csv +2026-05-23 05:58:05,812 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:58:05,812 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:58:05,813 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_18.csv +2026-05-23 05:58:05,814 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:58:05,814 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:05,815 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_18.csv +2026-05-23 05:58:05,816 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:58:05,816 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:05,817 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_18.csv +2026-05-23 05:58:05,817 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:58:05,818 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:58:05,818 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_18.csv +2026-05-23 05:58:05,819 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:58:05,819 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:05,820 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_18.csv +2026-05-23 05:58:05,821 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:58:05,822 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:05,892 - INFO - Removed old checkpoint: checkpoint_epoch_17.pt +2026-05-23 05:58:06,521 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:58:06,528 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:58:06,613 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:58:06,614 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:58:06,615 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:58:06,616 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:58:06,617 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:58:06,618 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:58:06,619 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:58:06,620 - INFO - Epoch 19/50, Learning Rate: 0.000073 +2026-05-23 05:58:23,516 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:58:23,568 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:58:23,617 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:58:23,658 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:58:23,710 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:58:23,779 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:58:24,872 - INFO - Epoch 19/50: +2026-05-23 05:58:24,872 - INFO - Train: loss=0.6630, accuracy_overall=0.9449 +2026-05-23 05:58:24,872 - INFO - Horizon 0.0s: accuracy=0.9579 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s: accuracy=0.9626 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s: accuracy=0.9597 +2026-05-23 05:58:24,873 - INFO - Horizon 0.3s: accuracy=0.9558 +2026-05-23 05:58:24,873 - INFO - Horizon 0.5s: accuracy=0.9398 +2026-05-23 05:58:24,873 - INFO - Horizon 1.0s: accuracy=0.8935 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.0s - Overall: loss=0.7262, accuracy=0.9326 +2026-05-23 05:58:24,873 - INFO - Horizon 0.0s - Overall F1: 0.9343, Precision: 0.9364, Recall: 0.9337 +2026-05-23 05:58:24,873 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.9343 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.9325 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9682 +2026-05-23 05:58:24,873 - INFO - Horizon 0.0s - Steady F1: 0.9728, Precision: 0.9714, Recall: 0.9750 +2026-05-23 05:58:24,873 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.9728 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.9682 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7679 +2026-05-23 05:58:24,873 - INFO - Horizon 0.0s - Transition F1: 0.7106, Precision: 0.7319, Recall: 0.7047 +2026-05-23 05:58:24,873 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.7106 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.7665 +2026-05-23 05:58:24,873 - INFO - +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9309 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s - Overall F1: 0.9321, Precision: 0.9358, Recall: 0.9297 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.9321 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.9308 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9646 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s - Steady F1: 0.9681, Precision: 0.9669, Recall: 0.9703 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.9681 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.9645 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7724 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s - Transition F1: 0.7009, Precision: 0.7281, Recall: 0.6885 +2026-05-23 05:58:24,873 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.7009 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.7717 +2026-05-23 05:58:24,873 - INFO - +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9305 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s - Overall F1: 0.9321, Precision: 0.9370, Recall: 0.9283 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.9321 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.9304 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9612 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s - Steady F1: 0.9631, Precision: 0.9623, Recall: 0.9650 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.9631 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.9612 +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7859 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s - Transition F1: 0.7327, Precision: 0.7551, Recall: 0.7201 +2026-05-23 05:58:24,873 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:58:24,873 - INFO - Macro F1: 0.7327 +2026-05-23 05:58:24,873 - INFO - Weighted F1: 0.7850 +2026-05-23 05:58:24,873 - INFO - +2026-05-23 05:58:24,873 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9190 +2026-05-23 05:58:24,873 - INFO - Horizon 0.3s - Overall F1: 0.9192, Precision: 0.9230, Recall: 0.9169 +2026-05-23 05:58:24,874 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.9192 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.9189 +2026-05-23 05:58:24,874 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9556 +2026-05-23 05:58:24,874 - INFO - Horizon 0.3s - Steady F1: 0.9564, Precision: 0.9565, Recall: 0.9576 +2026-05-23 05:58:24,874 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.9564 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.9556 +2026-05-23 05:58:24,874 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7481 +2026-05-23 05:58:24,874 - INFO - Horizon 0.3s - Transition F1: 0.6923, Precision: 0.7129, Recall: 0.6820 +2026-05-23 05:58:24,874 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.6923 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.7448 +2026-05-23 05:58:24,874 - INFO - +2026-05-23 05:58:24,874 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9038 +2026-05-23 05:58:24,874 - INFO - Horizon 0.5s - Overall F1: 0.9011, Precision: 0.9108, Recall: 0.8935 +2026-05-23 05:58:24,874 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.9011 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.9034 +2026-05-23 05:58:24,874 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9391 +2026-05-23 05:58:24,874 - INFO - Horizon 0.5s - Steady F1: 0.9337, Precision: 0.9387, Recall: 0.9309 +2026-05-23 05:58:24,874 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.9337 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.9390 +2026-05-23 05:58:24,874 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7382 +2026-05-23 05:58:24,874 - INFO - Horizon 0.5s - Transition F1: 0.6828, Precision: 0.7024, Recall: 0.6757 +2026-05-23 05:58:24,874 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.6828 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.7393 +2026-05-23 05:58:24,874 - INFO - +2026-05-23 05:58:24,874 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8526 +2026-05-23 05:58:24,874 - INFO - Horizon 1.0s - Overall F1: 0.8430, Precision: 0.8602, Recall: 0.8324 +2026-05-23 05:58:24,874 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.8430 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.8512 +2026-05-23 05:58:24,874 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8957 +2026-05-23 05:58:24,874 - INFO - Horizon 1.0s - Steady F1: 0.8772, Precision: 0.8951, Recall: 0.8676 +2026-05-23 05:58:24,874 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.8772 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.8952 +2026-05-23 05:58:24,874 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6436 +2026-05-23 05:58:24,874 - INFO - Horizon 1.0s - Transition F1: 0.5960, Precision: 0.5949, Recall: 0.6089 +2026-05-23 05:58:24,874 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:58:24,874 - INFO - Macro F1: 0.5960 +2026-05-23 05:58:24,874 - INFO - Weighted F1: 0.6469 +2026-05-23 05:58:25,159 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_19.pt +2026-05-23 05:58:25,160 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_19.csv +2026-05-23 05:58:25,161 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_19.csv +2026-05-23 05:58:25,162 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_19.csv +2026-05-23 05:58:25,162 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_19.csv +2026-05-23 05:58:25,163 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_19.csv +2026-05-23 05:58:25,163 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_19.csv +2026-05-23 05:58:25,164 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_19.csv +2026-05-23 05:58:25,164 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_19.csv +2026-05-23 05:58:25,164 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_19.csv +2026-05-23 05:58:25,165 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_19.csv +2026-05-23 05:58:25,165 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_19.csv +2026-05-23 05:58:25,165 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_19.csv +2026-05-23 05:58:25,166 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_19.csv +2026-05-23 05:58:25,166 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_19.csv +2026-05-23 05:58:25,167 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_19.csv +2026-05-23 05:58:25,167 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_19.csv +2026-05-23 05:58:25,167 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_19.csv +2026-05-23 05:58:25,168 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_19.csv +2026-05-23 05:58:25,202 - INFO - Removed old checkpoint: checkpoint_epoch_18.pt +2026-05-23 05:58:25,203 - INFO - Epoch 20/50, Learning Rate: 0.000073 +2026-05-23 05:58:41,962 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:58:42,023 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:58:42,081 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:58:42,127 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:58:42,175 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:58:42,222 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:58:43,265 - INFO - Epoch 20/50: +2026-05-23 05:58:43,266 - INFO - Train: loss=0.6623, accuracy_overall=0.9445 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s: accuracy=0.9584 +2026-05-23 05:58:43,266 - INFO - Horizon 0.1s: accuracy=0.9619 +2026-05-23 05:58:43,266 - INFO - Horizon 0.2s: accuracy=0.9596 +2026-05-23 05:58:43,266 - INFO - Horizon 0.3s: accuracy=0.9523 +2026-05-23 05:58:43,266 - INFO - Horizon 0.5s: accuracy=0.9400 +2026-05-23 05:58:43,266 - INFO - Horizon 1.0s: accuracy=0.8950 +2026-05-23 05:58:43,266 - INFO - Val Horizon 0.0s - Overall: loss=0.7265, accuracy=0.9372 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s - Overall F1: 0.9388, Precision: 0.9446, Recall: 0.9343 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:58:43,266 - INFO - Macro F1: 0.9388 +2026-05-23 05:58:43,266 - INFO - Weighted F1: 0.9370 +2026-05-23 05:58:43,266 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9707 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s - Steady F1: 0.9746, Precision: 0.9753, Recall: 0.9746 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:58:43,266 - INFO - Macro F1: 0.9746 +2026-05-23 05:58:43,266 - INFO - Weighted F1: 0.9707 +2026-05-23 05:58:43,266 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7820 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s - Transition F1: 0.7178, Precision: 0.7572, Recall: 0.6997 +2026-05-23 05:58:43,266 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:58:43,266 - INFO - Macro F1: 0.7178 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.7810 +2026-05-23 05:58:43,267 - INFO - +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9313 +2026-05-23 05:58:43,267 - INFO - Horizon 0.1s - Overall F1: 0.9324, Precision: 0.9355, Recall: 0.9304 +2026-05-23 05:58:43,267 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.9324 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.9311 +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9658 +2026-05-23 05:58:43,267 - INFO - Horizon 0.1s - Steady F1: 0.9691, Precision: 0.9680, Recall: 0.9709 +2026-05-23 05:58:43,267 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.9691 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.9658 +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7685 +2026-05-23 05:58:43,267 - INFO - Horizon 0.1s - Transition F1: 0.6923, Precision: 0.7161, Recall: 0.6867 +2026-05-23 05:58:43,267 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.6923 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.7677 +2026-05-23 05:58:43,267 - INFO - +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9275 +2026-05-23 05:58:43,267 - INFO - Horizon 0.2s - Overall F1: 0.9285, Precision: 0.9322, Recall: 0.9258 +2026-05-23 05:58:43,267 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.9285 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.9274 +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9591 +2026-05-23 05:58:43,267 - INFO - Horizon 0.2s - Steady F1: 0.9600, Precision: 0.9578, Recall: 0.9633 +2026-05-23 05:58:43,267 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.9600 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.9591 +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7787 +2026-05-23 05:58:43,267 - INFO - Horizon 0.2s - Transition F1: 0.7196, Precision: 0.7528, Recall: 0.7027 +2026-05-23 05:58:43,267 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.7196 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.7784 +2026-05-23 05:58:43,267 - INFO - +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9201 +2026-05-23 05:58:43,267 - INFO - Horizon 0.3s - Overall F1: 0.9191, Precision: 0.9235, Recall: 0.9155 +2026-05-23 05:58:43,267 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.9191 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.9200 +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9542 +2026-05-23 05:58:43,267 - INFO - Horizon 0.3s - Steady F1: 0.9538, Precision: 0.9517, Recall: 0.9570 +2026-05-23 05:58:43,267 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:58:43,267 - INFO - Macro F1: 0.9538 +2026-05-23 05:58:43,267 - INFO - Weighted F1: 0.9542 +2026-05-23 05:58:43,267 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7610 +2026-05-23 05:58:43,267 - INFO - Horizon 0.3s - Transition F1: 0.6893, Precision: 0.7193, Recall: 0.6701 +2026-05-23 05:58:43,267 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.6893 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.7606 +2026-05-23 05:58:43,268 - INFO - +2026-05-23 05:58:43,268 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9026 +2026-05-23 05:58:43,268 - INFO - Horizon 0.5s - Overall F1: 0.8989, Precision: 0.9042, Recall: 0.8950 +2026-05-23 05:58:43,268 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.8989 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.9022 +2026-05-23 05:58:43,268 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9388 +2026-05-23 05:58:43,268 - INFO - Horizon 0.5s - Steady F1: 0.9321, Precision: 0.9319, Recall: 0.9341 +2026-05-23 05:58:43,268 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.9321 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.9388 +2026-05-23 05:58:43,268 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7330 +2026-05-23 05:58:43,268 - INFO - Horizon 0.5s - Transition F1: 0.6776, Precision: 0.6996, Recall: 0.6729 +2026-05-23 05:58:43,268 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.6776 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.7334 +2026-05-23 05:58:43,268 - INFO - +2026-05-23 05:58:43,268 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8515 +2026-05-23 05:58:43,268 - INFO - Horizon 1.0s - Overall F1: 0.8366, Precision: 0.8564, Recall: 0.8231 +2026-05-23 05:58:43,268 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.8366 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.8494 +2026-05-23 05:58:43,268 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8954 +2026-05-23 05:58:43,268 - INFO - Horizon 1.0s - Steady F1: 0.8731, Precision: 0.8910, Recall: 0.8607 +2026-05-23 05:58:43,268 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.8731 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.8942 +2026-05-23 05:58:43,268 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6383 +2026-05-23 05:58:43,268 - INFO - Horizon 1.0s - Transition F1: 0.5913, Precision: 0.6060, Recall: 0.6016 +2026-05-23 05:58:43,268 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:58:43,268 - INFO - Macro F1: 0.5913 +2026-05-23 05:58:43,268 - INFO - Weighted F1: 0.6416 +2026-05-23 05:58:43,496 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_20.pt +2026-05-23 05:58:43,497 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_20.csv +2026-05-23 05:58:43,497 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:58:43,498 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:58:43,498 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_20.csv +2026-05-23 05:58:43,499 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:58:43,499 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:43,500 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_20.csv +2026-05-23 05:58:43,500 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:58:43,500 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:43,501 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_20.csv +2026-05-23 05:58:43,501 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:58:43,502 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:58:43,502 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_20.csv +2026-05-23 05:58:43,502 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:58:43,503 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:43,503 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_20.csv +2026-05-23 05:58:43,503 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:58:43,504 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:43,504 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_20.csv +2026-05-23 05:58:43,504 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:58:43,505 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:58:43,506 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_20.csv +2026-05-23 05:58:43,506 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:58:43,507 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:43,507 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_20.csv +2026-05-23 05:58:43,507 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:58:43,508 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:43,508 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_20.csv +2026-05-23 05:58:43,508 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:58:43,509 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:58:43,509 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_20.csv +2026-05-23 05:58:43,509 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:58:43,510 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:43,510 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_20.csv +2026-05-23 05:58:43,510 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:58:43,511 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:43,511 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_20.csv +2026-05-23 05:58:43,511 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:58:43,511 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:58:43,512 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_20.csv +2026-05-23 05:58:43,512 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:58:43,512 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:43,513 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_20.csv +2026-05-23 05:58:43,513 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:58:43,513 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:43,514 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_20.csv +2026-05-23 05:58:43,514 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:58:43,514 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:58:43,515 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_20.csv +2026-05-23 05:58:43,515 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:58:43,515 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:58:43,516 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_20.csv +2026-05-23 05:58:43,516 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:58:43,516 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:58:43,545 - INFO - Removed old checkpoint: checkpoint_epoch_19.pt +2026-05-23 05:58:43,819 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:58:43,825 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:58:43,889 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:58:43,890 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:58:43,890 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:58:43,891 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:58:43,892 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:58:43,892 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:58:43,893 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:58:43,893 - INFO - Epoch 21/50, Learning Rate: 0.000066 +2026-05-23 05:59:01,231 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:59:01,281 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:59:01,329 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:59:01,385 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:59:01,437 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:59:01,490 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:59:02,673 - INFO - Epoch 21/50: +2026-05-23 05:59:02,673 - INFO - Train: loss=0.6570, accuracy_overall=0.9475 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s: accuracy=0.9623 +2026-05-23 05:59:02,673 - INFO - Horizon 0.1s: accuracy=0.9612 +2026-05-23 05:59:02,673 - INFO - Horizon 0.2s: accuracy=0.9631 +2026-05-23 05:59:02,673 - INFO - Horizon 0.3s: accuracy=0.9611 +2026-05-23 05:59:02,673 - INFO - Horizon 0.5s: accuracy=0.9394 +2026-05-23 05:59:02,673 - INFO - Horizon 1.0s: accuracy=0.8980 +2026-05-23 05:59:02,673 - INFO - Val Horizon 0.0s - Overall: loss=0.7261, accuracy=0.9381 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s - Overall F1: 0.9395, Precision: 0.9345, Recall: 0.9451 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:59:02,673 - INFO - Macro F1: 0.9395 +2026-05-23 05:59:02,673 - INFO - Weighted F1: 0.9380 +2026-05-23 05:59:02,673 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9707 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s - Steady F1: 0.9744, Precision: 0.9671, Recall: 0.9822 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:59:02,673 - INFO - Macro F1: 0.9744 +2026-05-23 05:59:02,673 - INFO - Weighted F1: 0.9707 +2026-05-23 05:59:02,673 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7871 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s - Transition F1: 0.7384, Precision: 0.7471, Recall: 0.7406 +2026-05-23 05:59:02,673 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:59:02,673 - INFO - Macro F1: 0.7384 +2026-05-23 05:59:02,673 - INFO - Weighted F1: 0.7868 +2026-05-23 05:59:02,674 - INFO - +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9323 +2026-05-23 05:59:02,674 - INFO - Horizon 0.1s - Overall F1: 0.9313, Precision: 0.9244, Recall: 0.9394 +2026-05-23 05:59:02,674 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.9313 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.9322 +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9649 +2026-05-23 05:59:02,674 - INFO - Horizon 0.1s - Steady F1: 0.9661, Precision: 0.9576, Recall: 0.9756 +2026-05-23 05:59:02,674 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.9661 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.9649 +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7789 +2026-05-23 05:59:02,674 - INFO - Horizon 0.1s - Transition F1: 0.7132, Precision: 0.7127, Recall: 0.7258 +2026-05-23 05:59:02,674 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.7132 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.7794 +2026-05-23 05:59:02,674 - INFO - +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9294 +2026-05-23 05:59:02,674 - INFO - Horizon 0.2s - Overall F1: 0.9294, Precision: 0.9260, Recall: 0.9339 +2026-05-23 05:59:02,674 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.9294 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.9294 +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9614 +2026-05-23 05:59:02,674 - INFO - Horizon 0.2s - Steady F1: 0.9617, Precision: 0.9549, Recall: 0.9696 +2026-05-23 05:59:02,674 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.9617 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.9615 +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7787 +2026-05-23 05:59:02,674 - INFO - Horizon 0.2s - Transition F1: 0.7272, Precision: 0.7357, Recall: 0.7291 +2026-05-23 05:59:02,674 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.7272 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.7796 +2026-05-23 05:59:02,674 - INFO - +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9178 +2026-05-23 05:59:02,674 - INFO - Horizon 0.3s - Overall F1: 0.9172, Precision: 0.9110, Recall: 0.9246 +2026-05-23 05:59:02,674 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.9172 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.9179 +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9534 +2026-05-23 05:59:02,674 - INFO - Horizon 0.3s - Steady F1: 0.9521, Precision: 0.9431, Recall: 0.9630 +2026-05-23 05:59:02,674 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:59:02,674 - INFO - Macro F1: 0.9521 +2026-05-23 05:59:02,674 - INFO - Weighted F1: 0.9536 +2026-05-23 05:59:02,674 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7519 +2026-05-23 05:59:02,674 - INFO - Horizon 0.3s - Transition F1: 0.7022, Precision: 0.6954, Recall: 0.7116 +2026-05-23 05:59:02,675 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.7022 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.7523 +2026-05-23 05:59:02,675 - INFO - +2026-05-23 05:59:02,675 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9065 +2026-05-23 05:59:02,675 - INFO - Horizon 0.5s - Overall F1: 0.9043, Precision: 0.9059, Recall: 0.9044 +2026-05-23 05:59:02,675 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.9043 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.9062 +2026-05-23 05:59:02,675 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9421 +2026-05-23 05:59:02,675 - INFO - Horizon 0.5s - Steady F1: 0.9372, Precision: 0.9350, Recall: 0.9419 +2026-05-23 05:59:02,675 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.9372 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.9421 +2026-05-23 05:59:02,675 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7395 +2026-05-23 05:59:02,675 - INFO - Horizon 0.5s - Transition F1: 0.6943, Precision: 0.7023, Recall: 0.6941 +2026-05-23 05:59:02,675 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.6943 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.7416 +2026-05-23 05:59:02,675 - INFO - +2026-05-23 05:59:02,675 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8557 +2026-05-23 05:59:02,675 - INFO - Horizon 1.0s - Overall F1: 0.8441, Precision: 0.8522, Recall: 0.8396 +2026-05-23 05:59:02,675 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.8441 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.8546 +2026-05-23 05:59:02,675 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8998 +2026-05-23 05:59:02,675 - INFO - Horizon 1.0s - Steady F1: 0.8814, Precision: 0.8921, Recall: 0.8765 +2026-05-23 05:59:02,675 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.8814 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.8991 +2026-05-23 05:59:02,675 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6416 +2026-05-23 05:59:02,675 - INFO - Horizon 1.0s - Transition F1: 0.5917, Precision: 0.5872, Recall: 0.6037 +2026-05-23 05:59:02,675 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:59:02,675 - INFO - Macro F1: 0.5917 +2026-05-23 05:59:02,675 - INFO - Weighted F1: 0.6451 +2026-05-23 05:59:02,948 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_21.pt +2026-05-23 05:59:02,949 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_21.csv +2026-05-23 05:59:02,951 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:59:02,952 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:59:02,953 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_21.csv +2026-05-23 05:59:02,953 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:59:02,954 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:02,954 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_21.csv +2026-05-23 05:59:02,954 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:59:02,955 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:02,955 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_21.csv +2026-05-23 05:59:02,956 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:59:02,956 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:59:02,957 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_21.csv +2026-05-23 05:59:02,957 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:59:02,957 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:02,958 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_21.csv +2026-05-23 05:59:02,958 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:59:02,958 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:02,959 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_21.csv +2026-05-23 05:59:02,959 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:59:02,960 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:59:02,960 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_21.csv +2026-05-23 05:59:02,961 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:59:02,961 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:02,962 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_21.csv +2026-05-23 05:59:02,962 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:59:02,962 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:02,963 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_21.csv +2026-05-23 05:59:02,963 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:59:02,964 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:59:02,964 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_21.csv +2026-05-23 05:59:02,965 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:59:02,965 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:02,965 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_21.csv +2026-05-23 05:59:02,966 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:59:02,966 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:02,966 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_21.csv +2026-05-23 05:59:02,967 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:59:02,967 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:59:02,967 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_21.csv +2026-05-23 05:59:02,968 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:59:02,968 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:02,968 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_21.csv +2026-05-23 05:59:02,969 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:59:02,969 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:02,969 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_21.csv +2026-05-23 05:59:02,970 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:59:02,970 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:59:02,971 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_21.csv +2026-05-23 05:59:02,971 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:59:02,972 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:02,972 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_21.csv +2026-05-23 05:59:02,973 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:59:02,973 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:03,023 - INFO - Removed old checkpoint: checkpoint_epoch_20.pt +2026-05-23 05:59:03,401 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:59:03,408 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:59:03,495 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:59:03,496 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:59:03,497 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:59:03,498 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:59:03,500 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:59:03,501 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:59:03,502 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:59:03,502 - INFO - Epoch 22/50, Learning Rate: 0.000066 +2026-05-23 05:59:20,267 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:59:20,315 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:59:20,366 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:59:20,422 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:59:20,472 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:59:20,530 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:59:21,649 - INFO - Epoch 22/50: +2026-05-23 05:59:21,649 - INFO - Train: loss=0.6514, accuracy_overall=0.9487 +2026-05-23 05:59:21,649 - INFO - Horizon 0.0s: accuracy=0.9652 +2026-05-23 05:59:21,649 - INFO - Horizon 0.1s: accuracy=0.9645 +2026-05-23 05:59:21,649 - INFO - Horizon 0.2s: accuracy=0.9629 +2026-05-23 05:59:21,649 - INFO - Horizon 0.3s: accuracy=0.9563 +2026-05-23 05:59:21,649 - INFO - Horizon 0.5s: accuracy=0.9413 +2026-05-23 05:59:21,649 - INFO - Horizon 1.0s: accuracy=0.9018 +2026-05-23 05:59:21,649 - INFO - Val Horizon 0.0s - Overall: loss=0.7167, accuracy=0.9391 +2026-05-23 05:59:21,649 - INFO - Horizon 0.0s - Overall F1: 0.9389, Precision: 0.9436, Recall: 0.9354 +2026-05-23 05:59:21,649 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:59:21,649 - INFO - Macro F1: 0.9389 +2026-05-23 05:59:21,649 - INFO - Weighted F1: 0.9388 +2026-05-23 05:59:21,649 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9728 +2026-05-23 05:59:21,649 - INFO - Horizon 0.0s - Steady F1: 0.9757, Precision: 0.9747, Recall: 0.9772 +2026-05-23 05:59:21,649 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:59:21,649 - INFO - Macro F1: 0.9757 +2026-05-23 05:59:21,649 - INFO - Weighted F1: 0.9727 +2026-05-23 05:59:21,649 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7832 +2026-05-23 05:59:21,649 - INFO - Horizon 0.0s - Transition F1: 0.7303, Precision: 0.7546, Recall: 0.7248 +2026-05-23 05:59:21,650 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.7303 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.7844 +2026-05-23 05:59:21,650 - INFO - +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9366 +2026-05-23 05:59:21,650 - INFO - Horizon 0.1s - Overall F1: 0.9364, Precision: 0.9399, Recall: 0.9335 +2026-05-23 05:59:21,650 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.9364 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.9364 +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9700 +2026-05-23 05:59:21,650 - INFO - Horizon 0.1s - Steady F1: 0.9724, Precision: 0.9721, Recall: 0.9731 +2026-05-23 05:59:21,650 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.9724 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.9699 +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7795 +2026-05-23 05:59:21,650 - INFO - Horizon 0.1s - Transition F1: 0.7213, Precision: 0.7371, Recall: 0.7152 +2026-05-23 05:59:21,650 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.7213 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.7810 +2026-05-23 05:59:21,650 - INFO - +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9320 +2026-05-23 05:59:21,650 - INFO - Horizon 0.2s - Overall F1: 0.9332, Precision: 0.9409, Recall: 0.9266 +2026-05-23 05:59:21,650 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.9332 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.9318 +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9646 +2026-05-23 05:59:21,650 - INFO - Horizon 0.2s - Steady F1: 0.9664, Precision: 0.9683, Recall: 0.9650 +2026-05-23 05:59:21,650 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.9664 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.9645 +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7787 +2026-05-23 05:59:21,650 - INFO - Horizon 0.2s - Transition F1: 0.7402, Precision: 0.7671, Recall: 0.7255 +2026-05-23 05:59:21,650 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.7402 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.7806 +2026-05-23 05:59:21,650 - INFO - +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9249 +2026-05-23 05:59:21,650 - INFO - Horizon 0.3s - Overall F1: 0.9230, Precision: 0.9278, Recall: 0.9190 +2026-05-23 05:59:21,650 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.9230 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.9246 +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9592 +2026-05-23 05:59:21,650 - INFO - Horizon 0.3s - Steady F1: 0.9581, Precision: 0.9594, Recall: 0.9575 +2026-05-23 05:59:21,650 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.9581 +2026-05-23 05:59:21,650 - INFO - Weighted F1: 0.9591 +2026-05-23 05:59:21,650 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7648 +2026-05-23 05:59:21,650 - INFO - Horizon 0.3s - Transition F1: 0.7062, Precision: 0.7154, Recall: 0.7046 +2026-05-23 05:59:21,650 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:59:21,650 - INFO - Macro F1: 0.7062 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.7662 +2026-05-23 05:59:21,651 - INFO - +2026-05-23 05:59:21,651 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9069 +2026-05-23 05:59:21,651 - INFO - Horizon 0.5s - Overall F1: 0.9031, Precision: 0.9128, Recall: 0.8953 +2026-05-23 05:59:21,651 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:59:21,651 - INFO - Macro F1: 0.9031 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.9065 +2026-05-23 05:59:21,651 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9446 +2026-05-23 05:59:21,651 - INFO - Horizon 0.5s - Steady F1: 0.9395, Precision: 0.9444, Recall: 0.9366 +2026-05-23 05:59:21,651 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:59:21,651 - INFO - Macro F1: 0.9395 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.9445 +2026-05-23 05:59:21,651 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7304 +2026-05-23 05:59:21,651 - INFO - Horizon 0.5s - Transition F1: 0.6718, Precision: 0.6934, Recall: 0.6638 +2026-05-23 05:59:21,651 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:59:21,651 - INFO - Macro F1: 0.6718 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.7324 +2026-05-23 05:59:21,651 - INFO - +2026-05-23 05:59:21,651 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8608 +2026-05-23 05:59:21,651 - INFO - Horizon 1.0s - Overall F1: 0.8511, Precision: 0.8651, Recall: 0.8415 +2026-05-23 05:59:21,651 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:59:21,651 - INFO - Macro F1: 0.8511 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.8594 +2026-05-23 05:59:21,651 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9042 +2026-05-23 05:59:21,651 - INFO - Horizon 1.0s - Steady F1: 0.8878, Precision: 0.9044, Recall: 0.8774 +2026-05-23 05:59:21,651 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:59:21,651 - INFO - Macro F1: 0.8878 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.9034 +2026-05-23 05:59:21,651 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6503 +2026-05-23 05:59:21,651 - INFO - Horizon 1.0s - Transition F1: 0.5942, Precision: 0.5918, Recall: 0.6078 +2026-05-23 05:59:21,651 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:59:21,651 - INFO - Macro F1: 0.5942 +2026-05-23 05:59:21,651 - INFO - Weighted F1: 0.6543 +2026-05-23 05:59:21,911 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_22.pt +2026-05-23 05:59:21,912 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_22.csv +2026-05-23 05:59:21,912 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 05:59:21,913 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 05:59:21,913 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_22.csv +2026-05-23 05:59:21,913 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 05:59:21,914 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:21,914 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_22.csv +2026-05-23 05:59:21,914 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 05:59:21,915 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:21,915 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_22.csv +2026-05-23 05:59:21,915 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 05:59:21,916 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 05:59:21,916 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_22.csv +2026-05-23 05:59:21,916 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 05:59:21,917 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:21,917 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_22.csv +2026-05-23 05:59:21,917 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 05:59:21,918 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:21,918 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_22.csv +2026-05-23 05:59:21,918 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 05:59:21,919 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 05:59:21,919 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_22.csv +2026-05-23 05:59:21,919 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 05:59:21,920 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:21,920 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_22.csv +2026-05-23 05:59:21,920 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 05:59:21,921 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:21,921 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_22.csv +2026-05-23 05:59:21,921 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 05:59:21,922 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 05:59:21,922 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_22.csv +2026-05-23 05:59:21,922 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 05:59:21,923 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:21,923 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_22.csv +2026-05-23 05:59:21,923 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 05:59:21,924 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:21,924 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_22.csv +2026-05-23 05:59:21,925 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 05:59:21,925 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 05:59:21,925 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_22.csv +2026-05-23 05:59:21,925 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 05:59:21,926 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:21,926 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_22.csv +2026-05-23 05:59:21,926 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 05:59:21,927 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:21,927 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_22.csv +2026-05-23 05:59:21,927 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 05:59:21,928 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 05:59:21,928 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_22.csv +2026-05-23 05:59:21,928 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 05:59:21,929 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 05:59:21,929 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_22.csv +2026-05-23 05:59:21,929 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 05:59:21,930 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 05:59:21,961 - INFO - Removed old checkpoint: checkpoint_epoch_21.pt +2026-05-23 05:59:22,270 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 05:59:22,276 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 05:59:22,353 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 05:59:22,354 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 05:59:22,354 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 05:59:22,355 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 05:59:22,356 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 05:59:22,356 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 05:59:22,357 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 05:59:22,357 - INFO - Epoch 23/50, Learning Rate: 0.000066 +2026-05-23 05:59:38,851 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:59:38,911 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:59:38,950 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:59:39,004 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:59:39,057 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:59:39,120 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:59:40,236 - INFO - Epoch 23/50: +2026-05-23 05:59:40,236 - INFO - Train: loss=0.6516, accuracy_overall=0.9484 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s: accuracy=0.9640 +2026-05-23 05:59:40,236 - INFO - Horizon 0.1s: accuracy=0.9633 +2026-05-23 05:59:40,236 - INFO - Horizon 0.2s: accuracy=0.9592 +2026-05-23 05:59:40,236 - INFO - Horizon 0.3s: accuracy=0.9539 +2026-05-23 05:59:40,236 - INFO - Horizon 0.5s: accuracy=0.9468 +2026-05-23 05:59:40,236 - INFO - Horizon 1.0s: accuracy=0.9031 +2026-05-23 05:59:40,236 - INFO - Val Horizon 0.0s - Overall: loss=0.7223, accuracy=0.9349 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s - Overall F1: 0.9377, Precision: 0.9391, Recall: 0.9373 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:59:40,236 - INFO - Macro F1: 0.9377 +2026-05-23 05:59:40,236 - INFO - Weighted F1: 0.9347 +2026-05-23 05:59:40,236 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9679 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s - Steady F1: 0.9729, Precision: 0.9704, Recall: 0.9760 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:59:40,236 - INFO - Macro F1: 0.9729 +2026-05-23 05:59:40,236 - INFO - Weighted F1: 0.9679 +2026-05-23 05:59:40,236 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7820 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s - Transition F1: 0.7351, Precision: 0.7508, Recall: 0.7337 +2026-05-23 05:59:40,236 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:59:40,236 - INFO - Macro F1: 0.7351 +2026-05-23 05:59:40,236 - INFO - Weighted F1: 0.7827 +2026-05-23 05:59:40,236 - INFO - +2026-05-23 05:59:40,236 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9318 +2026-05-23 05:59:40,236 - INFO - Horizon 0.1s - Overall F1: 0.9342, Precision: 0.9349, Recall: 0.9347 +2026-05-23 05:59:40,236 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:59:40,236 - INFO - Macro F1: 0.9342 +2026-05-23 05:59:40,236 - INFO - Weighted F1: 0.9317 +2026-05-23 05:59:40,236 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9634 +2026-05-23 05:59:40,236 - INFO - Horizon 0.1s - Steady F1: 0.9674, Precision: 0.9645, Recall: 0.9712 +2026-05-23 05:59:40,236 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:59:40,236 - INFO - Macro F1: 0.9674 +2026-05-23 05:59:40,236 - INFO - Weighted F1: 0.9633 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7834 +2026-05-23 05:59:40,237 - INFO - Horizon 0.1s - Transition F1: 0.7285, Precision: 0.7439, Recall: 0.7272 +2026-05-23 05:59:40,237 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.7285 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.7842 +2026-05-23 05:59:40,237 - INFO - +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9274 +2026-05-23 05:59:40,237 - INFO - Horizon 0.2s - Overall F1: 0.9304, Precision: 0.9322, Recall: 0.9299 +2026-05-23 05:59:40,237 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.9304 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.9274 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9592 +2026-05-23 05:59:40,237 - INFO - Horizon 0.2s - Steady F1: 0.9615, Precision: 0.9581, Recall: 0.9663 +2026-05-23 05:59:40,237 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.9615 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.9592 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7774 +2026-05-23 05:59:40,237 - INFO - Horizon 0.2s - Transition F1: 0.7366, Precision: 0.7590, Recall: 0.7263 +2026-05-23 05:59:40,237 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.7366 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.7775 +2026-05-23 05:59:40,237 - INFO - +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9197 +2026-05-23 05:59:40,237 - INFO - Horizon 0.3s - Overall F1: 0.9204, Precision: 0.9213, Recall: 0.9210 +2026-05-23 05:59:40,237 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.9204 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.9197 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9521 +2026-05-23 05:59:40,237 - INFO - Horizon 0.3s - Steady F1: 0.9531, Precision: 0.9496, Recall: 0.9584 +2026-05-23 05:59:40,237 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.9531 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.9522 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7680 +2026-05-23 05:59:40,237 - INFO - Horizon 0.3s - Transition F1: 0.7007, Precision: 0.7167, Recall: 0.6922 +2026-05-23 05:59:40,237 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.7007 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.7667 +2026-05-23 05:59:40,237 - INFO - +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9059 +2026-05-23 05:59:40,237 - INFO - Horizon 0.5s - Overall F1: 0.9042, Precision: 0.9107, Recall: 0.8994 +2026-05-23 05:59:40,237 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.9042 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.9056 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9395 +2026-05-23 05:59:40,237 - INFO - Horizon 0.5s - Steady F1: 0.9351, Precision: 0.9346, Recall: 0.9379 +2026-05-23 05:59:40,237 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:59:40,237 - INFO - Macro F1: 0.9351 +2026-05-23 05:59:40,237 - INFO - Weighted F1: 0.9396 +2026-05-23 05:59:40,237 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7485 +2026-05-23 05:59:40,237 - INFO - Horizon 0.5s - Transition F1: 0.6945, Precision: 0.7207, Recall: 0.6830 +2026-05-23 05:59:40,238 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:59:40,238 - INFO - Macro F1: 0.6945 +2026-05-23 05:59:40,238 - INFO - Weighted F1: 0.7495 +2026-05-23 05:59:40,238 - INFO - +2026-05-23 05:59:40,238 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8549 +2026-05-23 05:59:40,238 - INFO - Horizon 1.0s - Overall F1: 0.8453, Precision: 0.8580, Recall: 0.8369 +2026-05-23 05:59:40,238 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:59:40,238 - INFO - Macro F1: 0.8453 +2026-05-23 05:59:40,238 - INFO - Weighted F1: 0.8538 +2026-05-23 05:59:40,238 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8986 +2026-05-23 05:59:40,238 - INFO - Horizon 1.0s - Steady F1: 0.8817, Precision: 0.8940, Recall: 0.8750 +2026-05-23 05:59:40,238 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:59:40,238 - INFO - Macro F1: 0.8817 +2026-05-23 05:59:40,238 - INFO - Weighted F1: 0.8980 +2026-05-23 05:59:40,238 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6430 +2026-05-23 05:59:40,238 - INFO - Horizon 1.0s - Transition F1: 0.5788, Precision: 0.5874, Recall: 0.5868 +2026-05-23 05:59:40,238 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:59:40,238 - INFO - Macro F1: 0.5788 +2026-05-23 05:59:40,238 - INFO - Weighted F1: 0.6461 +2026-05-23 05:59:40,530 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_23.pt +2026-05-23 05:59:40,531 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_23.csv +2026-05-23 05:59:40,532 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_23.csv +2026-05-23 05:59:40,533 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_23.csv +2026-05-23 05:59:40,534 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_23.csv +2026-05-23 05:59:40,534 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_23.csv +2026-05-23 05:59:40,535 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_23.csv +2026-05-23 05:59:40,535 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_23.csv +2026-05-23 05:59:40,536 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_23.csv +2026-05-23 05:59:40,536 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_23.csv +2026-05-23 05:59:40,537 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_23.csv +2026-05-23 05:59:40,537 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_23.csv +2026-05-23 05:59:40,537 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_23.csv +2026-05-23 05:59:40,538 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_23.csv +2026-05-23 05:59:40,538 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_23.csv +2026-05-23 05:59:40,539 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_23.csv +2026-05-23 05:59:40,539 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_23.csv +2026-05-23 05:59:40,540 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_23.csv +2026-05-23 05:59:40,540 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_23.csv +2026-05-23 05:59:40,571 - INFO - Removed old checkpoint: checkpoint_epoch_22.pt +2026-05-23 05:59:40,572 - INFO - Epoch 24/50, Learning Rate: 0.000066 +2026-05-23 05:59:56,251 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 05:59:56,293 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 05:59:56,335 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 05:59:56,372 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 05:59:56,412 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 05:59:56,455 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 05:59:57,333 - INFO - Epoch 24/50: +2026-05-23 05:59:57,333 - INFO - Train: loss=0.6466, accuracy_overall=0.9505 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s: accuracy=0.9644 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s: accuracy=0.9668 +2026-05-23 05:59:57,333 - INFO - Horizon 0.2s: accuracy=0.9612 +2026-05-23 05:59:57,333 - INFO - Horizon 0.3s: accuracy=0.9567 +2026-05-23 05:59:57,333 - INFO - Horizon 0.5s: accuracy=0.9429 +2026-05-23 05:59:57,333 - INFO - Horizon 1.0s: accuracy=0.9107 +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.0s - Overall: loss=0.7205, accuracy=0.9368 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s - Overall F1: 0.9384, Precision: 0.9411, Recall: 0.9366 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.9384 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.9367 +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9686 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s - Steady F1: 0.9737, Precision: 0.9723, Recall: 0.9756 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.9737 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.9686 +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7896 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s - Transition F1: 0.7318, Precision: 0.7565, Recall: 0.7214 +2026-05-23 05:59:57,333 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.7318 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.7894 +2026-05-23 05:59:57,333 - INFO - +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9331 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s - Overall F1: 0.9331, Precision: 0.9361, Recall: 0.9307 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.9331 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.9329 +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9672 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s - Steady F1: 0.9698, Precision: 0.9698, Recall: 0.9703 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.9698 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.9672 +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7724 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s - Transition F1: 0.7084, Precision: 0.7240, Recall: 0.6971 +2026-05-23 05:59:57,333 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.7084 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.7726 +2026-05-23 05:59:57,333 - INFO - +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9309 +2026-05-23 05:59:57,333 - INFO - Horizon 0.2s - Overall F1: 0.9311, Precision: 0.9406, Recall: 0.9230 +2026-05-23 05:59:57,333 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 05:59:57,333 - INFO - Macro F1: 0.9311 +2026-05-23 05:59:57,333 - INFO - Weighted F1: 0.9306 +2026-05-23 05:59:57,333 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9629 +2026-05-23 05:59:57,334 - INFO - Horizon 0.2s - Steady F1: 0.9649, Precision: 0.9667, Recall: 0.9639 +2026-05-23 05:59:57,334 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.9649 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.9629 +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7800 +2026-05-23 05:59:57,334 - INFO - Horizon 0.2s - Transition F1: 0.7253, Precision: 0.7674, Recall: 0.6988 +2026-05-23 05:59:57,334 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.7253 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.7810 +2026-05-23 05:59:57,334 - INFO - +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9236 +2026-05-23 05:59:57,334 - INFO - Horizon 0.3s - Overall F1: 0.9226, Precision: 0.9294, Recall: 0.9168 +2026-05-23 05:59:57,334 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.9226 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.9233 +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9575 +2026-05-23 05:59:57,334 - INFO - Horizon 0.3s - Steady F1: 0.9580, Precision: 0.9586, Recall: 0.9581 +2026-05-23 05:59:57,334 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.9580 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.9575 +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7655 +2026-05-23 05:59:57,334 - INFO - Horizon 0.3s - Transition F1: 0.7014, Precision: 0.7276, Recall: 0.6829 +2026-05-23 05:59:57,334 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.7014 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.7657 +2026-05-23 05:59:57,334 - INFO - +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9073 +2026-05-23 05:59:57,334 - INFO - Horizon 0.5s - Overall F1: 0.9044, Precision: 0.9123, Recall: 0.8984 +2026-05-23 05:59:57,334 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.9044 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.9069 +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9443 +2026-05-23 05:59:57,334 - INFO - Horizon 0.5s - Steady F1: 0.9386, Precision: 0.9429, Recall: 0.9359 +2026-05-23 05:59:57,334 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.9386 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.9441 +2026-05-23 05:59:57,334 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7337 +2026-05-23 05:59:57,334 - INFO - Horizon 0.5s - Transition F1: 0.6852, Precision: 0.7123, Recall: 0.6776 +2026-05-23 05:59:57,334 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.6852 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.7329 +2026-05-23 05:59:57,334 - INFO - +2026-05-23 05:59:57,334 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8575 +2026-05-23 05:59:57,334 - INFO - Horizon 1.0s - Overall F1: 0.8482, Precision: 0.8592, Recall: 0.8416 +2026-05-23 05:59:57,334 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.8482 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.8568 +2026-05-23 05:59:57,334 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9013 +2026-05-23 05:59:57,334 - INFO - Horizon 1.0s - Steady F1: 0.8834, Precision: 0.8963, Recall: 0.8768 +2026-05-23 05:59:57,334 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.8834 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.9006 +2026-05-23 05:59:57,334 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6449 +2026-05-23 05:59:57,334 - INFO - Horizon 1.0s - Transition F1: 0.5993, Precision: 0.6013, Recall: 0.6070 +2026-05-23 05:59:57,334 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 05:59:57,334 - INFO - Macro F1: 0.5993 +2026-05-23 05:59:57,334 - INFO - Weighted F1: 0.6431 +2026-05-23 05:59:57,542 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_24.pt +2026-05-23 05:59:57,543 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_24.csv +2026-05-23 05:59:57,543 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_24.csv +2026-05-23 05:59:57,544 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_24.csv +2026-05-23 05:59:57,544 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_24.csv +2026-05-23 05:59:57,544 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_24.csv +2026-05-23 05:59:57,545 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_24.csv +2026-05-23 05:59:57,545 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_24.csv +2026-05-23 05:59:57,545 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_24.csv +2026-05-23 05:59:57,546 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_24.csv +2026-05-23 05:59:57,546 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_24.csv +2026-05-23 05:59:57,547 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_24.csv +2026-05-23 05:59:57,547 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_24.csv +2026-05-23 05:59:57,547 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_24.csv +2026-05-23 05:59:57,547 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_24.csv +2026-05-23 05:59:57,548 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_24.csv +2026-05-23 05:59:57,548 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_24.csv +2026-05-23 05:59:57,549 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_24.csv +2026-05-23 05:59:57,549 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_24.csv +2026-05-23 05:59:57,577 - INFO - Removed old checkpoint: checkpoint_epoch_23.pt +2026-05-23 05:59:57,577 - INFO - Epoch 25/50, Learning Rate: 0.000066 +2026-05-23 06:00:11,746 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:00:11,789 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:00:11,826 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:00:11,866 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:00:11,908 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:00:11,953 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:00:12,816 - INFO - Epoch 25/50: +2026-05-23 06:00:12,816 - INFO - Train: loss=0.6430, accuracy_overall=0.9536 +2026-05-23 06:00:12,816 - INFO - Horizon 0.0s: accuracy=0.9649 +2026-05-23 06:00:12,816 - INFO - Horizon 0.1s: accuracy=0.9693 +2026-05-23 06:00:12,816 - INFO - Horizon 0.2s: accuracy=0.9686 +2026-05-23 06:00:12,816 - INFO - Horizon 0.3s: accuracy=0.9584 +2026-05-23 06:00:12,816 - INFO - Horizon 0.5s: accuracy=0.9502 +2026-05-23 06:00:12,816 - INFO - Horizon 1.0s: accuracy=0.9101 +2026-05-23 06:00:12,816 - INFO - Val Horizon 0.0s - Overall: loss=0.7242, accuracy=0.9370 +2026-05-23 06:00:12,816 - INFO - Horizon 0.0s - Overall F1: 0.9407, Precision: 0.9436, Recall: 0.9391 +2026-05-23 06:00:12,816 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:00:12,816 - INFO - Macro F1: 0.9407 +2026-05-23 06:00:12,816 - INFO - Weighted F1: 0.9370 +2026-05-23 06:00:12,816 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9671 +2026-05-23 06:00:12,816 - INFO - Horizon 0.0s - Steady F1: 0.9735, Precision: 0.9725, Recall: 0.9754 +2026-05-23 06:00:12,816 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9735 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9671 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7980 +2026-05-23 06:00:12,817 - INFO - Horizon 0.0s - Transition F1: 0.7448, Precision: 0.7737, Recall: 0.7354 +2026-05-23 06:00:12,817 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.7448 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.7979 +2026-05-23 06:00:12,817 - INFO - +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9335 +2026-05-23 06:00:12,817 - INFO - Horizon 0.1s - Overall F1: 0.9354, Precision: 0.9379, Recall: 0.9338 +2026-05-23 06:00:12,817 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9354 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9334 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9645 +2026-05-23 06:00:12,817 - INFO - Horizon 0.1s - Steady F1: 0.9689, Precision: 0.9675, Recall: 0.9712 +2026-05-23 06:00:12,817 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9689 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9645 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7879 +2026-05-23 06:00:12,817 - INFO - Horizon 0.1s - Transition F1: 0.7260, Precision: 0.7449, Recall: 0.7218 +2026-05-23 06:00:12,817 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.7260 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.7881 +2026-05-23 06:00:12,817 - INFO - +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9251 +2026-05-23 06:00:12,817 - INFO - Horizon 0.2s - Overall F1: 0.9279, Precision: 0.9324, Recall: 0.9246 +2026-05-23 06:00:12,817 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9279 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9249 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9577 +2026-05-23 06:00:12,817 - INFO - Horizon 0.2s - Steady F1: 0.9610, Precision: 0.9583, Recall: 0.9650 +2026-05-23 06:00:12,817 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9610 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9578 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7716 +2026-05-23 06:00:12,817 - INFO - Horizon 0.2s - Transition F1: 0.7276, Precision: 0.7535, Recall: 0.7181 +2026-05-23 06:00:12,817 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.7276 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.7738 +2026-05-23 06:00:12,817 - INFO - +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9205 +2026-05-23 06:00:12,817 - INFO - Horizon 0.3s - Overall F1: 0.9213, Precision: 0.9254, Recall: 0.9183 +2026-05-23 06:00:12,817 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9213 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9202 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9538 +2026-05-23 06:00:12,817 - INFO - Horizon 0.3s - Steady F1: 0.9555, Precision: 0.9540, Recall: 0.9583 +2026-05-23 06:00:12,817 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9555 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9538 +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7648 +2026-05-23 06:00:12,817 - INFO - Horizon 0.3s - Transition F1: 0.7192, Precision: 0.7330, Recall: 0.7131 +2026-05-23 06:00:12,817 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.7192 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.7661 +2026-05-23 06:00:12,817 - INFO - +2026-05-23 06:00:12,817 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9045 +2026-05-23 06:00:12,817 - INFO - Horizon 0.5s - Overall F1: 0.9029, Precision: 0.9079, Recall: 0.8995 +2026-05-23 06:00:12,817 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:00:12,817 - INFO - Macro F1: 0.9029 +2026-05-23 06:00:12,817 - INFO - Weighted F1: 0.9040 +2026-05-23 06:00:12,818 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9402 +2026-05-23 06:00:12,818 - INFO - Horizon 0.5s - Steady F1: 0.9367, Precision: 0.9385, Recall: 0.9369 +2026-05-23 06:00:12,818 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:00:12,818 - INFO - Macro F1: 0.9367 +2026-05-23 06:00:12,818 - INFO - Weighted F1: 0.9401 +2026-05-23 06:00:12,818 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7376 +2026-05-23 06:00:12,818 - INFO - Horizon 0.5s - Transition F1: 0.6897, Precision: 0.7031, Recall: 0.6976 +2026-05-23 06:00:12,818 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:00:12,818 - INFO - Macro F1: 0.6897 +2026-05-23 06:00:12,818 - INFO - Weighted F1: 0.7386 +2026-05-23 06:00:12,818 - INFO - +2026-05-23 06:00:12,818 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8559 +2026-05-23 06:00:12,818 - INFO - Horizon 1.0s - Overall F1: 0.8490, Precision: 0.8570, Recall: 0.8460 +2026-05-23 06:00:12,818 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:00:12,818 - INFO - Macro F1: 0.8490 +2026-05-23 06:00:12,818 - INFO - Weighted F1: 0.8547 +2026-05-23 06:00:12,818 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8982 +2026-05-23 06:00:12,818 - INFO - Horizon 1.0s - Steady F1: 0.8831, Precision: 0.8920, Recall: 0.8808 +2026-05-23 06:00:12,818 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:00:12,818 - INFO - Macro F1: 0.8831 +2026-05-23 06:00:12,818 - INFO - Weighted F1: 0.8977 +2026-05-23 06:00:12,818 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6509 +2026-05-23 06:00:12,818 - INFO - Horizon 1.0s - Transition F1: 0.6038, Precision: 0.5978, Recall: 0.6264 +2026-05-23 06:00:12,818 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:00:12,818 - INFO - Macro F1: 0.6038 +2026-05-23 06:00:12,818 - INFO - Weighted F1: 0.6528 +2026-05-23 06:00:13,021 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_25.pt +2026-05-23 06:00:13,022 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_25.csv +2026-05-23 06:00:13,022 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_25.csv +2026-05-23 06:00:13,023 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_25.csv +2026-05-23 06:00:13,023 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_25.csv +2026-05-23 06:00:13,023 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_25.csv +2026-05-23 06:00:13,024 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_25.csv +2026-05-23 06:00:13,024 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_25.csv +2026-05-23 06:00:13,024 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_25.csv +2026-05-23 06:00:13,025 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_25.csv +2026-05-23 06:00:13,025 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_25.csv +2026-05-23 06:00:13,025 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_25.csv +2026-05-23 06:00:13,026 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_25.csv +2026-05-23 06:00:13,026 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_25.csv +2026-05-23 06:00:13,026 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_25.csv +2026-05-23 06:00:13,027 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_25.csv +2026-05-23 06:00:13,027 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_25.csv +2026-05-23 06:00:13,028 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_25.csv +2026-05-23 06:00:13,028 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_25.csv +2026-05-23 06:00:13,054 - INFO - Removed old checkpoint: checkpoint_epoch_24.pt +2026-05-23 06:00:13,054 - INFO - Epoch 26/50, Learning Rate: 0.000059 +2026-05-23 06:00:27,035 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:00:27,075 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:00:27,114 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:00:27,152 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:00:27,194 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:00:27,244 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:00:28,103 - INFO - Epoch 26/50: +2026-05-23 06:00:28,103 - INFO - Train: loss=0.6457, accuracy_overall=0.9515 +2026-05-23 06:00:28,103 - INFO - Horizon 0.0s: accuracy=0.9623 +2026-05-23 06:00:28,103 - INFO - Horizon 0.1s: accuracy=0.9673 +2026-05-23 06:00:28,103 - INFO - Horizon 0.2s: accuracy=0.9621 +2026-05-23 06:00:28,103 - INFO - Horizon 0.3s: accuracy=0.9577 +2026-05-23 06:00:28,103 - INFO - Horizon 0.5s: accuracy=0.9488 +2026-05-23 06:00:28,103 - INFO - Horizon 1.0s: accuracy=0.9108 +2026-05-23 06:00:28,103 - INFO - Val Horizon 0.0s - Overall: loss=0.7214, accuracy=0.9368 +2026-05-23 06:00:28,103 - INFO - Horizon 0.0s - Overall F1: 0.9402, Precision: 0.9373, Recall: 0.9440 +2026-05-23 06:00:28,104 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.9402 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.9367 +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9688 +2026-05-23 06:00:28,104 - INFO - Horizon 0.0s - Steady F1: 0.9739, Precision: 0.9677, Recall: 0.9808 +2026-05-23 06:00:28,104 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.9739 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.9688 +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7890 +2026-05-23 06:00:28,104 - INFO - Horizon 0.0s - Transition F1: 0.7548, Precision: 0.7551, Recall: 0.7690 +2026-05-23 06:00:28,104 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.7548 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.7906 +2026-05-23 06:00:28,104 - INFO - +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9345 +2026-05-23 06:00:28,104 - INFO - Horizon 0.1s - Overall F1: 0.9376, Precision: 0.9341, Recall: 0.9420 +2026-05-23 06:00:28,104 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.9376 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.9344 +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9649 +2026-05-23 06:00:28,104 - INFO - Horizon 0.1s - Steady F1: 0.9691, Precision: 0.9622, Recall: 0.9769 +2026-05-23 06:00:28,104 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.9691 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.9649 +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7918 +2026-05-23 06:00:28,104 - INFO - Horizon 0.1s - Transition F1: 0.7327, Precision: 0.7340, Recall: 0.7396 +2026-05-23 06:00:28,104 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.7327 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.7930 +2026-05-23 06:00:28,104 - INFO - +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9298 +2026-05-23 06:00:28,104 - INFO - Horizon 0.2s - Overall F1: 0.9317, Precision: 0.9306, Recall: 0.9340 +2026-05-23 06:00:28,104 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.9317 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.9296 +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9617 +2026-05-23 06:00:28,104 - INFO - Horizon 0.2s - Steady F1: 0.9642, Precision: 0.9568, Recall: 0.9732 +2026-05-23 06:00:28,104 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:00:28,104 - INFO - Macro F1: 0.9642 +2026-05-23 06:00:28,104 - INFO - Weighted F1: 0.9618 +2026-05-23 06:00:28,104 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7794 +2026-05-23 06:00:28,105 - INFO - Horizon 0.2s - Transition F1: 0.7314, Precision: 0.7412, Recall: 0.7300 +2026-05-23 06:00:28,105 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.7314 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.7812 +2026-05-23 06:00:28,105 - INFO - +2026-05-23 06:00:28,105 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9218 +2026-05-23 06:00:28,105 - INFO - Horizon 0.3s - Overall F1: 0.9210, Precision: 0.9175, Recall: 0.9257 +2026-05-23 06:00:28,105 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.9210 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.9216 +2026-05-23 06:00:28,105 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9541 +2026-05-23 06:00:28,105 - INFO - Horizon 0.3s - Steady F1: 0.9538, Precision: 0.9449, Recall: 0.9650 +2026-05-23 06:00:28,105 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.9538 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.9542 +2026-05-23 06:00:28,105 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7713 +2026-05-23 06:00:28,105 - INFO - Horizon 0.3s - Transition F1: 0.7220, Precision: 0.7197, Recall: 0.7311 +2026-05-23 06:00:28,105 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.7220 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.7728 +2026-05-23 06:00:28,105 - INFO - +2026-05-23 06:00:28,105 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9062 +2026-05-23 06:00:28,105 - INFO - Horizon 0.5s - Overall F1: 0.9050, Precision: 0.9000, Recall: 0.9113 +2026-05-23 06:00:28,105 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.9050 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.9061 +2026-05-23 06:00:28,105 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9406 +2026-05-23 06:00:28,105 - INFO - Horizon 0.5s - Steady F1: 0.9362, Precision: 0.9296, Recall: 0.9457 +2026-05-23 06:00:28,105 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.9362 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.9407 +2026-05-23 06:00:28,105 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7453 +2026-05-23 06:00:28,105 - INFO - Horizon 0.5s - Transition F1: 0.6926, Precision: 0.6907, Recall: 0.7045 +2026-05-23 06:00:28,105 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.6926 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.7461 +2026-05-23 06:00:28,105 - INFO - +2026-05-23 06:00:28,105 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8570 +2026-05-23 06:00:28,105 - INFO - Horizon 1.0s - Overall F1: 0.8498, Precision: 0.8477, Recall: 0.8549 +2026-05-23 06:00:28,105 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.8498 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.8561 +2026-05-23 06:00:28,105 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9009 +2026-05-23 06:00:28,105 - INFO - Horizon 1.0s - Steady F1: 0.8863, Precision: 0.8868, Recall: 0.8916 +2026-05-23 06:00:28,105 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.8863 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.9005 +2026-05-23 06:00:28,105 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6443 +2026-05-23 06:00:28,105 - INFO - Horizon 1.0s - Transition F1: 0.5954, Precision: 0.5833, Recall: 0.6189 +2026-05-23 06:00:28,105 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:00:28,105 - INFO - Macro F1: 0.5954 +2026-05-23 06:00:28,105 - INFO - Weighted F1: 0.6466 +2026-05-23 06:00:28,305 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_26.pt +2026-05-23 06:00:28,306 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_26.csv +2026-05-23 06:00:28,306 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_26.csv +2026-05-23 06:00:28,306 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_26.csv +2026-05-23 06:00:28,307 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_26.csv +2026-05-23 06:00:28,307 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_26.csv +2026-05-23 06:00:28,307 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_26.csv +2026-05-23 06:00:28,308 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_26.csv +2026-05-23 06:00:28,308 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_26.csv +2026-05-23 06:00:28,308 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_26.csv +2026-05-23 06:00:28,309 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_26.csv +2026-05-23 06:00:28,309 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_26.csv +2026-05-23 06:00:28,309 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_26.csv +2026-05-23 06:00:28,310 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_26.csv +2026-05-23 06:00:28,310 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_26.csv +2026-05-23 06:00:28,310 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_26.csv +2026-05-23 06:00:28,311 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_26.csv +2026-05-23 06:00:28,311 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_26.csv +2026-05-23 06:00:28,311 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_26.csv +2026-05-23 06:00:28,340 - INFO - Removed old checkpoint: checkpoint_epoch_25.pt +2026-05-23 06:00:28,341 - INFO - Epoch 27/50, Learning Rate: 0.000059 +2026-05-23 06:00:42,427 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:00:42,464 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:00:42,503 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:00:42,544 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:00:42,590 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:00:42,632 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:00:43,680 - INFO - Epoch 27/50: +2026-05-23 06:00:43,680 - INFO - Train: loss=0.6442, accuracy_overall=0.9512 +2026-05-23 06:00:43,680 - INFO - Horizon 0.0s: accuracy=0.9619 +2026-05-23 06:00:43,680 - INFO - Horizon 0.1s: accuracy=0.9657 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s: accuracy=0.9644 +2026-05-23 06:00:43,681 - INFO - Horizon 0.3s: accuracy=0.9596 +2026-05-23 06:00:43,681 - INFO - Horizon 0.5s: accuracy=0.9501 +2026-05-23 06:00:43,681 - INFO - Horizon 1.0s: accuracy=0.9054 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.0s - Overall: loss=0.7062, accuracy=0.9445 +2026-05-23 06:00:43,681 - INFO - Horizon 0.0s - Overall F1: 0.9462, Precision: 0.9496, Recall: 0.9433 +2026-05-23 06:00:43,681 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.9462 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.9444 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9754 +2026-05-23 06:00:43,681 - INFO - Horizon 0.0s - Steady F1: 0.9791, Precision: 0.9770, Recall: 0.9813 +2026-05-23 06:00:43,681 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.9791 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.9754 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8018 +2026-05-23 06:00:43,681 - INFO - Horizon 0.0s - Transition F1: 0.7498, Precision: 0.7716, Recall: 0.7350 +2026-05-23 06:00:43,681 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.7498 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.8027 +2026-05-23 06:00:43,681 - INFO - +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9402 +2026-05-23 06:00:43,681 - INFO - Horizon 0.1s - Overall F1: 0.9405, Precision: 0.9445, Recall: 0.9369 +2026-05-23 06:00:43,681 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.9405 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.9400 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9734 +2026-05-23 06:00:43,681 - INFO - Horizon 0.1s - Steady F1: 0.9767, Precision: 0.9754, Recall: 0.9782 +2026-05-23 06:00:43,681 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.9767 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.9734 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7840 +2026-05-23 06:00:43,681 - INFO - Horizon 0.1s - Transition F1: 0.7127, Precision: 0.7361, Recall: 0.6976 +2026-05-23 06:00:43,681 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.7127 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.7850 +2026-05-23 06:00:43,681 - INFO - +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9364 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s - Overall F1: 0.9375, Precision: 0.9446, Recall: 0.9315 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.9375 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.9361 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9698 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s - Steady F1: 0.9725, Precision: 0.9724, Recall: 0.9728 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.9725 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.9698 +2026-05-23 06:00:43,681 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7787 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s - Transition F1: 0.7261, Precision: 0.7561, Recall: 0.7077 +2026-05-23 06:00:43,681 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:00:43,681 - INFO - Macro F1: 0.7261 +2026-05-23 06:00:43,681 - INFO - Weighted F1: 0.7798 +2026-05-23 06:00:43,682 - INFO - +2026-05-23 06:00:43,682 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9264 +2026-05-23 06:00:43,682 - INFO - Horizon 0.3s - Overall F1: 0.9245, Precision: 0.9287, Recall: 0.9210 +2026-05-23 06:00:43,682 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.9245 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.9261 +2026-05-23 06:00:43,682 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9629 +2026-05-23 06:00:43,682 - INFO - Horizon 0.3s - Steady F1: 0.9626, Precision: 0.9634, Recall: 0.9621 +2026-05-23 06:00:43,682 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.9626 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.9628 +2026-05-23 06:00:43,682 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7558 +2026-05-23 06:00:43,682 - INFO - Horizon 0.3s - Transition F1: 0.7009, Precision: 0.7117, Recall: 0.6946 +2026-05-23 06:00:43,682 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.7009 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.7568 +2026-05-23 06:00:43,682 - INFO - +2026-05-23 06:00:43,682 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9132 +2026-05-23 06:00:43,682 - INFO - Horizon 0.5s - Overall F1: 0.9096, Precision: 0.9168, Recall: 0.9034 +2026-05-23 06:00:43,682 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.9096 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.9128 +2026-05-23 06:00:43,682 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9493 +2026-05-23 06:00:43,682 - INFO - Horizon 0.5s - Steady F1: 0.9436, Precision: 0.9479, Recall: 0.9401 +2026-05-23 06:00:43,682 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.9436 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.9491 +2026-05-23 06:00:43,682 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7440 +2026-05-23 06:00:43,682 - INFO - Horizon 0.5s - Transition F1: 0.6876, Precision: 0.7090, Recall: 0.6750 +2026-05-23 06:00:43,682 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.6876 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.7450 +2026-05-23 06:00:43,682 - INFO - +2026-05-23 06:00:43,682 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8665 +2026-05-23 06:00:43,682 - INFO - Horizon 1.0s - Overall F1: 0.8542, Precision: 0.8717, Recall: 0.8407 +2026-05-23 06:00:43,682 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.8542 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.8652 +2026-05-23 06:00:43,682 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9093 +2026-05-23 06:00:43,682 - INFO - Horizon 1.0s - Steady F1: 0.8890, Precision: 0.9094, Recall: 0.8744 +2026-05-23 06:00:43,682 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.8890 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.9084 +2026-05-23 06:00:43,682 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6589 +2026-05-23 06:00:43,682 - INFO - Horizon 1.0s - Transition F1: 0.6098, Precision: 0.6223, Recall: 0.6060 +2026-05-23 06:00:43,682 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:00:43,682 - INFO - Macro F1: 0.6098 +2026-05-23 06:00:43,682 - INFO - Weighted F1: 0.6610 +2026-05-23 06:00:43,886 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_27.pt +2026-05-23 06:00:43,887 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_27.csv +2026-05-23 06:00:43,887 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:00:43,888 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:00:43,888 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_27.csv +2026-05-23 06:00:43,888 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:00:43,889 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:00:43,889 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_27.csv +2026-05-23 06:00:43,889 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:00:43,890 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:00:43,890 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_27.csv +2026-05-23 06:00:43,890 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:00:43,891 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:00:43,891 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_27.csv +2026-05-23 06:00:43,891 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:00:43,891 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:00:43,892 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_27.csv +2026-05-23 06:00:43,892 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:00:43,892 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:00:43,893 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_27.csv +2026-05-23 06:00:43,893 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:00:43,893 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:00:43,893 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_27.csv +2026-05-23 06:00:43,894 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:00:43,894 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:00:43,894 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_27.csv +2026-05-23 06:00:43,895 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:00:43,895 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:00:43,895 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_27.csv +2026-05-23 06:00:43,895 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:00:43,896 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:00:43,896 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_27.csv +2026-05-23 06:00:43,896 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:00:43,897 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:00:43,897 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_27.csv +2026-05-23 06:00:43,897 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:00:43,897 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:00:43,898 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_27.csv +2026-05-23 06:00:43,898 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:00:43,898 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:00:43,899 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_27.csv +2026-05-23 06:00:43,899 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:00:43,899 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:00:43,899 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_27.csv +2026-05-23 06:00:43,900 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:00:43,900 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:00:43,900 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_27.csv +2026-05-23 06:00:43,901 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:00:43,901 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:00:43,901 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_27.csv +2026-05-23 06:00:43,901 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:00:43,902 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:00:43,902 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_27.csv +2026-05-23 06:00:43,902 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:00:43,903 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:00:43,929 - INFO - Removed old checkpoint: checkpoint_epoch_26.pt +2026-05-23 06:00:44,193 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:00:44,198 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:00:44,254 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:00:44,255 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:00:44,256 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:00:44,256 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:00:44,257 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:00:44,258 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:00:44,258 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:00:44,258 - INFO - Epoch 28/50, Learning Rate: 0.000059 +2026-05-23 06:00:58,784 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:00:58,856 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:00:58,937 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:00:59,006 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:00:59,104 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:00:59,186 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:01:00,768 - INFO - Epoch 28/50: +2026-05-23 06:01:00,768 - INFO - Train: loss=0.6381, accuracy_overall=0.9548 +2026-05-23 06:01:00,768 - INFO - Horizon 0.0s: accuracy=0.9648 +2026-05-23 06:01:00,768 - INFO - Horizon 0.1s: accuracy=0.9668 +2026-05-23 06:01:00,768 - INFO - Horizon 0.2s: accuracy=0.9684 +2026-05-23 06:01:00,768 - INFO - Horizon 0.3s: accuracy=0.9646 +2026-05-23 06:01:00,768 - INFO - Horizon 0.5s: accuracy=0.9500 +2026-05-23 06:01:00,768 - INFO - Horizon 1.0s: accuracy=0.9143 +2026-05-23 06:01:00,768 - INFO - Val Horizon 0.0s - Overall: loss=0.7192, accuracy=0.9417 +2026-05-23 06:01:00,768 - INFO - Horizon 0.0s - Overall F1: 0.9437, Precision: 0.9440, Recall: 0.9442 +2026-05-23 06:01:00,768 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9437 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9416 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9725 +2026-05-23 06:01:00,769 - INFO - Horizon 0.0s - Steady F1: 0.9773, Precision: 0.9729, Recall: 0.9824 +2026-05-23 06:01:00,769 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9773 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9725 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7992 +2026-05-23 06:01:00,769 - INFO - Horizon 0.0s - Transition F1: 0.7455, Precision: 0.7615, Recall: 0.7425 +2026-05-23 06:01:00,769 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.7455 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.7983 +2026-05-23 06:01:00,769 - INFO - +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9381 +2026-05-23 06:01:00,769 - INFO - Horizon 0.1s - Overall F1: 0.9388, Precision: 0.9372, Recall: 0.9412 +2026-05-23 06:01:00,769 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9388 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9380 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9683 +2026-05-23 06:01:00,769 - INFO - Horizon 0.1s - Steady F1: 0.9714, Precision: 0.9662, Recall: 0.9773 +2026-05-23 06:01:00,769 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9714 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9683 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7957 +2026-05-23 06:01:00,769 - INFO - Horizon 0.1s - Transition F1: 0.7357, Precision: 0.7407, Recall: 0.7395 +2026-05-23 06:01:00,769 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.7357 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.7953 +2026-05-23 06:01:00,769 - INFO - +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9305 +2026-05-23 06:01:00,769 - INFO - Horizon 0.2s - Overall F1: 0.9315, Precision: 0.9283, Recall: 0.9360 +2026-05-23 06:01:00,769 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9315 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9304 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9621 +2026-05-23 06:01:00,769 - INFO - Horizon 0.2s - Steady F1: 0.9634, Precision: 0.9565, Recall: 0.9717 +2026-05-23 06:01:00,769 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9634 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9622 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7813 +2026-05-23 06:01:00,769 - INFO - Horizon 0.2s - Transition F1: 0.7300, Precision: 0.7359, Recall: 0.7351 +2026-05-23 06:01:00,769 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.7300 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.7812 +2026-05-23 06:01:00,769 - INFO - +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9223 +2026-05-23 06:01:00,769 - INFO - Horizon 0.3s - Overall F1: 0.9220, Precision: 0.9140, Recall: 0.9318 +2026-05-23 06:01:00,769 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:01:00,769 - INFO - Macro F1: 0.9220 +2026-05-23 06:01:00,769 - INFO - Weighted F1: 0.9223 +2026-05-23 06:01:00,769 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9556 +2026-05-23 06:01:00,769 - INFO - Horizon 0.3s - Steady F1: 0.9554, Precision: 0.9459, Recall: 0.9668 +2026-05-23 06:01:00,769 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.9554 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.9557 +2026-05-23 06:01:00,770 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7668 +2026-05-23 06:01:00,770 - INFO - Horizon 0.3s - Transition F1: 0.7101, Precision: 0.7036, Recall: 0.7241 +2026-05-23 06:01:00,770 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.7101 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.7654 +2026-05-23 06:01:00,770 - INFO - +2026-05-23 06:01:00,770 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9073 +2026-05-23 06:01:00,770 - INFO - Horizon 0.5s - Overall F1: 0.9054, Precision: 0.9024, Recall: 0.9101 +2026-05-23 06:01:00,770 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.9054 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.9072 +2026-05-23 06:01:00,770 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9411 +2026-05-23 06:01:00,770 - INFO - Horizon 0.5s - Steady F1: 0.9375, Precision: 0.9302, Recall: 0.9477 +2026-05-23 06:01:00,770 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.9375 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.9413 +2026-05-23 06:01:00,770 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7485 +2026-05-23 06:01:00,770 - INFO - Horizon 0.5s - Transition F1: 0.6964, Precision: 0.7016, Recall: 0.7004 +2026-05-23 06:01:00,770 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.6964 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.7487 +2026-05-23 06:01:00,770 - INFO - +2026-05-23 06:01:00,770 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8606 +2026-05-23 06:01:00,770 - INFO - Horizon 1.0s - Overall F1: 0.8534, Precision: 0.8548, Recall: 0.8568 +2026-05-23 06:01:00,770 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.8534 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.8596 +2026-05-23 06:01:00,770 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9017 +2026-05-23 06:01:00,770 - INFO - Horizon 1.0s - Steady F1: 0.8884, Precision: 0.8890, Recall: 0.8933 +2026-05-23 06:01:00,770 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.8884 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.9015 +2026-05-23 06:01:00,770 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6609 +2026-05-23 06:01:00,770 - INFO - Horizon 1.0s - Transition F1: 0.6009, Precision: 0.5948, Recall: 0.6247 +2026-05-23 06:01:00,770 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:01:00,770 - INFO - Macro F1: 0.6009 +2026-05-23 06:01:00,770 - INFO - Weighted F1: 0.6632 +2026-05-23 06:01:00,986 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_28.pt +2026-05-23 06:01:00,987 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_28.csv +2026-05-23 06:01:00,988 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_28.csv +2026-05-23 06:01:00,988 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_28.csv +2026-05-23 06:01:00,989 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_28.csv +2026-05-23 06:01:00,989 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_28.csv +2026-05-23 06:01:00,989 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_28.csv +2026-05-23 06:01:00,990 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_28.csv +2026-05-23 06:01:00,990 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_28.csv +2026-05-23 06:01:00,990 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_28.csv +2026-05-23 06:01:00,991 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_28.csv +2026-05-23 06:01:00,991 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_28.csv +2026-05-23 06:01:00,991 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_28.csv +2026-05-23 06:01:00,992 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_28.csv +2026-05-23 06:01:00,992 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_28.csv +2026-05-23 06:01:00,992 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_28.csv +2026-05-23 06:01:00,993 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_28.csv +2026-05-23 06:01:00,993 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_28.csv +2026-05-23 06:01:00,993 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_28.csv +2026-05-23 06:01:01,023 - INFO - Removed old checkpoint: checkpoint_epoch_27.pt +2026-05-23 06:01:01,024 - INFO - Epoch 29/50, Learning Rate: 0.000059 +2026-05-23 06:01:19,929 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:01:19,976 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:01:20,023 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:01:20,064 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:01:20,120 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:01:20,178 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:01:21,187 - INFO - Epoch 29/50: +2026-05-23 06:01:21,187 - INFO - Train: loss=0.6363, accuracy_overall=0.9552 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s: accuracy=0.9670 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s: accuracy=0.9714 +2026-05-23 06:01:21,188 - INFO - Horizon 0.2s: accuracy=0.9656 +2026-05-23 06:01:21,188 - INFO - Horizon 0.3s: accuracy=0.9620 +2026-05-23 06:01:21,188 - INFO - Horizon 0.5s: accuracy=0.9497 +2026-05-23 06:01:21,188 - INFO - Horizon 1.0s: accuracy=0.9155 +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.0s - Overall: loss=0.7075, accuracy=0.9419 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s - Overall F1: 0.9418, Precision: 0.9482, Recall: 0.9368 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:01:21,188 - INFO - Macro F1: 0.9418 +2026-05-23 06:01:21,188 - INFO - Weighted F1: 0.9416 +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9755 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s - Steady F1: 0.9782, Precision: 0.9793, Recall: 0.9776 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:01:21,188 - INFO - Macro F1: 0.9782 +2026-05-23 06:01:21,188 - INFO - Weighted F1: 0.9754 +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7864 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s - Transition F1: 0.7272, Precision: 0.7515, Recall: 0.7153 +2026-05-23 06:01:21,188 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:01:21,188 - INFO - Macro F1: 0.7272 +2026-05-23 06:01:21,188 - INFO - Weighted F1: 0.7860 +2026-05-23 06:01:21,188 - INFO - +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9369 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s - Overall F1: 0.9361, Precision: 0.9440, Recall: 0.9296 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:01:21,188 - INFO - Macro F1: 0.9361 +2026-05-23 06:01:21,188 - INFO - Weighted F1: 0.9366 +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9715 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s - Steady F1: 0.9726, Precision: 0.9748, Recall: 0.9712 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:01:21,188 - INFO - Macro F1: 0.9726 +2026-05-23 06:01:21,188 - INFO - Weighted F1: 0.9713 +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7743 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s - Transition F1: 0.7021, Precision: 0.7367, Recall: 0.6798 +2026-05-23 06:01:21,188 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:01:21,188 - INFO - Macro F1: 0.7021 +2026-05-23 06:01:21,188 - INFO - Weighted F1: 0.7735 +2026-05-23 06:01:21,188 - INFO - +2026-05-23 06:01:21,188 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9337 +2026-05-23 06:01:21,188 - INFO - Horizon 0.2s - Overall F1: 0.9326, Precision: 0.9455, Recall: 0.9217 +2026-05-23 06:01:21,188 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.9326 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.9334 +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9661 +2026-05-23 06:01:21,189 - INFO - Horizon 0.2s - Steady F1: 0.9658, Precision: 0.9699, Recall: 0.9629 +2026-05-23 06:01:21,189 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.9658 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.9659 +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7813 +2026-05-23 06:01:21,189 - INFO - Horizon 0.2s - Transition F1: 0.7187, Precision: 0.7775, Recall: 0.6840 +2026-05-23 06:01:21,189 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.7187 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.7803 +2026-05-23 06:01:21,189 - INFO - +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9277 +2026-05-23 06:01:21,189 - INFO - Horizon 0.3s - Overall F1: 0.9256, Precision: 0.9364, Recall: 0.9165 +2026-05-23 06:01:21,189 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.9256 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.9275 +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9607 +2026-05-23 06:01:21,189 - INFO - Horizon 0.3s - Steady F1: 0.9591, Precision: 0.9643, Recall: 0.9550 +2026-05-23 06:01:21,189 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.9591 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.9605 +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7738 +2026-05-23 06:01:21,189 - INFO - Horizon 0.3s - Transition F1: 0.7104, Precision: 0.7519, Recall: 0.6794 +2026-05-23 06:01:21,189 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.7104 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.7714 +2026-05-23 06:01:21,189 - INFO - +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9107 +2026-05-23 06:01:21,189 - INFO - Horizon 0.5s - Overall F1: 0.9053, Precision: 0.9235, Recall: 0.8897 +2026-05-23 06:01:21,189 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.9053 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.9102 +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9465 +2026-05-23 06:01:21,189 - INFO - Horizon 0.5s - Steady F1: 0.9401, Precision: 0.9495, Recall: 0.9324 +2026-05-23 06:01:21,189 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.9401 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.9462 +2026-05-23 06:01:21,189 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7427 +2026-05-23 06:01:21,189 - INFO - Horizon 0.5s - Transition F1: 0.6649, Precision: 0.7260, Recall: 0.6292 +2026-05-23 06:01:21,189 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:01:21,189 - INFO - Macro F1: 0.6649 +2026-05-23 06:01:21,189 - INFO - Weighted F1: 0.7418 +2026-05-23 06:01:21,190 - INFO - +2026-05-23 06:01:21,190 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8655 +2026-05-23 06:01:21,190 - INFO - Horizon 1.0s - Overall F1: 0.8498, Precision: 0.8808, Recall: 0.8268 +2026-05-23 06:01:21,190 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:01:21,190 - INFO - Macro F1: 0.8498 +2026-05-23 06:01:21,190 - INFO - Weighted F1: 0.8637 +2026-05-23 06:01:21,190 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9069 +2026-05-23 06:01:21,190 - INFO - Horizon 1.0s - Steady F1: 0.8851, Precision: 0.9123, Recall: 0.8649 +2026-05-23 06:01:21,190 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:01:21,190 - INFO - Macro F1: 0.8851 +2026-05-23 06:01:21,190 - INFO - Weighted F1: 0.9059 +2026-05-23 06:01:21,190 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6642 +2026-05-23 06:01:21,190 - INFO - Horizon 1.0s - Transition F1: 0.5901, Precision: 0.6306, Recall: 0.5697 +2026-05-23 06:01:21,190 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:01:21,190 - INFO - Macro F1: 0.5901 +2026-05-23 06:01:21,190 - INFO - Weighted F1: 0.6654 +2026-05-23 06:01:21,435 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_29.pt +2026-05-23 06:01:21,436 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_29.csv +2026-05-23 06:01:21,437 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_29.csv +2026-05-23 06:01:21,437 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_29.csv +2026-05-23 06:01:21,437 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_29.csv +2026-05-23 06:01:21,438 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_29.csv +2026-05-23 06:01:21,438 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_29.csv +2026-05-23 06:01:21,438 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_29.csv +2026-05-23 06:01:21,439 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_29.csv +2026-05-23 06:01:21,439 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_29.csv +2026-05-23 06:01:21,439 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_29.csv +2026-05-23 06:01:21,440 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_29.csv +2026-05-23 06:01:21,440 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_29.csv +2026-05-23 06:01:21,440 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_29.csv +2026-05-23 06:01:21,441 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_29.csv +2026-05-23 06:01:21,441 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_29.csv +2026-05-23 06:01:21,442 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_29.csv +2026-05-23 06:01:21,442 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_29.csv +2026-05-23 06:01:21,442 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_29.csv +2026-05-23 06:01:21,473 - INFO - Removed old checkpoint: checkpoint_epoch_28.pt +2026-05-23 06:01:21,474 - INFO - Epoch 30/50, Learning Rate: 0.000059 +2026-05-23 06:01:42,804 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:01:42,849 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:01:42,901 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:01:42,945 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:01:42,991 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:01:43,044 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:01:44,090 - INFO - Epoch 30/50: +2026-05-23 06:01:44,090 - INFO - Train: loss=0.6334, accuracy_overall=0.9561 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s: accuracy=0.9677 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s: accuracy=0.9699 +2026-05-23 06:01:44,090 - INFO - Horizon 0.2s: accuracy=0.9682 +2026-05-23 06:01:44,090 - INFO - Horizon 0.3s: accuracy=0.9666 +2026-05-23 06:01:44,090 - INFO - Horizon 0.5s: accuracy=0.9481 +2026-05-23 06:01:44,090 - INFO - Horizon 1.0s: accuracy=0.9159 +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.0s - Overall: loss=0.7041, accuracy=0.9425 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s - Overall F1: 0.9419, Precision: 0.9488, Recall: 0.9359 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:01:44,090 - INFO - Macro F1: 0.9419 +2026-05-23 06:01:44,090 - INFO - Weighted F1: 0.9423 +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9758 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s - Steady F1: 0.9780, Precision: 0.9790, Recall: 0.9775 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:01:44,090 - INFO - Macro F1: 0.9780 +2026-05-23 06:01:44,090 - INFO - Weighted F1: 0.9757 +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7884 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s - Transition F1: 0.7267, Precision: 0.7666, Recall: 0.7020 +2026-05-23 06:01:44,090 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:01:44,090 - INFO - Macro F1: 0.7267 +2026-05-23 06:01:44,090 - INFO - Weighted F1: 0.7878 +2026-05-23 06:01:44,090 - INFO - +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9384 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s - Overall F1: 0.9370, Precision: 0.9437, Recall: 0.9312 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:01:44,090 - INFO - Macro F1: 0.9370 +2026-05-23 06:01:44,090 - INFO - Weighted F1: 0.9383 +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9711 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s - Steady F1: 0.9728, Precision: 0.9745, Recall: 0.9715 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:01:44,090 - INFO - Macro F1: 0.9728 +2026-05-23 06:01:44,090 - INFO - Weighted F1: 0.9710 +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7847 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s - Transition F1: 0.7104, Precision: 0.7413, Recall: 0.6876 +2026-05-23 06:01:44,090 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:01:44,090 - INFO - Macro F1: 0.7104 +2026-05-23 06:01:44,090 - INFO - Weighted F1: 0.7837 +2026-05-23 06:01:44,090 - INFO - +2026-05-23 06:01:44,090 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9355 +2026-05-23 06:01:44,091 - INFO - Horizon 0.2s - Overall F1: 0.9355, Precision: 0.9462, Recall: 0.9259 +2026-05-23 06:01:44,091 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.9355 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.9353 +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9667 +2026-05-23 06:01:44,091 - INFO - Horizon 0.2s - Steady F1: 0.9675, Precision: 0.9695, Recall: 0.9663 +2026-05-23 06:01:44,091 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.9675 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.9666 +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7884 +2026-05-23 06:01:44,091 - INFO - Horizon 0.2s - Transition F1: 0.7417, Precision: 0.7949, Recall: 0.7065 +2026-05-23 06:01:44,091 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.7417 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.7889 +2026-05-23 06:01:44,091 - INFO - +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9293 +2026-05-23 06:01:44,091 - INFO - Horizon 0.3s - Overall F1: 0.9279, Precision: 0.9361, Recall: 0.9204 +2026-05-23 06:01:44,091 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.9279 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.9291 +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9618 +2026-05-23 06:01:44,091 - INFO - Horizon 0.3s - Steady F1: 0.9612, Precision: 0.9629, Recall: 0.9603 +2026-05-23 06:01:44,091 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.9612 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.9617 +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7777 +2026-05-23 06:01:44,091 - INFO - Horizon 0.3s - Transition F1: 0.7259, Precision: 0.7489, Recall: 0.7081 +2026-05-23 06:01:44,091 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.7259 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.7785 +2026-05-23 06:01:44,091 - INFO - +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9133 +2026-05-23 06:01:44,091 - INFO - Horizon 0.5s - Overall F1: 0.9088, Precision: 0.9177, Recall: 0.9011 +2026-05-23 06:01:44,091 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:01:44,091 - INFO - Macro F1: 0.9088 +2026-05-23 06:01:44,091 - INFO - Weighted F1: 0.9130 +2026-05-23 06:01:44,091 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9477 +2026-05-23 06:01:44,091 - INFO - Horizon 0.5s - Steady F1: 0.9427, Precision: 0.9467, Recall: 0.9399 +2026-05-23 06:01:44,092 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:01:44,092 - INFO - Macro F1: 0.9427 +2026-05-23 06:01:44,092 - INFO - Weighted F1: 0.9476 +2026-05-23 06:01:44,092 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7518 +2026-05-23 06:01:44,092 - INFO - Horizon 0.5s - Transition F1: 0.6929, Precision: 0.7156, Recall: 0.6788 +2026-05-23 06:01:44,092 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:01:44,092 - INFO - Macro F1: 0.6929 +2026-05-23 06:01:44,092 - INFO - Weighted F1: 0.7521 +2026-05-23 06:01:44,092 - INFO - +2026-05-23 06:01:44,092 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8675 +2026-05-23 06:01:44,092 - INFO - Horizon 1.0s - Overall F1: 0.8569, Precision: 0.8779, Recall: 0.8413 +2026-05-23 06:01:44,092 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:01:44,092 - INFO - Macro F1: 0.8569 +2026-05-23 06:01:44,092 - INFO - Weighted F1: 0.8661 +2026-05-23 06:01:44,092 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9105 +2026-05-23 06:01:44,092 - INFO - Horizon 1.0s - Steady F1: 0.8926, Precision: 0.9115, Recall: 0.8797 +2026-05-23 06:01:44,092 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:01:44,092 - INFO - Macro F1: 0.8926 +2026-05-23 06:01:44,092 - INFO - Weighted F1: 0.9097 +2026-05-23 06:01:44,092 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6589 +2026-05-23 06:01:44,092 - INFO - Horizon 1.0s - Transition F1: 0.6134, Precision: 0.6366, Recall: 0.6094 +2026-05-23 06:01:44,092 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:01:44,092 - INFO - Macro F1: 0.6134 +2026-05-23 06:01:44,092 - INFO - Weighted F1: 0.6623 +2026-05-23 06:01:44,334 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_30.pt +2026-05-23 06:01:44,335 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_30.csv +2026-05-23 06:01:44,335 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_30.csv +2026-05-23 06:01:44,335 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_30.csv +2026-05-23 06:01:44,336 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_30.csv +2026-05-23 06:01:44,336 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_30.csv +2026-05-23 06:01:44,336 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_30.csv +2026-05-23 06:01:44,337 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_30.csv +2026-05-23 06:01:44,337 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_30.csv +2026-05-23 06:01:44,338 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_30.csv +2026-05-23 06:01:44,338 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_30.csv +2026-05-23 06:01:44,338 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_30.csv +2026-05-23 06:01:44,339 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_30.csv +2026-05-23 06:01:44,339 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_30.csv +2026-05-23 06:01:44,340 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_30.csv +2026-05-23 06:01:44,340 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_30.csv +2026-05-23 06:01:44,341 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_30.csv +2026-05-23 06:01:44,341 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_30.csv +2026-05-23 06:01:44,341 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_30.csv +2026-05-23 06:01:44,376 - INFO - Removed old checkpoint: checkpoint_epoch_29.pt +2026-05-23 06:01:44,377 - INFO - Epoch 31/50, Learning Rate: 0.000053 +2026-05-23 06:02:08,407 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:02:08,458 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:02:08,504 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:02:08,546 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:02:08,595 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:02:08,641 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:02:09,605 - INFO - Epoch 31/50: +2026-05-23 06:02:09,605 - INFO - Train: loss=0.6319, accuracy_overall=0.9574 +2026-05-23 06:02:09,605 - INFO - Horizon 0.0s: accuracy=0.9729 +2026-05-23 06:02:09,605 - INFO - Horizon 0.1s: accuracy=0.9690 +2026-05-23 06:02:09,605 - INFO - Horizon 0.2s: accuracy=0.9653 +2026-05-23 06:02:09,605 - INFO - Horizon 0.3s: accuracy=0.9650 +2026-05-23 06:02:09,605 - INFO - Horizon 0.5s: accuracy=0.9506 +2026-05-23 06:02:09,605 - INFO - Horizon 1.0s: accuracy=0.9219 +2026-05-23 06:02:09,605 - INFO - Val Horizon 0.0s - Overall: loss=0.7008, accuracy=0.9482 +2026-05-23 06:02:09,605 - INFO - Horizon 0.0s - Overall F1: 0.9481, Precision: 0.9550, Recall: 0.9419 +2026-05-23 06:02:09,605 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.9481 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.9481 +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9780 +2026-05-23 06:02:09,606 - INFO - Horizon 0.0s - Steady F1: 0.9800, Precision: 0.9816, Recall: 0.9788 +2026-05-23 06:02:09,606 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.9800 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.9780 +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8101 +2026-05-23 06:02:09,606 - INFO - Horizon 0.0s - Transition F1: 0.7584, Precision: 0.8048, Recall: 0.7286 +2026-05-23 06:02:09,606 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.7584 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.8088 +2026-05-23 06:02:09,606 - INFO - +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9407 +2026-05-23 06:02:09,606 - INFO - Horizon 0.1s - Overall F1: 0.9396, Precision: 0.9483, Recall: 0.9320 +2026-05-23 06:02:09,606 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.9396 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.9406 +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9716 +2026-05-23 06:02:09,606 - INFO - Horizon 0.1s - Steady F1: 0.9728, Precision: 0.9760, Recall: 0.9701 +2026-05-23 06:02:09,606 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.9728 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.9715 +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7951 +2026-05-23 06:02:09,606 - INFO - Horizon 0.1s - Transition F1: 0.7122, Precision: 0.7643, Recall: 0.6808 +2026-05-23 06:02:09,606 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.7122 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.7923 +2026-05-23 06:02:09,606 - INFO - +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9357 +2026-05-23 06:02:09,606 - INFO - Horizon 0.2s - Overall F1: 0.9360, Precision: 0.9455, Recall: 0.9275 +2026-05-23 06:02:09,606 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.9360 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.9356 +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9671 +2026-05-23 06:02:09,606 - INFO - Horizon 0.2s - Steady F1: 0.9673, Precision: 0.9696, Recall: 0.9657 +2026-05-23 06:02:09,606 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:02:09,606 - INFO - Macro F1: 0.9673 +2026-05-23 06:02:09,606 - INFO - Weighted F1: 0.9670 +2026-05-23 06:02:09,606 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7878 +2026-05-23 06:02:09,607 - INFO - Horizon 0.2s - Transition F1: 0.7220, Precision: 0.7787, Recall: 0.6879 +2026-05-23 06:02:09,607 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.7220 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.7865 +2026-05-23 06:02:09,607 - INFO - +2026-05-23 06:02:09,607 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9309 +2026-05-23 06:02:09,607 - INFO - Horizon 0.3s - Overall F1: 0.9295, Precision: 0.9361, Recall: 0.9237 +2026-05-23 06:02:09,607 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.9295 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.9308 +2026-05-23 06:02:09,607 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9618 +2026-05-23 06:02:09,607 - INFO - Horizon 0.3s - Steady F1: 0.9606, Precision: 0.9619, Recall: 0.9603 +2026-05-23 06:02:09,607 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.9606 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.9618 +2026-05-23 06:02:09,607 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7867 +2026-05-23 06:02:09,607 - INFO - Horizon 0.3s - Transition F1: 0.7262, Precision: 0.7550, Recall: 0.7039 +2026-05-23 06:02:09,607 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.7262 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.7856 +2026-05-23 06:02:09,607 - INFO - +2026-05-23 06:02:09,607 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9168 +2026-05-23 06:02:09,607 - INFO - Horizon 0.5s - Overall F1: 0.9122, Precision: 0.9275, Recall: 0.8988 +2026-05-23 06:02:09,607 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.9122 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.9164 +2026-05-23 06:02:09,607 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9505 +2026-05-23 06:02:09,607 - INFO - Horizon 0.5s - Steady F1: 0.9447, Precision: 0.9533, Recall: 0.9379 +2026-05-23 06:02:09,607 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.9447 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.9504 +2026-05-23 06:02:09,607 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7589 +2026-05-23 06:02:09,607 - INFO - Horizon 0.5s - Transition F1: 0.6918, Precision: 0.7365, Recall: 0.6668 +2026-05-23 06:02:09,607 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.6918 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.7589 +2026-05-23 06:02:09,607 - INFO - +2026-05-23 06:02:09,607 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8708 +2026-05-23 06:02:09,607 - INFO - Horizon 1.0s - Overall F1: 0.8609, Precision: 0.8813, Recall: 0.8450 +2026-05-23 06:02:09,607 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.8609 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.8699 +2026-05-23 06:02:09,607 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9131 +2026-05-23 06:02:09,607 - INFO - Horizon 1.0s - Steady F1: 0.8960, Precision: 0.9176, Recall: 0.8811 +2026-05-23 06:02:09,607 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.8960 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.9125 +2026-05-23 06:02:09,607 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6656 +2026-05-23 06:02:09,607 - INFO - Horizon 1.0s - Transition F1: 0.6121, Precision: 0.6324, Recall: 0.6047 +2026-05-23 06:02:09,607 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:02:09,607 - INFO - Macro F1: 0.6121 +2026-05-23 06:02:09,607 - INFO - Weighted F1: 0.6672 +2026-05-23 06:02:09,816 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_31.pt +2026-05-23 06:02:09,817 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_31.csv +2026-05-23 06:02:09,817 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:02:09,817 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:02:09,818 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_31.csv +2026-05-23 06:02:09,818 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:02:09,818 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:02:09,819 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_31.csv +2026-05-23 06:02:09,819 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:02:09,819 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:02:09,819 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_31.csv +2026-05-23 06:02:09,820 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:02:09,820 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:02:09,820 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_31.csv +2026-05-23 06:02:09,821 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:02:09,821 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:02:09,821 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_31.csv +2026-05-23 06:02:09,822 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:02:09,822 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:02:09,822 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_31.csv +2026-05-23 06:02:09,823 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:02:09,823 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:02:09,823 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_31.csv +2026-05-23 06:02:09,824 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:02:09,824 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:02:09,824 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_31.csv +2026-05-23 06:02:09,824 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:02:09,825 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:02:09,825 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_31.csv +2026-05-23 06:02:09,825 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:02:09,826 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:02:09,826 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_31.csv +2026-05-23 06:02:09,826 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:02:09,827 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:02:09,827 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_31.csv +2026-05-23 06:02:09,827 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:02:09,828 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:02:09,828 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_31.csv +2026-05-23 06:02:09,828 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:02:09,829 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:02:09,829 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_31.csv +2026-05-23 06:02:09,829 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:02:09,830 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:02:09,830 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_31.csv +2026-05-23 06:02:09,830 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:02:09,830 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:02:09,831 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_31.csv +2026-05-23 06:02:09,831 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:02:09,832 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:02:09,832 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_31.csv +2026-05-23 06:02:09,832 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:02:09,833 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:02:09,833 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_31.csv +2026-05-23 06:02:09,833 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:02:09,833 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:02:09,861 - INFO - Removed old checkpoint: checkpoint_epoch_30.pt +2026-05-23 06:02:10,162 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:02:10,167 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:02:10,229 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:02:10,230 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:02:10,230 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:02:10,231 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:02:10,232 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:02:10,232 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:02:10,233 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:02:10,233 - INFO - Epoch 32/50, Learning Rate: 0.000053 +2026-05-23 06:02:31,071 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:02:31,118 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:02:31,168 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:02:31,210 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:02:31,257 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:02:31,309 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:02:32,312 - INFO - Epoch 32/50: +2026-05-23 06:02:32,312 - INFO - Train: loss=0.6282, accuracy_overall=0.9593 +2026-05-23 06:02:32,312 - INFO - Horizon 0.0s: accuracy=0.9690 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s: accuracy=0.9723 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s: accuracy=0.9692 +2026-05-23 06:02:32,313 - INFO - Horizon 0.3s: accuracy=0.9679 +2026-05-23 06:02:32,313 - INFO - Horizon 0.5s: accuracy=0.9548 +2026-05-23 06:02:32,313 - INFO - Horizon 1.0s: accuracy=0.9226 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.0s - Overall: loss=0.7072, accuracy=0.9434 +2026-05-23 06:02:32,313 - INFO - Horizon 0.0s - Overall F1: 0.9459, Precision: 0.9506, Recall: 0.9423 +2026-05-23 06:02:32,313 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.9459 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.9434 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9722 +2026-05-23 06:02:32,313 - INFO - Horizon 0.0s - Steady F1: 0.9771, Precision: 0.9779, Recall: 0.9768 +2026-05-23 06:02:32,313 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.9771 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.9723 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8101 +2026-05-23 06:02:32,313 - INFO - Horizon 0.0s - Transition F1: 0.7474, Precision: 0.7739, Recall: 0.7379 +2026-05-23 06:02:32,313 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.7474 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.8098 +2026-05-23 06:02:32,313 - INFO - +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9349 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s - Overall F1: 0.9345, Precision: 0.9380, Recall: 0.9321 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.9345 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.9348 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9673 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s - Steady F1: 0.9700, Precision: 0.9693, Recall: 0.9713 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.9700 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.9673 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7821 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s - Transition F1: 0.7078, Precision: 0.7353, Recall: 0.6968 +2026-05-23 06:02:32,313 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.7078 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.7795 +2026-05-23 06:02:32,313 - INFO - +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9327 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s - Overall F1: 0.9337, Precision: 0.9393, Recall: 0.9294 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.9337 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.9327 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9638 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s - Steady F1: 0.9654, Precision: 0.9657, Recall: 0.9662 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:02:32,313 - INFO - Macro F1: 0.9654 +2026-05-23 06:02:32,313 - INFO - Weighted F1: 0.9638 +2026-05-23 06:02:32,313 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7865 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s - Transition F1: 0.7280, Precision: 0.7694, Recall: 0.7060 +2026-05-23 06:02:32,313 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.7280 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.7852 +2026-05-23 06:02:32,314 - INFO - +2026-05-23 06:02:32,314 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9266 +2026-05-23 06:02:32,314 - INFO - Horizon 0.3s - Overall F1: 0.9267, Precision: 0.9321, Recall: 0.9225 +2026-05-23 06:02:32,314 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.9267 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.9265 +2026-05-23 06:02:32,314 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9590 +2026-05-23 06:02:32,314 - INFO - Horizon 0.3s - Steady F1: 0.9597, Precision: 0.9604, Recall: 0.9602 +2026-05-23 06:02:32,314 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.9597 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.9591 +2026-05-23 06:02:32,314 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7751 +2026-05-23 06:02:32,314 - INFO - Horizon 0.3s - Transition F1: 0.7236, Precision: 0.7500, Recall: 0.7080 +2026-05-23 06:02:32,314 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.7236 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.7750 +2026-05-23 06:02:32,314 - INFO - +2026-05-23 06:02:32,314 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9118 +2026-05-23 06:02:32,314 - INFO - Horizon 0.5s - Overall F1: 0.9081, Precision: 0.9206, Recall: 0.8979 +2026-05-23 06:02:32,314 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.9081 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.9114 +2026-05-23 06:02:32,314 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9464 +2026-05-23 06:02:32,314 - INFO - Horizon 0.5s - Steady F1: 0.9414, Precision: 0.9487, Recall: 0.9363 +2026-05-23 06:02:32,314 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.9414 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.9462 +2026-05-23 06:02:32,314 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7498 +2026-05-23 06:02:32,314 - INFO - Horizon 0.5s - Transition F1: 0.6904, Precision: 0.7335, Recall: 0.6731 +2026-05-23 06:02:32,314 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.6904 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.7496 +2026-05-23 06:02:32,314 - INFO - +2026-05-23 06:02:32,314 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8653 +2026-05-23 06:02:32,314 - INFO - Horizon 1.0s - Overall F1: 0.8539, Precision: 0.8767, Recall: 0.8363 +2026-05-23 06:02:32,314 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.8539 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.8638 +2026-05-23 06:02:32,314 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9071 +2026-05-23 06:02:32,314 - INFO - Horizon 1.0s - Steady F1: 0.8892, Precision: 0.9109, Recall: 0.8729 +2026-05-23 06:02:32,314 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.8892 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.9060 +2026-05-23 06:02:32,314 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6629 +2026-05-23 06:02:32,314 - INFO - Horizon 1.0s - Transition F1: 0.6104, Precision: 0.6365, Recall: 0.6009 +2026-05-23 06:02:32,314 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:02:32,314 - INFO - Macro F1: 0.6104 +2026-05-23 06:02:32,314 - INFO - Weighted F1: 0.6651 +2026-05-23 06:02:32,555 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_32.pt +2026-05-23 06:02:32,557 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_32.csv +2026-05-23 06:02:32,557 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_32.csv +2026-05-23 06:02:32,557 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_32.csv +2026-05-23 06:02:32,558 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_32.csv +2026-05-23 06:02:32,558 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_32.csv +2026-05-23 06:02:32,559 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_32.csv +2026-05-23 06:02:32,559 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_32.csv +2026-05-23 06:02:32,559 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_32.csv +2026-05-23 06:02:32,560 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_32.csv +2026-05-23 06:02:32,560 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_32.csv +2026-05-23 06:02:32,560 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_32.csv +2026-05-23 06:02:32,561 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_32.csv +2026-05-23 06:02:32,561 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_32.csv +2026-05-23 06:02:32,561 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_32.csv +2026-05-23 06:02:32,562 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_32.csv +2026-05-23 06:02:32,562 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_32.csv +2026-05-23 06:02:32,562 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_32.csv +2026-05-23 06:02:32,563 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_32.csv +2026-05-23 06:02:32,597 - INFO - Removed old checkpoint: checkpoint_epoch_31.pt +2026-05-23 06:02:32,597 - INFO - Epoch 33/50, Learning Rate: 0.000053 +2026-05-23 06:02:54,839 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:02:54,884 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:02:54,927 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:02:54,966 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:02:55,009 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:02:55,054 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:02:55,949 - INFO - Epoch 33/50: +2026-05-23 06:02:55,949 - INFO - Train: loss=0.6260, accuracy_overall=0.9587 +2026-05-23 06:02:55,949 - INFO - Horizon 0.0s: accuracy=0.9718 +2026-05-23 06:02:55,949 - INFO - Horizon 0.1s: accuracy=0.9731 +2026-05-23 06:02:55,949 - INFO - Horizon 0.2s: accuracy=0.9694 +2026-05-23 06:02:55,949 - INFO - Horizon 0.3s: accuracy=0.9632 +2026-05-23 06:02:55,949 - INFO - Horizon 0.5s: accuracy=0.9510 +2026-05-23 06:02:55,949 - INFO - Horizon 1.0s: accuracy=0.9236 +2026-05-23 06:02:55,949 - INFO - Val Horizon 0.0s - Overall: loss=0.7112, accuracy=0.9416 +2026-05-23 06:02:55,949 - INFO - Horizon 0.0s - Overall F1: 0.9440, Precision: 0.9522, Recall: 0.9374 +2026-05-23 06:02:55,949 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:02:55,949 - INFO - Macro F1: 0.9440 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9416 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9703 +2026-05-23 06:02:55,950 - INFO - Horizon 0.0s - Steady F1: 0.9759, Precision: 0.9794, Recall: 0.9732 +2026-05-23 06:02:55,950 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9759 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9703 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8088 +2026-05-23 06:02:55,950 - INFO - Horizon 0.0s - Transition F1: 0.7357, Precision: 0.7830, Recall: 0.7166 +2026-05-23 06:02:55,950 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.7357 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.8067 +2026-05-23 06:02:55,950 - INFO - +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9326 +2026-05-23 06:02:55,950 - INFO - Horizon 0.1s - Overall F1: 0.9335, Precision: 0.9429, Recall: 0.9258 +2026-05-23 06:02:55,950 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9335 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9326 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9667 +2026-05-23 06:02:55,950 - INFO - Horizon 0.1s - Steady F1: 0.9710, Precision: 0.9749, Recall: 0.9680 +2026-05-23 06:02:55,950 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9710 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9667 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7724 +2026-05-23 06:02:55,950 - INFO - Horizon 0.1s - Transition F1: 0.6998, Precision: 0.7512, Recall: 0.6780 +2026-05-23 06:02:55,950 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.6998 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.7699 +2026-05-23 06:02:55,950 - INFO - +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9324 +2026-05-23 06:02:55,950 - INFO - Horizon 0.2s - Overall F1: 0.9337, Precision: 0.9444, Recall: 0.9249 +2026-05-23 06:02:55,950 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9337 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9323 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9645 +2026-05-23 06:02:55,950 - INFO - Horizon 0.2s - Steady F1: 0.9668, Precision: 0.9714, Recall: 0.9634 +2026-05-23 06:02:55,950 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9668 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9645 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7813 +2026-05-23 06:02:55,950 - INFO - Horizon 0.2s - Transition F1: 0.7154, Precision: 0.7640, Recall: 0.6902 +2026-05-23 06:02:55,950 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.7154 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.7808 +2026-05-23 06:02:55,950 - INFO - +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9257 +2026-05-23 06:02:55,950 - INFO - Horizon 0.3s - Overall F1: 0.9255, Precision: 0.9351, Recall: 0.9175 +2026-05-23 06:02:55,950 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9255 +2026-05-23 06:02:55,950 - INFO - Weighted F1: 0.9256 +2026-05-23 06:02:55,950 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9593 +2026-05-23 06:02:55,950 - INFO - Horizon 0.3s - Steady F1: 0.9605, Precision: 0.9641, Recall: 0.9581 +2026-05-23 06:02:55,950 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:02:55,950 - INFO - Macro F1: 0.9605 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.9594 +2026-05-23 06:02:55,951 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7687 +2026-05-23 06:02:55,951 - INFO - Horizon 0.3s - Transition F1: 0.7145, Precision: 0.7443, Recall: 0.6958 +2026-05-23 06:02:55,951 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.7145 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.7695 +2026-05-23 06:02:55,951 - INFO - +2026-05-23 06:02:55,951 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9102 +2026-05-23 06:02:55,951 - INFO - Horizon 0.5s - Overall F1: 0.9071, Precision: 0.9198, Recall: 0.8970 +2026-05-23 06:02:55,951 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.9071 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.9098 +2026-05-23 06:02:55,951 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9440 +2026-05-23 06:02:55,951 - INFO - Horizon 0.5s - Steady F1: 0.9400, Precision: 0.9477, Recall: 0.9346 +2026-05-23 06:02:55,951 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.9400 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.9439 +2026-05-23 06:02:55,951 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7518 +2026-05-23 06:02:55,951 - INFO - Horizon 0.5s - Transition F1: 0.6955, Precision: 0.7260, Recall: 0.6881 +2026-05-23 06:02:55,951 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.6955 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.7527 +2026-05-23 06:02:55,951 - INFO - +2026-05-23 06:02:55,951 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8593 +2026-05-23 06:02:55,951 - INFO - Horizon 1.0s - Overall F1: 0.8477, Precision: 0.8704, Recall: 0.8327 +2026-05-23 06:02:55,951 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.8477 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.8571 +2026-05-23 06:02:55,951 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9019 +2026-05-23 06:02:55,951 - INFO - Horizon 1.0s - Steady F1: 0.8831, Precision: 0.9058, Recall: 0.8673 +2026-05-23 06:02:55,951 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.8831 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.9006 +2026-05-23 06:02:55,951 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6529 +2026-05-23 06:02:55,951 - INFO - Horizon 1.0s - Transition F1: 0.6165, Precision: 0.6249, Recall: 0.6323 +2026-05-23 06:02:55,951 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:02:55,951 - INFO - Macro F1: 0.6165 +2026-05-23 06:02:55,951 - INFO - Weighted F1: 0.6557 +2026-05-23 06:02:56,159 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_33.pt +2026-05-23 06:02:56,160 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_33.csv +2026-05-23 06:02:56,160 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_33.csv +2026-05-23 06:02:56,161 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_33.csv +2026-05-23 06:02:56,161 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_33.csv +2026-05-23 06:02:56,161 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_33.csv +2026-05-23 06:02:56,162 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_33.csv +2026-05-23 06:02:56,162 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_33.csv +2026-05-23 06:02:56,162 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_33.csv +2026-05-23 06:02:56,163 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_33.csv +2026-05-23 06:02:56,163 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_33.csv +2026-05-23 06:02:56,163 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_33.csv +2026-05-23 06:02:56,164 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_33.csv +2026-05-23 06:02:56,164 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_33.csv +2026-05-23 06:02:56,165 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_33.csv +2026-05-23 06:02:56,165 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_33.csv +2026-05-23 06:02:56,165 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_33.csv +2026-05-23 06:02:56,166 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_33.csv +2026-05-23 06:02:56,166 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_33.csv +2026-05-23 06:02:56,193 - INFO - Removed old checkpoint: checkpoint_epoch_32.pt +2026-05-23 06:02:56,194 - INFO - Epoch 34/50, Learning Rate: 0.000053 +2026-05-23 06:03:17,786 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:03:17,860 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:03:17,929 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:03:18,003 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:03:18,075 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:03:18,151 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:03:19,674 - INFO - Epoch 34/50: +2026-05-23 06:03:19,675 - INFO - Train: loss=0.6260, accuracy_overall=0.9597 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s: accuracy=0.9676 +2026-05-23 06:03:19,675 - INFO - Horizon 0.1s: accuracy=0.9746 +2026-05-23 06:03:19,675 - INFO - Horizon 0.2s: accuracy=0.9709 +2026-05-23 06:03:19,675 - INFO - Horizon 0.3s: accuracy=0.9694 +2026-05-23 06:03:19,675 - INFO - Horizon 0.5s: accuracy=0.9530 +2026-05-23 06:03:19,675 - INFO - Horizon 1.0s: accuracy=0.9224 +2026-05-23 06:03:19,675 - INFO - Val Horizon 0.0s - Overall: loss=0.6975, accuracy=0.9473 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s - Overall F1: 0.9472, Precision: 0.9531, Recall: 0.9424 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:03:19,675 - INFO - Macro F1: 0.9472 +2026-05-23 06:03:19,675 - INFO - Weighted F1: 0.9471 +2026-05-23 06:03:19,675 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9784 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s - Steady F1: 0.9806, Precision: 0.9819, Recall: 0.9799 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:03:19,675 - INFO - Macro F1: 0.9806 +2026-05-23 06:03:19,675 - INFO - Weighted F1: 0.9783 +2026-05-23 06:03:19,675 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8031 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s - Transition F1: 0.7473, Precision: 0.7852, Recall: 0.7264 +2026-05-23 06:03:19,675 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:03:19,675 - INFO - Macro F1: 0.7473 +2026-05-23 06:03:19,675 - INFO - Weighted F1: 0.8021 +2026-05-23 06:03:19,675 - INFO - +2026-05-23 06:03:19,675 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9417 +2026-05-23 06:03:19,675 - INFO - Horizon 0.1s - Overall F1: 0.9400, Precision: 0.9461, Recall: 0.9347 +2026-05-23 06:03:19,675 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:03:19,675 - INFO - Macro F1: 0.9400 +2026-05-23 06:03:19,675 - INFO - Weighted F1: 0.9416 +2026-05-23 06:03:19,675 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9741 +2026-05-23 06:03:19,675 - INFO - Horizon 0.1s - Steady F1: 0.9751, Precision: 0.9761, Recall: 0.9745 +2026-05-23 06:03:19,676 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.9751 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.9740 +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7892 +2026-05-23 06:03:19,676 - INFO - Horizon 0.1s - Transition F1: 0.7141, Precision: 0.7573, Recall: 0.6866 +2026-05-23 06:03:19,676 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.7141 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.7882 +2026-05-23 06:03:19,676 - INFO - +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9387 +2026-05-23 06:03:19,676 - INFO - Horizon 0.2s - Overall F1: 0.9378, Precision: 0.9443, Recall: 0.9326 +2026-05-23 06:03:19,676 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.9378 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.9385 +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9707 +2026-05-23 06:03:19,676 - INFO - Horizon 0.2s - Steady F1: 0.9711, Precision: 0.9722, Recall: 0.9708 +2026-05-23 06:03:19,676 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.9711 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.9705 +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7884 +2026-05-23 06:03:19,676 - INFO - Horizon 0.2s - Transition F1: 0.7270, Precision: 0.7582, Recall: 0.7099 +2026-05-23 06:03:19,676 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.7270 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.7883 +2026-05-23 06:03:19,676 - INFO - +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9307 +2026-05-23 06:03:19,676 - INFO - Horizon 0.3s - Overall F1: 0.9286, Precision: 0.9362, Recall: 0.9219 +2026-05-23 06:03:19,676 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.9286 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.9304 +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9655 +2026-05-23 06:03:19,676 - INFO - Horizon 0.3s - Steady F1: 0.9639, Precision: 0.9665, Recall: 0.9621 +2026-05-23 06:03:19,676 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.9639 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.9654 +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7680 +2026-05-23 06:03:19,676 - INFO - Horizon 0.3s - Transition F1: 0.7126, Precision: 0.7398, Recall: 0.6930 +2026-05-23 06:03:19,676 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.7126 +2026-05-23 06:03:19,676 - INFO - Weighted F1: 0.7679 +2026-05-23 06:03:19,676 - INFO - +2026-05-23 06:03:19,676 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9160 +2026-05-23 06:03:19,676 - INFO - Horizon 0.5s - Overall F1: 0.9127, Precision: 0.9252, Recall: 0.9021 +2026-05-23 06:03:19,676 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:03:19,676 - INFO - Macro F1: 0.9127 +2026-05-23 06:03:19,677 - INFO - Weighted F1: 0.9154 +2026-05-23 06:03:19,677 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9537 +2026-05-23 06:03:19,677 - INFO - Horizon 0.5s - Steady F1: 0.9484, Precision: 0.9556, Recall: 0.9424 +2026-05-23 06:03:19,677 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:03:19,677 - INFO - Macro F1: 0.9484 +2026-05-23 06:03:19,677 - INFO - Weighted F1: 0.9534 +2026-05-23 06:03:19,677 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7395 +2026-05-23 06:03:19,677 - INFO - Horizon 0.5s - Transition F1: 0.6952, Precision: 0.7280, Recall: 0.6805 +2026-05-23 06:03:19,677 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:03:19,677 - INFO - Macro F1: 0.6952 +2026-05-23 06:03:19,677 - INFO - Weighted F1: 0.7400 +2026-05-23 06:03:19,677 - INFO - +2026-05-23 06:03:19,677 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8697 +2026-05-23 06:03:19,677 - INFO - Horizon 1.0s - Overall F1: 0.8585, Precision: 0.8809, Recall: 0.8407 +2026-05-23 06:03:19,677 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:03:19,677 - INFO - Macro F1: 0.8585 +2026-05-23 06:03:19,677 - INFO - Weighted F1: 0.8685 +2026-05-23 06:03:19,677 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9127 +2026-05-23 06:03:19,677 - INFO - Horizon 1.0s - Steady F1: 0.8950, Precision: 0.9198, Recall: 0.8763 +2026-05-23 06:03:19,677 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:03:19,677 - INFO - Macro F1: 0.8950 +2026-05-23 06:03:19,677 - INFO - Weighted F1: 0.9117 +2026-05-23 06:03:19,677 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6609 +2026-05-23 06:03:19,677 - INFO - Horizon 1.0s - Transition F1: 0.6081, Precision: 0.6348, Recall: 0.5936 +2026-05-23 06:03:19,677 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:03:19,677 - INFO - Macro F1: 0.6081 +2026-05-23 06:03:19,677 - INFO - Weighted F1: 0.6613 +2026-05-23 06:03:20,058 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_34.pt +2026-05-23 06:03:20,059 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_34.csv +2026-05-23 06:03:20,060 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_34.csv +2026-05-23 06:03:20,061 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_34.csv +2026-05-23 06:03:20,061 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_34.csv +2026-05-23 06:03:20,061 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_34.csv +2026-05-23 06:03:20,062 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_34.csv +2026-05-23 06:03:20,062 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_34.csv +2026-05-23 06:03:20,063 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_34.csv +2026-05-23 06:03:20,063 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_34.csv +2026-05-23 06:03:20,064 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_34.csv +2026-05-23 06:03:20,064 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_34.csv +2026-05-23 06:03:20,065 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_34.csv +2026-05-23 06:03:20,065 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_34.csv +2026-05-23 06:03:20,066 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_34.csv +2026-05-23 06:03:20,066 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_34.csv +2026-05-23 06:03:20,067 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_34.csv +2026-05-23 06:03:20,067 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_34.csv +2026-05-23 06:03:20,068 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_34.csv +2026-05-23 06:03:20,109 - INFO - Removed old checkpoint: checkpoint_epoch_33.pt +2026-05-23 06:03:20,110 - INFO - Epoch 35/50, Learning Rate: 0.000053 +2026-05-23 06:03:42,588 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:03:42,633 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:03:42,679 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:03:42,726 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:03:42,775 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:03:42,821 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:03:43,804 - INFO - Epoch 35/50: +2026-05-23 06:03:43,804 - INFO - Train: loss=0.6226, accuracy_overall=0.9610 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s: accuracy=0.9720 +2026-05-23 06:03:43,804 - INFO - Horizon 0.1s: accuracy=0.9719 +2026-05-23 06:03:43,804 - INFO - Horizon 0.2s: accuracy=0.9695 +2026-05-23 06:03:43,804 - INFO - Horizon 0.3s: accuracy=0.9694 +2026-05-23 06:03:43,804 - INFO - Horizon 0.5s: accuracy=0.9583 +2026-05-23 06:03:43,804 - INFO - Horizon 1.0s: accuracy=0.9248 +2026-05-23 06:03:43,804 - INFO - Val Horizon 0.0s - Overall: loss=0.6988, accuracy=0.9467 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s - Overall F1: 0.9476, Precision: 0.9557, Recall: 0.9404 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:03:43,804 - INFO - Macro F1: 0.9476 +2026-05-23 06:03:43,804 - INFO - Weighted F1: 0.9466 +2026-05-23 06:03:43,804 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9778 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s - Steady F1: 0.9800, Precision: 0.9818, Recall: 0.9786 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:03:43,804 - INFO - Macro F1: 0.9800 +2026-05-23 06:03:43,804 - INFO - Weighted F1: 0.9776 +2026-05-23 06:03:43,804 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8031 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s - Transition F1: 0.7478, Precision: 0.7996, Recall: 0.7119 +2026-05-23 06:03:43,804 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:03:43,804 - INFO - Macro F1: 0.7478 +2026-05-23 06:03:43,804 - INFO - Weighted F1: 0.8017 +2026-05-23 06:03:43,804 - INFO - +2026-05-23 06:03:43,804 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9418 +2026-05-23 06:03:43,804 - INFO - Horizon 0.1s - Overall F1: 0.9416, Precision: 0.9508, Recall: 0.9332 +2026-05-23 06:03:43,804 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9416 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9417 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9738 +2026-05-23 06:03:43,805 - INFO - Horizon 0.1s - Steady F1: 0.9760, Precision: 0.9784, Recall: 0.9739 +2026-05-23 06:03:43,805 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9760 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9737 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7912 +2026-05-23 06:03:43,805 - INFO - Horizon 0.1s - Transition F1: 0.7236, Precision: 0.7754, Recall: 0.6875 +2026-05-23 06:03:43,805 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.7236 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.7902 +2026-05-23 06:03:43,805 - INFO - +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9378 +2026-05-23 06:03:43,805 - INFO - Horizon 0.2s - Overall F1: 0.9367, Precision: 0.9472, Recall: 0.9273 +2026-05-23 06:03:43,805 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9367 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9377 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9696 +2026-05-23 06:03:43,805 - INFO - Horizon 0.2s - Steady F1: 0.9695, Precision: 0.9720, Recall: 0.9676 +2026-05-23 06:03:43,805 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9695 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9694 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7884 +2026-05-23 06:03:43,805 - INFO - Horizon 0.2s - Transition F1: 0.7125, Precision: 0.7715, Recall: 0.6789 +2026-05-23 06:03:43,805 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.7125 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.7869 +2026-05-23 06:03:43,805 - INFO - +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9306 +2026-05-23 06:03:43,805 - INFO - Horizon 0.3s - Overall F1: 0.9282, Precision: 0.9336, Recall: 0.9236 +2026-05-23 06:03:43,805 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9282 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9304 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9655 +2026-05-23 06:03:43,805 - INFO - Horizon 0.3s - Steady F1: 0.9634, Precision: 0.9648, Recall: 0.9627 +2026-05-23 06:03:43,805 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9634 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9654 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7674 +2026-05-23 06:03:43,805 - INFO - Horizon 0.3s - Transition F1: 0.7155, Precision: 0.7346, Recall: 0.7022 +2026-05-23 06:03:43,805 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.7155 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.7673 +2026-05-23 06:03:43,805 - INFO - +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9166 +2026-05-23 06:03:43,805 - INFO - Horizon 0.5s - Overall F1: 0.9120, Precision: 0.9185, Recall: 0.9074 +2026-05-23 06:03:43,805 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9120 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9162 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9513 +2026-05-23 06:03:43,805 - INFO - Horizon 0.5s - Steady F1: 0.9445, Precision: 0.9469, Recall: 0.9439 +2026-05-23 06:03:43,805 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.9445 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.9513 +2026-05-23 06:03:43,805 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7537 +2026-05-23 06:03:43,805 - INFO - Horizon 0.5s - Transition F1: 0.7027, Precision: 0.7189, Recall: 0.6994 +2026-05-23 06:03:43,805 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:03:43,805 - INFO - Macro F1: 0.7027 +2026-05-23 06:03:43,805 - INFO - Weighted F1: 0.7544 +2026-05-23 06:03:43,805 - INFO - +2026-05-23 06:03:43,805 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8714 +2026-05-23 06:03:43,805 - INFO - Horizon 1.0s - Overall F1: 0.8620, Precision: 0.8733, Recall: 0.8539 +2026-05-23 06:03:43,806 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:03:43,806 - INFO - Macro F1: 0.8620 +2026-05-23 06:03:43,806 - INFO - Weighted F1: 0.8711 +2026-05-23 06:03:43,806 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9132 +2026-05-23 06:03:43,806 - INFO - Horizon 1.0s - Steady F1: 0.8950, Precision: 0.9080, Recall: 0.8871 +2026-05-23 06:03:43,806 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:03:43,806 - INFO - Macro F1: 0.8950 +2026-05-23 06:03:43,806 - INFO - Weighted F1: 0.9130 +2026-05-23 06:03:43,806 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6682 +2026-05-23 06:03:43,806 - INFO - Horizon 1.0s - Transition F1: 0.6139, Precision: 0.6316, Recall: 0.6041 +2026-05-23 06:03:43,806 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:03:43,806 - INFO - Macro F1: 0.6139 +2026-05-23 06:03:43,806 - INFO - Weighted F1: 0.6678 +2026-05-23 06:03:44,036 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_35.pt +2026-05-23 06:03:44,037 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_35.csv +2026-05-23 06:03:44,038 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_35.csv +2026-05-23 06:03:44,038 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_35.csv +2026-05-23 06:03:44,039 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_35.csv +2026-05-23 06:03:44,039 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_35.csv +2026-05-23 06:03:44,039 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_35.csv +2026-05-23 06:03:44,040 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_35.csv +2026-05-23 06:03:44,040 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_35.csv +2026-05-23 06:03:44,041 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_35.csv +2026-05-23 06:03:44,041 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_35.csv +2026-05-23 06:03:44,041 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_35.csv +2026-05-23 06:03:44,042 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_35.csv +2026-05-23 06:03:44,042 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_35.csv +2026-05-23 06:03:44,042 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_35.csv +2026-05-23 06:03:44,043 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_35.csv +2026-05-23 06:03:44,043 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_35.csv +2026-05-23 06:03:44,043 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_35.csv +2026-05-23 06:03:44,044 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_35.csv +2026-05-23 06:03:44,073 - INFO - Removed old checkpoint: checkpoint_epoch_34.pt +2026-05-23 06:03:44,074 - INFO - Epoch 36/50, Learning Rate: 0.000048 +2026-05-23 06:04:03,454 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:04:03,495 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:04:03,533 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:04:03,571 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:04:03,621 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:04:03,688 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:04:05,338 - INFO - Epoch 36/50: +2026-05-23 06:04:05,338 - INFO - Train: loss=0.6204, accuracy_overall=0.9622 +2026-05-23 06:04:05,338 - INFO - Horizon 0.0s: accuracy=0.9726 +2026-05-23 06:04:05,338 - INFO - Horizon 0.1s: accuracy=0.9744 +2026-05-23 06:04:05,338 - INFO - Horizon 0.2s: accuracy=0.9707 +2026-05-23 06:04:05,338 - INFO - Horizon 0.3s: accuracy=0.9679 +2026-05-23 06:04:05,338 - INFO - Horizon 0.5s: accuracy=0.9566 +2026-05-23 06:04:05,338 - INFO - Horizon 1.0s: accuracy=0.9311 +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.0s - Overall: loss=0.7079, accuracy=0.9430 +2026-05-23 06:04:05,339 - INFO - Horizon 0.0s - Overall F1: 0.9437, Precision: 0.9413, Recall: 0.9470 +2026-05-23 06:04:05,339 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.9437 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.9428 +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9736 +2026-05-23 06:04:05,339 - INFO - Horizon 0.0s - Steady F1: 0.9770, Precision: 0.9718, Recall: 0.9828 +2026-05-23 06:04:05,339 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.9770 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.9736 +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8012 +2026-05-23 06:04:05,339 - INFO - Horizon 0.0s - Transition F1: 0.7530, Precision: 0.7609, Recall: 0.7589 +2026-05-23 06:04:05,339 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.7530 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.8011 +2026-05-23 06:04:05,339 - INFO - +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9398 +2026-05-23 06:04:05,339 - INFO - Horizon 0.1s - Overall F1: 0.9388, Precision: 0.9324, Recall: 0.9462 +2026-05-23 06:04:05,339 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.9388 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.9396 +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9694 +2026-05-23 06:04:05,339 - INFO - Horizon 0.1s - Steady F1: 0.9709, Precision: 0.9625, Recall: 0.9800 +2026-05-23 06:04:05,339 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.9709 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.9694 +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8003 +2026-05-23 06:04:05,339 - INFO - Horizon 0.1s - Transition F1: 0.7416, Precision: 0.7316, Recall: 0.7656 +2026-05-23 06:04:05,339 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.7416 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.8015 +2026-05-23 06:04:05,339 - INFO - +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9373 +2026-05-23 06:04:05,339 - INFO - Horizon 0.2s - Overall F1: 0.9356, Precision: 0.9321, Recall: 0.9400 +2026-05-23 06:04:05,339 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:04:05,339 - INFO - Macro F1: 0.9356 +2026-05-23 06:04:05,339 - INFO - Weighted F1: 0.9371 +2026-05-23 06:04:05,339 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9660 +2026-05-23 06:04:05,339 - INFO - Horizon 0.2s - Steady F1: 0.9651, Precision: 0.9580, Recall: 0.9730 +2026-05-23 06:04:05,340 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.9651 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.9659 +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.2s - Transition: accuracy=0.8021 +2026-05-23 06:04:05,340 - INFO - Horizon 0.2s - Transition F1: 0.7531, Precision: 0.7589, Recall: 0.7603 +2026-05-23 06:04:05,340 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.7531 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.8025 +2026-05-23 06:04:05,340 - INFO - +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9256 +2026-05-23 06:04:05,340 - INFO - Horizon 0.3s - Overall F1: 0.9222, Precision: 0.9118, Recall: 0.9340 +2026-05-23 06:04:05,340 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.9222 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.9254 +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9607 +2026-05-23 06:04:05,340 - INFO - Horizon 0.3s - Steady F1: 0.9588, Precision: 0.9485, Recall: 0.9703 +2026-05-23 06:04:05,340 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.9588 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.9607 +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7616 +2026-05-23 06:04:05,340 - INFO - Horizon 0.3s - Transition F1: 0.7215, Precision: 0.6966, Recall: 0.7565 +2026-05-23 06:04:05,340 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.7215 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.7625 +2026-05-23 06:04:05,340 - INFO - +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9155 +2026-05-23 06:04:05,340 - INFO - Horizon 0.5s - Overall F1: 0.9118, Precision: 0.9020, Recall: 0.9233 +2026-05-23 06:04:05,340 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.9118 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.9152 +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9495 +2026-05-23 06:04:05,340 - INFO - Horizon 0.5s - Steady F1: 0.9440, Precision: 0.9349, Recall: 0.9547 +2026-05-23 06:04:05,340 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.9440 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.9495 +2026-05-23 06:04:05,340 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7557 +2026-05-23 06:04:05,340 - INFO - Horizon 0.5s - Transition F1: 0.7109, Precision: 0.6976, Recall: 0.7398 +2026-05-23 06:04:05,340 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:04:05,340 - INFO - Macro F1: 0.7109 +2026-05-23 06:04:05,340 - INFO - Weighted F1: 0.7575 +2026-05-23 06:04:05,340 - INFO - +2026-05-23 06:04:05,340 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8686 +2026-05-23 06:04:05,341 - INFO - Horizon 1.0s - Overall F1: 0.8604, Precision: 0.8509, Recall: 0.8735 +2026-05-23 06:04:05,341 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:04:05,341 - INFO - Macro F1: 0.8604 +2026-05-23 06:04:05,341 - INFO - Weighted F1: 0.8679 +2026-05-23 06:04:05,341 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9104 +2026-05-23 06:04:05,341 - INFO - Horizon 1.0s - Steady F1: 0.8952, Precision: 0.8894, Recall: 0.9069 +2026-05-23 06:04:05,341 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:04:05,341 - INFO - Macro F1: 0.8952 +2026-05-23 06:04:05,341 - INFO - Weighted F1: 0.9100 +2026-05-23 06:04:05,341 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6662 +2026-05-23 06:04:05,341 - INFO - Horizon 1.0s - Transition F1: 0.6338, Precision: 0.6150, Recall: 0.6654 +2026-05-23 06:04:05,341 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:04:05,341 - INFO - Macro F1: 0.6338 +2026-05-23 06:04:05,341 - INFO - Weighted F1: 0.6674 +2026-05-23 06:04:05,727 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_36.pt +2026-05-23 06:04:05,728 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_36.csv +2026-05-23 06:04:05,729 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_36.csv +2026-05-23 06:04:05,730 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_36.csv +2026-05-23 06:04:05,731 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_36.csv +2026-05-23 06:04:05,731 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_36.csv +2026-05-23 06:04:05,732 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_36.csv +2026-05-23 06:04:05,732 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_36.csv +2026-05-23 06:04:05,733 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_36.csv +2026-05-23 06:04:05,733 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_36.csv +2026-05-23 06:04:05,734 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_36.csv +2026-05-23 06:04:05,734 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_36.csv +2026-05-23 06:04:05,735 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_36.csv +2026-05-23 06:04:05,735 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_36.csv +2026-05-23 06:04:05,736 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_36.csv +2026-05-23 06:04:05,736 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_36.csv +2026-05-23 06:04:05,737 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_36.csv +2026-05-23 06:04:05,738 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_36.csv +2026-05-23 06:04:05,738 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_36.csv +2026-05-23 06:04:05,788 - INFO - Removed old checkpoint: checkpoint_epoch_35.pt +2026-05-23 06:04:05,789 - INFO - Epoch 37/50, Learning Rate: 0.000048 +2026-05-23 06:04:31,597 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:04:31,639 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:04:31,689 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:04:31,742 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:04:31,790 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:04:31,838 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:04:32,859 - INFO - Epoch 37/50: +2026-05-23 06:04:32,859 - INFO - Train: loss=0.6197, accuracy_overall=0.9622 +2026-05-23 06:04:32,859 - INFO - Horizon 0.0s: accuracy=0.9727 +2026-05-23 06:04:32,859 - INFO - Horizon 0.1s: accuracy=0.9758 +2026-05-23 06:04:32,859 - INFO - Horizon 0.2s: accuracy=0.9717 +2026-05-23 06:04:32,859 - INFO - Horizon 0.3s: accuracy=0.9681 +2026-05-23 06:04:32,859 - INFO - Horizon 0.5s: accuracy=0.9563 +2026-05-23 06:04:32,859 - INFO - Horizon 1.0s: accuracy=0.9287 +2026-05-23 06:04:32,859 - INFO - Val Horizon 0.0s - Overall: loss=0.6959, accuracy=0.9465 +2026-05-23 06:04:32,859 - INFO - Horizon 0.0s - Overall F1: 0.9475, Precision: 0.9552, Recall: 0.9409 +2026-05-23 06:04:32,859 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:04:32,859 - INFO - Macro F1: 0.9475 +2026-05-23 06:04:32,859 - INFO - Weighted F1: 0.9463 +2026-05-23 06:04:32,859 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9761 +2026-05-23 06:04:32,859 - INFO - Horizon 0.0s - Steady F1: 0.9793, Precision: 0.9806, Recall: 0.9787 +2026-05-23 06:04:32,859 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:04:32,859 - INFO - Macro F1: 0.9793 +2026-05-23 06:04:32,859 - INFO - Weighted F1: 0.9760 +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8095 +2026-05-23 06:04:32,860 - INFO - Horizon 0.0s - Transition F1: 0.7536, Precision: 0.7959, Recall: 0.7282 +2026-05-23 06:04:32,860 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.7536 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.8092 +2026-05-23 06:04:32,860 - INFO - +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9419 +2026-05-23 06:04:32,860 - INFO - Horizon 0.1s - Overall F1: 0.9412, Precision: 0.9491, Recall: 0.9345 +2026-05-23 06:04:32,860 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.9412 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.9417 +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9731 +2026-05-23 06:04:32,860 - INFO - Horizon 0.1s - Steady F1: 0.9749, Precision: 0.9776, Recall: 0.9728 +2026-05-23 06:04:32,860 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.9749 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.9730 +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7951 +2026-05-23 06:04:32,860 - INFO - Horizon 0.1s - Transition F1: 0.7286, Precision: 0.7636, Recall: 0.7065 +2026-05-23 06:04:32,860 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.7286 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.7950 +2026-05-23 06:04:32,860 - INFO - +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9370 +2026-05-23 06:04:32,860 - INFO - Horizon 0.2s - Overall F1: 0.9375, Precision: 0.9475, Recall: 0.9290 +2026-05-23 06:04:32,860 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.9375 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.9368 +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9689 +2026-05-23 06:04:32,860 - INFO - Horizon 0.2s - Steady F1: 0.9703, Precision: 0.9731, Recall: 0.9684 +2026-05-23 06:04:32,860 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.9703 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.9687 +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7872 +2026-05-23 06:04:32,860 - INFO - Horizon 0.2s - Transition F1: 0.7293, Precision: 0.7754, Recall: 0.7024 +2026-05-23 06:04:32,860 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:04:32,860 - INFO - Macro F1: 0.7293 +2026-05-23 06:04:32,860 - INFO - Weighted F1: 0.7872 +2026-05-23 06:04:32,860 - INFO - +2026-05-23 06:04:32,860 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9303 +2026-05-23 06:04:32,860 - INFO - Horizon 0.3s - Overall F1: 0.9279, Precision: 0.9357, Recall: 0.9215 +2026-05-23 06:04:32,861 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.9279 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.9300 +2026-05-23 06:04:32,861 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9639 +2026-05-23 06:04:32,861 - INFO - Horizon 0.3s - Steady F1: 0.9634, Precision: 0.9675, Recall: 0.9603 +2026-05-23 06:04:32,861 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.9634 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.9637 +2026-05-23 06:04:32,861 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7738 +2026-05-23 06:04:32,861 - INFO - Horizon 0.3s - Transition F1: 0.7215, Precision: 0.7411, Recall: 0.7086 +2026-05-23 06:04:32,861 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.7215 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.7741 +2026-05-23 06:04:32,861 - INFO - +2026-05-23 06:04:32,861 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9189 +2026-05-23 06:04:32,861 - INFO - Horizon 0.5s - Overall F1: 0.9144, Precision: 0.9264, Recall: 0.9044 +2026-05-23 06:04:32,861 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.9144 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.9184 +2026-05-23 06:04:32,861 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9523 +2026-05-23 06:04:32,861 - INFO - Horizon 0.5s - Steady F1: 0.9466, Precision: 0.9539, Recall: 0.9416 +2026-05-23 06:04:32,861 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.9466 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.9520 +2026-05-23 06:04:32,861 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7621 +2026-05-23 06:04:32,861 - INFO - Horizon 0.5s - Transition F1: 0.7092, Precision: 0.7442, Recall: 0.6866 +2026-05-23 06:04:32,861 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.7092 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.7622 +2026-05-23 06:04:32,861 - INFO - +2026-05-23 06:04:32,861 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8738 +2026-05-23 06:04:32,861 - INFO - Horizon 1.0s - Overall F1: 0.8629, Precision: 0.8825, Recall: 0.8492 +2026-05-23 06:04:32,861 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.8629 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.8723 +2026-05-23 06:04:32,861 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9160 +2026-05-23 06:04:32,861 - INFO - Horizon 1.0s - Steady F1: 0.8992, Precision: 0.9197, Recall: 0.8863 +2026-05-23 06:04:32,861 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.8992 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.9149 +2026-05-23 06:04:32,861 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6689 +2026-05-23 06:04:32,861 - INFO - Horizon 1.0s - Transition F1: 0.6265, Precision: 0.6418, Recall: 0.6227 +2026-05-23 06:04:32,861 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:04:32,861 - INFO - Macro F1: 0.6265 +2026-05-23 06:04:32,861 - INFO - Weighted F1: 0.6708 +2026-05-23 06:04:33,093 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_37.pt +2026-05-23 06:04:33,094 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_37.csv +2026-05-23 06:04:33,095 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_37.csv +2026-05-23 06:04:33,095 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_37.csv +2026-05-23 06:04:33,096 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_37.csv +2026-05-23 06:04:33,096 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_37.csv +2026-05-23 06:04:33,096 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_37.csv +2026-05-23 06:04:33,097 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_37.csv +2026-05-23 06:04:33,097 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_37.csv +2026-05-23 06:04:33,098 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_37.csv +2026-05-23 06:04:33,098 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_37.csv +2026-05-23 06:04:33,098 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_37.csv +2026-05-23 06:04:33,099 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_37.csv +2026-05-23 06:04:33,099 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_37.csv +2026-05-23 06:04:33,100 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_37.csv +2026-05-23 06:04:33,100 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_37.csv +2026-05-23 06:04:33,100 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_37.csv +2026-05-23 06:04:33,101 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_37.csv +2026-05-23 06:04:33,101 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_37.csv +2026-05-23 06:04:33,133 - INFO - Removed old checkpoint: checkpoint_epoch_36.pt +2026-05-23 06:04:33,133 - INFO - Epoch 38/50, Learning Rate: 0.000048 +2026-05-23 06:04:55,129 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:04:55,174 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:04:55,221 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:04:55,264 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:04:55,309 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:04:55,361 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:04:56,394 - INFO - Epoch 38/50: +2026-05-23 06:04:56,394 - INFO - Train: loss=0.6228, accuracy_overall=0.9608 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s: accuracy=0.9746 +2026-05-23 06:04:56,394 - INFO - Horizon 0.1s: accuracy=0.9736 +2026-05-23 06:04:56,394 - INFO - Horizon 0.2s: accuracy=0.9690 +2026-05-23 06:04:56,394 - INFO - Horizon 0.3s: accuracy=0.9640 +2026-05-23 06:04:56,394 - INFO - Horizon 0.5s: accuracy=0.9560 +2026-05-23 06:04:56,394 - INFO - Horizon 1.0s: accuracy=0.9278 +2026-05-23 06:04:56,394 - INFO - Val Horizon 0.0s - Overall: loss=0.7019, accuracy=0.9437 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s - Overall F1: 0.9452, Precision: 0.9524, Recall: 0.9393 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:04:56,394 - INFO - Macro F1: 0.9452 +2026-05-23 06:04:56,394 - INFO - Weighted F1: 0.9435 +2026-05-23 06:04:56,394 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9742 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s - Steady F1: 0.9778, Precision: 0.9805, Recall: 0.9760 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:04:56,394 - INFO - Macro F1: 0.9778 +2026-05-23 06:04:56,394 - INFO - Weighted F1: 0.9741 +2026-05-23 06:04:56,394 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8031 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s - Transition F1: 0.7507, Precision: 0.7816, Recall: 0.7391 +2026-05-23 06:04:56,394 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:04:56,394 - INFO - Macro F1: 0.7507 +2026-05-23 06:04:56,394 - INFO - Weighted F1: 0.8029 +2026-05-23 06:04:56,394 - INFO - +2026-05-23 06:04:56,394 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9398 +2026-05-23 06:04:56,394 - INFO - Horizon 0.1s - Overall F1: 0.9393, Precision: 0.9448, Recall: 0.9352 +2026-05-23 06:04:56,394 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:04:56,394 - INFO - Macro F1: 0.9393 +2026-05-23 06:04:56,394 - INFO - Weighted F1: 0.9396 +2026-05-23 06:04:56,394 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9709 +2026-05-23 06:04:56,395 - INFO - Horizon 0.1s - Steady F1: 0.9737, Precision: 0.9761, Recall: 0.9723 +2026-05-23 06:04:56,395 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.9737 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.9708 +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7931 +2026-05-23 06:04:56,395 - INFO - Horizon 0.1s - Transition F1: 0.7229, Precision: 0.7426, Recall: 0.7169 +2026-05-23 06:04:56,395 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.7229 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.7932 +2026-05-23 06:04:56,395 - INFO - +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9350 +2026-05-23 06:04:56,395 - INFO - Horizon 0.2s - Overall F1: 0.9353, Precision: 0.9437, Recall: 0.9284 +2026-05-23 06:04:56,395 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.9353 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.9348 +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9678 +2026-05-23 06:04:56,395 - INFO - Horizon 0.2s - Steady F1: 0.9693, Precision: 0.9715, Recall: 0.9682 +2026-05-23 06:04:56,395 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.9693 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.9677 +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7807 +2026-05-23 06:04:56,395 - INFO - Horizon 0.2s - Transition F1: 0.7243, Precision: 0.7604, Recall: 0.7085 +2026-05-23 06:04:56,395 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.7243 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.7808 +2026-05-23 06:04:56,395 - INFO - +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9302 +2026-05-23 06:04:56,395 - INFO - Horizon 0.3s - Overall F1: 0.9292, Precision: 0.9378, Recall: 0.9220 +2026-05-23 06:04:56,395 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.9292 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.9299 +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9639 +2026-05-23 06:04:56,395 - INFO - Horizon 0.3s - Steady F1: 0.9648, Precision: 0.9696, Recall: 0.9609 +2026-05-23 06:04:56,395 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.9648 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.9638 +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7732 +2026-05-23 06:04:56,395 - INFO - Horizon 0.3s - Transition F1: 0.7114, Precision: 0.7304, Recall: 0.7049 +2026-05-23 06:04:56,395 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.7114 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.7737 +2026-05-23 06:04:56,395 - INFO - +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9128 +2026-05-23 06:04:56,395 - INFO - Horizon 0.5s - Overall F1: 0.9092, Precision: 0.9220, Recall: 0.8987 +2026-05-23 06:04:56,395 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:04:56,395 - INFO - Macro F1: 0.9092 +2026-05-23 06:04:56,395 - INFO - Weighted F1: 0.9122 +2026-05-23 06:04:56,395 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9493 +2026-05-23 06:04:56,395 - INFO - Horizon 0.5s - Steady F1: 0.9436, Precision: 0.9539, Recall: 0.9350 +2026-05-23 06:04:56,396 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:04:56,396 - INFO - Macro F1: 0.9436 +2026-05-23 06:04:56,396 - INFO - Weighted F1: 0.9489 +2026-05-23 06:04:56,396 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7421 +2026-05-23 06:04:56,396 - INFO - Horizon 0.5s - Transition F1: 0.7045, Precision: 0.7299, Recall: 0.6965 +2026-05-23 06:04:56,396 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:04:56,396 - INFO - Macro F1: 0.7045 +2026-05-23 06:04:56,396 - INFO - Weighted F1: 0.7424 +2026-05-23 06:04:56,396 - INFO - +2026-05-23 06:04:56,396 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8711 +2026-05-23 06:04:56,396 - INFO - Horizon 1.0s - Overall F1: 0.8593, Precision: 0.8870, Recall: 0.8395 +2026-05-23 06:04:56,396 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:04:56,396 - INFO - Macro F1: 0.8593 +2026-05-23 06:04:56,396 - INFO - Weighted F1: 0.8690 +2026-05-23 06:04:56,396 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9130 +2026-05-23 06:04:56,396 - INFO - Horizon 1.0s - Steady F1: 0.8948, Precision: 0.9214, Recall: 0.8759 +2026-05-23 06:04:56,396 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:04:56,396 - INFO - Macro F1: 0.8948 +2026-05-23 06:04:56,396 - INFO - Weighted F1: 0.9114 +2026-05-23 06:04:56,396 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6682 +2026-05-23 06:04:56,396 - INFO - Horizon 1.0s - Transition F1: 0.6207, Precision: 0.6515, Recall: 0.6122 +2026-05-23 06:04:56,396 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:04:56,396 - INFO - Macro F1: 0.6207 +2026-05-23 06:04:56,396 - INFO - Weighted F1: 0.6711 +2026-05-23 06:04:56,636 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_38.pt +2026-05-23 06:04:56,637 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_38.csv +2026-05-23 06:04:56,637 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_38.csv +2026-05-23 06:04:56,638 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_38.csv +2026-05-23 06:04:56,638 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_38.csv +2026-05-23 06:04:56,638 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_38.csv +2026-05-23 06:04:56,639 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_38.csv +2026-05-23 06:04:56,639 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_38.csv +2026-05-23 06:04:56,640 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_38.csv +2026-05-23 06:04:56,640 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_38.csv +2026-05-23 06:04:56,640 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_38.csv +2026-05-23 06:04:56,641 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_38.csv +2026-05-23 06:04:56,641 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_38.csv +2026-05-23 06:04:56,641 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_38.csv +2026-05-23 06:04:56,642 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_38.csv +2026-05-23 06:04:56,642 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_38.csv +2026-05-23 06:04:56,643 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_38.csv +2026-05-23 06:04:56,643 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_38.csv +2026-05-23 06:04:56,643 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_38.csv +2026-05-23 06:04:56,673 - INFO - Removed old checkpoint: checkpoint_epoch_37.pt +2026-05-23 06:04:56,674 - INFO - Epoch 39/50, Learning Rate: 0.000048 +2026-05-23 06:05:24,421 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:05:24,494 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:05:24,577 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:05:24,634 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:05:24,697 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:05:24,763 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:05:26,254 - INFO - Epoch 39/50: +2026-05-23 06:05:26,254 - INFO - Train: loss=0.6177, accuracy_overall=0.9635 +2026-05-23 06:05:26,254 - INFO - Horizon 0.0s: accuracy=0.9723 +2026-05-23 06:05:26,255 - INFO - Horizon 0.1s: accuracy=0.9764 +2026-05-23 06:05:26,255 - INFO - Horizon 0.2s: accuracy=0.9743 +2026-05-23 06:05:26,255 - INFO - Horizon 0.3s: accuracy=0.9680 +2026-05-23 06:05:26,255 - INFO - Horizon 0.5s: accuracy=0.9563 +2026-05-23 06:05:26,255 - INFO - Horizon 1.0s: accuracy=0.9339 +2026-05-23 06:05:26,255 - INFO - Val Horizon 0.0s - Overall: loss=0.7010, accuracy=0.9449 +2026-05-23 06:05:26,255 - INFO - Horizon 0.0s - Overall F1: 0.9459, Precision: 0.9501, Recall: 0.9430 +2026-05-23 06:05:26,255 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:05:26,255 - INFO - Macro F1: 0.9459 +2026-05-23 06:05:26,255 - INFO - Weighted F1: 0.9447 +2026-05-23 06:05:26,255 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9762 +2026-05-23 06:05:26,255 - INFO - Horizon 0.0s - Steady F1: 0.9800, Precision: 0.9789, Recall: 0.9815 +2026-05-23 06:05:26,255 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:05:26,255 - INFO - Macro F1: 0.9800 +2026-05-23 06:05:26,255 - INFO - Weighted F1: 0.9762 +2026-05-23 06:05:26,255 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7999 +2026-05-23 06:05:26,255 - INFO - Horizon 0.0s - Transition F1: 0.7487, Precision: 0.7711, Recall: 0.7413 +2026-05-23 06:05:26,255 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:05:26,255 - INFO - Macro F1: 0.7487 +2026-05-23 06:05:26,255 - INFO - Weighted F1: 0.8004 +2026-05-23 06:05:26,255 - INFO - +2026-05-23 06:05:26,255 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9424 +2026-05-23 06:05:26,255 - INFO - Horizon 0.1s - Overall F1: 0.9422, Precision: 0.9445, Recall: 0.9407 +2026-05-23 06:05:26,255 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:05:26,255 - INFO - Macro F1: 0.9422 +2026-05-23 06:05:26,255 - INFO - Weighted F1: 0.9422 +2026-05-23 06:05:26,255 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9740 +2026-05-23 06:05:26,255 - INFO - Horizon 0.1s - Steady F1: 0.9771, Precision: 0.9760, Recall: 0.9785 +2026-05-23 06:05:26,256 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:05:26,256 - INFO - Macro F1: 0.9771 +2026-05-23 06:05:26,256 - INFO - Weighted F1: 0.9739 +2026-05-23 06:05:26,256 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7938 +2026-05-23 06:05:26,256 - INFO - Horizon 0.1s - Transition F1: 0.7298, Precision: 0.7371, Recall: 0.7314 +2026-05-23 06:05:26,256 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:05:26,256 - INFO - Macro F1: 0.7298 +2026-05-23 06:05:26,256 - INFO - Weighted F1: 0.7953 +2026-05-23 06:05:26,256 - INFO - +2026-05-23 06:05:26,256 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9381 +2026-05-23 06:05:26,256 - INFO - Horizon 0.2s - Overall F1: 0.9385, Precision: 0.9435, Recall: 0.9344 +2026-05-23 06:05:26,256 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:05:26,256 - INFO - Macro F1: 0.9385 +2026-05-23 06:05:26,256 - INFO - Weighted F1: 0.9379 +2026-05-23 06:05:26,256 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9698 +2026-05-23 06:05:26,256 - INFO - Horizon 0.2s - Steady F1: 0.9708, Precision: 0.9714, Recall: 0.9708 +2026-05-23 06:05:26,256 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:05:26,256 - INFO - Macro F1: 0.9708 +2026-05-23 06:05:26,256 - INFO - Weighted F1: 0.9698 +2026-05-23 06:05:26,256 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7884 +2026-05-23 06:05:26,256 - INFO - Horizon 0.2s - Transition F1: 0.7385, Precision: 0.7619, Recall: 0.7308 +2026-05-23 06:05:26,256 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:05:26,256 - INFO - Macro F1: 0.7385 +2026-05-23 06:05:26,256 - INFO - Weighted F1: 0.7888 +2026-05-23 06:05:26,256 - INFO - +2026-05-23 06:05:26,256 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9305 +2026-05-23 06:05:26,256 - INFO - Horizon 0.3s - Overall F1: 0.9284, Precision: 0.9314, Recall: 0.9263 +2026-05-23 06:05:26,256 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:05:26,256 - INFO - Macro F1: 0.9284 +2026-05-23 06:05:26,256 - INFO - Weighted F1: 0.9303 +2026-05-23 06:05:26,256 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9648 +2026-05-23 06:05:26,256 - INFO - Horizon 0.3s - Steady F1: 0.9652, Precision: 0.9663, Recall: 0.9646 +2026-05-23 06:05:26,257 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.9652 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.9648 +2026-05-23 06:05:26,257 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7700 +2026-05-23 06:05:26,257 - INFO - Horizon 0.3s - Transition F1: 0.7049, Precision: 0.7100, Recall: 0.7081 +2026-05-23 06:05:26,257 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.7049 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.7703 +2026-05-23 06:05:26,257 - INFO - +2026-05-23 06:05:26,257 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9170 +2026-05-23 06:05:26,257 - INFO - Horizon 0.5s - Overall F1: 0.9120, Precision: 0.9188, Recall: 0.9071 +2026-05-23 06:05:26,257 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.9120 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.9167 +2026-05-23 06:05:26,257 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9519 +2026-05-23 06:05:26,257 - INFO - Horizon 0.5s - Steady F1: 0.9460, Precision: 0.9496, Recall: 0.9438 +2026-05-23 06:05:26,257 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.9460 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.9518 +2026-05-23 06:05:26,257 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7537 +2026-05-23 06:05:26,257 - INFO - Horizon 0.5s - Transition F1: 0.7053, Precision: 0.7221, Recall: 0.7044 +2026-05-23 06:05:26,257 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.7053 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.7539 +2026-05-23 06:05:26,257 - INFO - +2026-05-23 06:05:26,257 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8732 +2026-05-23 06:05:26,257 - INFO - Horizon 1.0s - Overall F1: 0.8602, Precision: 0.8842, Recall: 0.8435 +2026-05-23 06:05:26,257 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.8602 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.8716 +2026-05-23 06:05:26,257 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9135 +2026-05-23 06:05:26,257 - INFO - Horizon 1.0s - Steady F1: 0.8955, Precision: 0.9154, Recall: 0.8833 +2026-05-23 06:05:26,257 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.8955 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.9125 +2026-05-23 06:05:26,257 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6775 +2026-05-23 06:05:26,257 - INFO - Horizon 1.0s - Transition F1: 0.6192, Precision: 0.6584, Recall: 0.6119 +2026-05-23 06:05:26,257 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:05:26,257 - INFO - Macro F1: 0.6192 +2026-05-23 06:05:26,257 - INFO - Weighted F1: 0.6795 +2026-05-23 06:05:26,508 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_39.pt +2026-05-23 06:05:26,509 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_39.csv +2026-05-23 06:05:26,510 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_39.csv +2026-05-23 06:05:26,510 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_39.csv +2026-05-23 06:05:26,510 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_39.csv +2026-05-23 06:05:26,511 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_39.csv +2026-05-23 06:05:26,511 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_39.csv +2026-05-23 06:05:26,511 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_39.csv +2026-05-23 06:05:26,512 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_39.csv +2026-05-23 06:05:26,512 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_39.csv +2026-05-23 06:05:26,512 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_39.csv +2026-05-23 06:05:26,513 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_39.csv +2026-05-23 06:05:26,513 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_39.csv +2026-05-23 06:05:26,514 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_39.csv +2026-05-23 06:05:26,514 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_39.csv +2026-05-23 06:05:26,514 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_39.csv +2026-05-23 06:05:26,515 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_39.csv +2026-05-23 06:05:26,515 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_39.csv +2026-05-23 06:05:26,515 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_39.csv +2026-05-23 06:05:26,546 - INFO - Removed old checkpoint: checkpoint_epoch_38.pt +2026-05-23 06:05:26,547 - INFO - Epoch 40/50, Learning Rate: 0.000048 +2026-05-23 06:05:52,323 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:05:52,368 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:05:52,420 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:05:52,465 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:05:52,516 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:05:52,574 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:05:53,709 - INFO - Epoch 40/50: +2026-05-23 06:05:53,709 - INFO - Train: loss=0.6170, accuracy_overall=0.9616 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s: accuracy=0.9675 +2026-05-23 06:05:53,709 - INFO - Horizon 0.1s: accuracy=0.9740 +2026-05-23 06:05:53,709 - INFO - Horizon 0.2s: accuracy=0.9724 +2026-05-23 06:05:53,709 - INFO - Horizon 0.3s: accuracy=0.9672 +2026-05-23 06:05:53,709 - INFO - Horizon 0.5s: accuracy=0.9582 +2026-05-23 06:05:53,709 - INFO - Horizon 1.0s: accuracy=0.9306 +2026-05-23 06:05:53,709 - INFO - Val Horizon 0.0s - Overall: loss=0.6948, accuracy=0.9476 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s - Overall F1: 0.9483, Precision: 0.9524, Recall: 0.9448 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:05:53,709 - INFO - Macro F1: 0.9483 +2026-05-23 06:05:53,709 - INFO - Weighted F1: 0.9475 +2026-05-23 06:05:53,709 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9787 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s - Steady F1: 0.9817, Precision: 0.9823, Recall: 0.9814 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:05:53,709 - INFO - Macro F1: 0.9817 +2026-05-23 06:05:53,709 - INFO - Weighted F1: 0.9787 +2026-05-23 06:05:53,709 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8037 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s - Transition F1: 0.7587, Precision: 0.7757, Recall: 0.7485 +2026-05-23 06:05:53,709 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:05:53,709 - INFO - Macro F1: 0.7587 +2026-05-23 06:05:53,709 - INFO - Weighted F1: 0.8042 +2026-05-23 06:05:53,709 - INFO - +2026-05-23 06:05:53,709 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9453 +2026-05-23 06:05:53,709 - INFO - Horizon 0.1s - Overall F1: 0.9448, Precision: 0.9484, Recall: 0.9416 +2026-05-23 06:05:53,709 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:05:53,709 - INFO - Macro F1: 0.9448 +2026-05-23 06:05:53,709 - INFO - Weighted F1: 0.9452 +2026-05-23 06:05:53,709 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9760 +2026-05-23 06:05:53,709 - INFO - Horizon 0.1s - Steady F1: 0.9783, Precision: 0.9790, Recall: 0.9778 +2026-05-23 06:05:53,709 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:05:53,709 - INFO - Macro F1: 0.9783 +2026-05-23 06:05:53,709 - INFO - Weighted F1: 0.9760 +2026-05-23 06:05:53,709 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8009 +2026-05-23 06:05:53,709 - INFO - Horizon 0.1s - Transition F1: 0.7373, Precision: 0.7508, Recall: 0.7301 +2026-05-23 06:05:53,710 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.7373 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.8016 +2026-05-23 06:05:53,710 - INFO - +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9387 +2026-05-23 06:05:53,710 - INFO - Horizon 0.2s - Overall F1: 0.9390, Precision: 0.9437, Recall: 0.9348 +2026-05-23 06:05:53,710 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.9390 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.9386 +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9708 +2026-05-23 06:05:53,710 - INFO - Horizon 0.2s - Steady F1: 0.9719, Precision: 0.9717, Recall: 0.9726 +2026-05-23 06:05:53,710 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.9719 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.9707 +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7878 +2026-05-23 06:05:53,710 - INFO - Horizon 0.2s - Transition F1: 0.7380, Precision: 0.7601, Recall: 0.7231 +2026-05-23 06:05:53,710 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.7380 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.7889 +2026-05-23 06:05:53,710 - INFO - +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9319 +2026-05-23 06:05:53,710 - INFO - Horizon 0.3s - Overall F1: 0.9307, Precision: 0.9358, Recall: 0.9261 +2026-05-23 06:05:53,710 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.9307 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.9317 +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9669 +2026-05-23 06:05:53,710 - INFO - Horizon 0.3s - Steady F1: 0.9670, Precision: 0.9688, Recall: 0.9657 +2026-05-23 06:05:53,710 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.9670 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.9668 +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7687 +2026-05-23 06:05:53,710 - INFO - Horizon 0.3s - Transition F1: 0.7166, Precision: 0.7269, Recall: 0.7098 +2026-05-23 06:05:53,710 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.7166 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.7699 +2026-05-23 06:05:53,710 - INFO - +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9201 +2026-05-23 06:05:53,710 - INFO - Horizon 0.5s - Overall F1: 0.9166, Precision: 0.9308, Recall: 0.9043 +2026-05-23 06:05:53,710 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.9166 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.9196 +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9570 +2026-05-23 06:05:53,710 - INFO - Horizon 0.5s - Steady F1: 0.9525, Precision: 0.9614, Recall: 0.9447 +2026-05-23 06:05:53,710 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.9525 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.9568 +2026-05-23 06:05:53,710 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7473 +2026-05-23 06:05:53,710 - INFO - Horizon 0.5s - Transition F1: 0.7002, Precision: 0.7341, Recall: 0.6831 +2026-05-23 06:05:53,710 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:05:53,710 - INFO - Macro F1: 0.7002 +2026-05-23 06:05:53,710 - INFO - Weighted F1: 0.7478 +2026-05-23 06:05:53,710 - INFO - +2026-05-23 06:05:53,711 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8709 +2026-05-23 06:05:53,711 - INFO - Horizon 1.0s - Overall F1: 0.8593, Precision: 0.8822, Recall: 0.8416 +2026-05-23 06:05:53,711 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:05:53,711 - INFO - Macro F1: 0.8593 +2026-05-23 06:05:53,711 - INFO - Weighted F1: 0.8691 +2026-05-23 06:05:53,711 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9161 +2026-05-23 06:05:53,711 - INFO - Horizon 1.0s - Steady F1: 0.8972, Precision: 0.9183, Recall: 0.8803 +2026-05-23 06:05:53,711 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:05:53,711 - INFO - Macro F1: 0.8972 +2026-05-23 06:05:53,711 - INFO - Weighted F1: 0.9150 +2026-05-23 06:05:53,711 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6516 +2026-05-23 06:05:53,711 - INFO - Horizon 1.0s - Transition F1: 0.6106, Precision: 0.6303, Recall: 0.6081 +2026-05-23 06:05:53,711 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:05:53,711 - INFO - Macro F1: 0.6106 +2026-05-23 06:05:53,711 - INFO - Weighted F1: 0.6535 +2026-05-23 06:05:53,948 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_40.pt +2026-05-23 06:05:53,949 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_40.csv +2026-05-23 06:05:53,949 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_40.csv +2026-05-23 06:05:53,949 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_40.csv +2026-05-23 06:05:53,950 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_40.csv +2026-05-23 06:05:53,950 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_40.csv +2026-05-23 06:05:53,951 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_40.csv +2026-05-23 06:05:53,951 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_40.csv +2026-05-23 06:05:53,951 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_40.csv +2026-05-23 06:05:53,952 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_40.csv +2026-05-23 06:05:53,952 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_40.csv +2026-05-23 06:05:53,952 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_40.csv +2026-05-23 06:05:53,953 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_40.csv +2026-05-23 06:05:53,953 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_40.csv +2026-05-23 06:05:53,953 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_40.csv +2026-05-23 06:05:53,954 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_40.csv +2026-05-23 06:05:53,954 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_40.csv +2026-05-23 06:05:53,954 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_40.csv +2026-05-23 06:05:53,955 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_40.csv +2026-05-23 06:05:53,984 - INFO - Removed old checkpoint: checkpoint_epoch_39.pt +2026-05-23 06:05:53,984 - INFO - Epoch 41/50, Learning Rate: 0.000043 +2026-05-23 06:06:15,606 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:06:15,651 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:06:15,695 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:06:15,740 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:06:15,793 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:06:15,838 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:06:16,849 - INFO - Epoch 41/50: +2026-05-23 06:06:16,849 - INFO - Train: loss=0.6119, accuracy_overall=0.9663 +2026-05-23 06:06:16,849 - INFO - Horizon 0.0s: accuracy=0.9744 +2026-05-23 06:06:16,849 - INFO - Horizon 0.1s: accuracy=0.9783 +2026-05-23 06:06:16,849 - INFO - Horizon 0.2s: accuracy=0.9751 +2026-05-23 06:06:16,849 - INFO - Horizon 0.3s: accuracy=0.9722 +2026-05-23 06:06:16,849 - INFO - Horizon 0.5s: accuracy=0.9638 +2026-05-23 06:06:16,849 - INFO - Horizon 1.0s: accuracy=0.9338 +2026-05-23 06:06:16,849 - INFO - Val Horizon 0.0s - Overall: loss=0.6976, accuracy=0.9453 +2026-05-23 06:06:16,849 - INFO - Horizon 0.0s - Overall F1: 0.9456, Precision: 0.9541, Recall: 0.9384 +2026-05-23 06:06:16,849 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:06:16,849 - INFO - Macro F1: 0.9456 +2026-05-23 06:06:16,849 - INFO - Weighted F1: 0.9451 +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9762 +2026-05-23 06:06:16,850 - INFO - Horizon 0.0s - Steady F1: 0.9783, Precision: 0.9819, Recall: 0.9755 +2026-05-23 06:06:16,850 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.9783 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.9761 +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8024 +2026-05-23 06:06:16,850 - INFO - Horizon 0.0s - Transition F1: 0.7429, Precision: 0.7813, Recall: 0.7224 +2026-05-23 06:06:16,850 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.7429 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.8010 +2026-05-23 06:06:16,850 - INFO - +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9425 +2026-05-23 06:06:16,850 - INFO - Horizon 0.1s - Overall F1: 0.9407, Precision: 0.9489, Recall: 0.9337 +2026-05-23 06:06:16,850 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.9407 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.9422 +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9740 +2026-05-23 06:06:16,850 - INFO - Horizon 0.1s - Steady F1: 0.9756, Precision: 0.9778, Recall: 0.9740 +2026-05-23 06:06:16,850 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.9756 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.9738 +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7944 +2026-05-23 06:06:16,850 - INFO - Horizon 0.1s - Transition F1: 0.7250, Precision: 0.7562, Recall: 0.7087 +2026-05-23 06:06:16,850 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.7250 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.7946 +2026-05-23 06:06:16,850 - INFO - +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9360 +2026-05-23 06:06:16,850 - INFO - Horizon 0.2s - Overall F1: 0.9346, Precision: 0.9443, Recall: 0.9264 +2026-05-23 06:06:16,850 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.9346 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.9357 +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9687 +2026-05-23 06:06:16,850 - INFO - Horizon 0.2s - Steady F1: 0.9687, Precision: 0.9708, Recall: 0.9676 +2026-05-23 06:06:16,850 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.9687 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.9686 +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7820 +2026-05-23 06:06:16,850 - INFO - Horizon 0.2s - Transition F1: 0.7234, Precision: 0.7672, Recall: 0.6996 +2026-05-23 06:06:16,850 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:06:16,850 - INFO - Macro F1: 0.7234 +2026-05-23 06:06:16,850 - INFO - Weighted F1: 0.7819 +2026-05-23 06:06:16,850 - INFO - +2026-05-23 06:06:16,850 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9295 +2026-05-23 06:06:16,851 - INFO - Horizon 0.3s - Overall F1: 0.9269, Precision: 0.9365, Recall: 0.9187 +2026-05-23 06:06:16,851 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.9269 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.9293 +2026-05-23 06:06:16,851 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9641 +2026-05-23 06:06:16,851 - INFO - Horizon 0.3s - Steady F1: 0.9631, Precision: 0.9668, Recall: 0.9605 +2026-05-23 06:06:16,851 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.9631 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.9640 +2026-05-23 06:06:16,851 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7680 +2026-05-23 06:06:16,851 - INFO - Horizon 0.3s - Transition F1: 0.7044, Precision: 0.7382, Recall: 0.6821 +2026-05-23 06:06:16,851 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.7044 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.7677 +2026-05-23 06:06:16,851 - INFO - +2026-05-23 06:06:16,851 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9159 +2026-05-23 06:06:16,851 - INFO - Horizon 0.5s - Overall F1: 0.9124, Precision: 0.9244, Recall: 0.9023 +2026-05-23 06:06:16,851 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.9124 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.9154 +2026-05-23 06:06:16,851 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9520 +2026-05-23 06:06:16,851 - INFO - Horizon 0.5s - Steady F1: 0.9469, Precision: 0.9537, Recall: 0.9416 +2026-05-23 06:06:16,851 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.9469 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.9518 +2026-05-23 06:06:16,851 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7466 +2026-05-23 06:06:16,851 - INFO - Horizon 0.5s - Transition F1: 0.7013, Precision: 0.7354, Recall: 0.6893 +2026-05-23 06:06:16,851 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.7013 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.7469 +2026-05-23 06:06:16,851 - INFO - +2026-05-23 06:06:16,851 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8762 +2026-05-23 06:06:16,851 - INFO - Horizon 1.0s - Overall F1: 0.8639, Precision: 0.8820, Recall: 0.8503 +2026-05-23 06:06:16,851 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:06:16,851 - INFO - Macro F1: 0.8639 +2026-05-23 06:06:16,851 - INFO - Weighted F1: 0.8752 +2026-05-23 06:06:16,851 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9160 +2026-05-23 06:06:16,852 - INFO - Horizon 1.0s - Steady F1: 0.8977, Precision: 0.9144, Recall: 0.8860 +2026-05-23 06:06:16,852 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:06:16,852 - INFO - Macro F1: 0.8977 +2026-05-23 06:06:16,852 - INFO - Weighted F1: 0.9152 +2026-05-23 06:06:16,852 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6835 +2026-05-23 06:06:16,852 - INFO - Horizon 1.0s - Transition F1: 0.6254, Precision: 0.6517, Recall: 0.6191 +2026-05-23 06:06:16,852 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:06:16,852 - INFO - Macro F1: 0.6254 +2026-05-23 06:06:16,852 - INFO - Weighted F1: 0.6854 +2026-05-23 06:06:17,079 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_41.pt +2026-05-23 06:06:17,080 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_41.csv +2026-05-23 06:06:17,080 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_41.csv +2026-05-23 06:06:17,081 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_41.csv +2026-05-23 06:06:17,081 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_41.csv +2026-05-23 06:06:17,081 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_41.csv +2026-05-23 06:06:17,082 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_41.csv +2026-05-23 06:06:17,082 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_41.csv +2026-05-23 06:06:17,083 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_41.csv +2026-05-23 06:06:17,083 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_41.csv +2026-05-23 06:06:17,083 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_41.csv +2026-05-23 06:06:17,084 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_41.csv +2026-05-23 06:06:17,084 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_41.csv +2026-05-23 06:06:17,084 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_41.csv +2026-05-23 06:06:17,085 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_41.csv +2026-05-23 06:06:17,085 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_41.csv +2026-05-23 06:06:17,085 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_41.csv +2026-05-23 06:06:17,086 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_41.csv +2026-05-23 06:06:17,086 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_41.csv +2026-05-23 06:06:17,122 - INFO - Removed old checkpoint: checkpoint_epoch_40.pt +2026-05-23 06:06:17,122 - INFO - Epoch 42/50, Learning Rate: 0.000043 +2026-05-23 06:06:42,931 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:06:42,995 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:06:43,071 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:06:43,146 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:06:43,222 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:06:43,309 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:06:44,816 - INFO - Epoch 42/50: +2026-05-23 06:06:44,816 - INFO - Train: loss=0.6144, accuracy_overall=0.9648 +2026-05-23 06:06:44,816 - INFO - Horizon 0.0s: accuracy=0.9722 +2026-05-23 06:06:44,816 - INFO - Horizon 0.1s: accuracy=0.9744 +2026-05-23 06:06:44,816 - INFO - Horizon 0.2s: accuracy=0.9721 +2026-05-23 06:06:44,816 - INFO - Horizon 0.3s: accuracy=0.9701 +2026-05-23 06:06:44,816 - INFO - Horizon 0.5s: accuracy=0.9630 +2026-05-23 06:06:44,816 - INFO - Horizon 1.0s: accuracy=0.9372 +2026-05-23 06:06:44,816 - INFO - Val Horizon 0.0s - Overall: loss=0.6920, accuracy=0.9481 +2026-05-23 06:06:44,816 - INFO - Horizon 0.0s - Overall F1: 0.9497, Precision: 0.9522, Recall: 0.9476 +2026-05-23 06:06:44,816 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:06:44,816 - INFO - Macro F1: 0.9497 +2026-05-23 06:06:44,817 - INFO - Weighted F1: 0.9481 +2026-05-23 06:06:44,817 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9773 +2026-05-23 06:06:44,817 - INFO - Horizon 0.0s - Steady F1: 0.9800, Precision: 0.9791, Recall: 0.9809 +2026-05-23 06:06:44,817 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:06:44,817 - INFO - Macro F1: 0.9800 +2026-05-23 06:06:44,817 - INFO - Weighted F1: 0.9773 +2026-05-23 06:06:44,817 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8127 +2026-05-23 06:06:44,817 - INFO - Horizon 0.0s - Transition F1: 0.7549, Precision: 0.7912, Recall: 0.7270 +2026-05-23 06:06:44,817 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:06:44,817 - INFO - Macro F1: 0.7549 +2026-05-23 06:06:44,817 - INFO - Weighted F1: 0.8103 +2026-05-23 06:06:44,817 - INFO - +2026-05-23 06:06:44,817 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9430 +2026-05-23 06:06:44,817 - INFO - Horizon 0.1s - Overall F1: 0.9425, Precision: 0.9453, Recall: 0.9397 +2026-05-23 06:06:44,818 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9425 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9429 +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9744 +2026-05-23 06:06:44,818 - INFO - Horizon 0.1s - Steady F1: 0.9758, Precision: 0.9747, Recall: 0.9770 +2026-05-23 06:06:44,818 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9758 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9744 +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7951 +2026-05-23 06:06:44,818 - INFO - Horizon 0.1s - Transition F1: 0.7256, Precision: 0.7470, Recall: 0.7074 +2026-05-23 06:06:44,818 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.7256 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.7949 +2026-05-23 06:06:44,818 - INFO - +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9419 +2026-05-23 06:06:44,818 - INFO - Horizon 0.2s - Overall F1: 0.9411, Precision: 0.9468, Recall: 0.9358 +2026-05-23 06:06:44,818 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9411 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9418 +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9708 +2026-05-23 06:06:44,818 - INFO - Horizon 0.2s - Steady F1: 0.9704, Precision: 0.9694, Recall: 0.9719 +2026-05-23 06:06:44,818 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9704 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9708 +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.2s - Transition: accuracy=0.8060 +2026-05-23 06:06:44,818 - INFO - Horizon 0.2s - Transition F1: 0.7526, Precision: 0.7883, Recall: 0.7251 +2026-05-23 06:06:44,818 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.7526 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.8055 +2026-05-23 06:06:44,818 - INFO - +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9339 +2026-05-23 06:06:44,818 - INFO - Horizon 0.3s - Overall F1: 0.9318, Precision: 0.9358, Recall: 0.9282 +2026-05-23 06:06:44,818 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9318 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9337 +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9656 +2026-05-23 06:06:44,818 - INFO - Horizon 0.3s - Steady F1: 0.9637, Precision: 0.9615, Recall: 0.9665 +2026-05-23 06:06:44,818 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9637 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9656 +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7854 +2026-05-23 06:06:44,818 - INFO - Horizon 0.3s - Transition F1: 0.7249, Precision: 0.7479, Recall: 0.7076 +2026-05-23 06:06:44,818 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.7249 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.7852 +2026-05-23 06:06:44,818 - INFO - +2026-05-23 06:06:44,818 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9180 +2026-05-23 06:06:44,818 - INFO - Horizon 0.5s - Overall F1: 0.9144, Precision: 0.9249, Recall: 0.9050 +2026-05-23 06:06:44,818 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:06:44,818 - INFO - Macro F1: 0.9144 +2026-05-23 06:06:44,818 - INFO - Weighted F1: 0.9176 +2026-05-23 06:06:44,819 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9534 +2026-05-23 06:06:44,819 - INFO - Horizon 0.5s - Steady F1: 0.9474, Precision: 0.9487, Recall: 0.9469 +2026-05-23 06:06:44,819 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:06:44,819 - INFO - Macro F1: 0.9474 +2026-05-23 06:06:44,819 - INFO - Weighted F1: 0.9534 +2026-05-23 06:06:44,819 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7518 +2026-05-23 06:06:44,819 - INFO - Horizon 0.5s - Transition F1: 0.7028, Precision: 0.7470, Recall: 0.6763 +2026-05-23 06:06:44,819 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:06:44,819 - INFO - Macro F1: 0.7028 +2026-05-23 06:06:44,819 - INFO - Weighted F1: 0.7522 +2026-05-23 06:06:44,819 - INFO - +2026-05-23 06:06:44,819 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8727 +2026-05-23 06:06:44,819 - INFO - Horizon 1.0s - Overall F1: 0.8614, Precision: 0.8843, Recall: 0.8425 +2026-05-23 06:06:44,819 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:06:44,819 - INFO - Macro F1: 0.8614 +2026-05-23 06:06:44,819 - INFO - Weighted F1: 0.8717 +2026-05-23 06:06:44,819 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9146 +2026-05-23 06:06:44,819 - INFO - Horizon 1.0s - Steady F1: 0.8958, Precision: 0.9133, Recall: 0.8827 +2026-05-23 06:06:44,819 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:06:44,819 - INFO - Macro F1: 0.8958 +2026-05-23 06:06:44,819 - INFO - Weighted F1: 0.9139 +2026-05-23 06:06:44,819 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6695 +2026-05-23 06:06:44,819 - INFO - Horizon 1.0s - Transition F1: 0.6107, Precision: 0.6559, Recall: 0.5839 +2026-05-23 06:06:44,819 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:06:44,819 - INFO - Macro F1: 0.6107 +2026-05-23 06:06:44,819 - INFO - Weighted F1: 0.6696 +2026-05-23 06:06:45,171 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_42.pt +2026-05-23 06:06:45,173 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_42.csv +2026-05-23 06:06:45,173 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_42.csv +2026-05-23 06:06:45,174 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_42.csv +2026-05-23 06:06:45,174 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_42.csv +2026-05-23 06:06:45,175 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_42.csv +2026-05-23 06:06:45,175 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_42.csv +2026-05-23 06:06:45,176 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_42.csv +2026-05-23 06:06:45,176 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_42.csv +2026-05-23 06:06:45,177 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_42.csv +2026-05-23 06:06:45,177 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_42.csv +2026-05-23 06:06:45,178 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_42.csv +2026-05-23 06:06:45,178 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_42.csv +2026-05-23 06:06:45,179 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_42.csv +2026-05-23 06:06:45,179 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_42.csv +2026-05-23 06:06:45,180 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_42.csv +2026-05-23 06:06:45,180 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_42.csv +2026-05-23 06:06:45,181 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_42.csv +2026-05-23 06:06:45,182 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_42.csv +2026-05-23 06:06:45,228 - INFO - Removed old checkpoint: checkpoint_epoch_41.pt +2026-05-23 06:06:45,229 - INFO - Epoch 43/50, Learning Rate: 0.000043 +2026-05-23 06:07:09,023 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:07:09,067 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:07:09,112 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:07:09,158 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:07:09,203 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:07:09,246 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:07:10,291 - INFO - Epoch 43/50: +2026-05-23 06:07:10,291 - INFO - Train: loss=0.6108, accuracy_overall=0.9658 +2026-05-23 06:07:10,291 - INFO - Horizon 0.0s: accuracy=0.9744 +2026-05-23 06:07:10,291 - INFO - Horizon 0.1s: accuracy=0.9758 +2026-05-23 06:07:10,291 - INFO - Horizon 0.2s: accuracy=0.9743 +2026-05-23 06:07:10,291 - INFO - Horizon 0.3s: accuracy=0.9723 +2026-05-23 06:07:10,291 - INFO - Horizon 0.5s: accuracy=0.9614 +2026-05-23 06:07:10,291 - INFO - Horizon 1.0s: accuracy=0.9365 +2026-05-23 06:07:10,291 - INFO - Val Horizon 0.0s - Overall: loss=0.6921, accuracy=0.9480 +2026-05-23 06:07:10,291 - INFO - Horizon 0.0s - Overall F1: 0.9476, Precision: 0.9573, Recall: 0.9390 +2026-05-23 06:07:10,291 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:07:10,291 - INFO - Macro F1: 0.9476 +2026-05-23 06:07:10,291 - INFO - Weighted F1: 0.9478 +2026-05-23 06:07:10,291 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9771 +2026-05-23 06:07:10,292 - INFO - Horizon 0.0s - Steady F1: 0.9795, Precision: 0.9833, Recall: 0.9763 +2026-05-23 06:07:10,292 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.9795 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.9770 +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8133 +2026-05-23 06:07:10,292 - INFO - Horizon 0.0s - Transition F1: 0.7438, Precision: 0.7909, Recall: 0.7150 +2026-05-23 06:07:10,292 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.7438 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.8121 +2026-05-23 06:07:10,292 - INFO - +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9414 +2026-05-23 06:07:10,292 - INFO - Horizon 0.1s - Overall F1: 0.9403, Precision: 0.9503, Recall: 0.9316 +2026-05-23 06:07:10,292 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.9403 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.9412 +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9733 +2026-05-23 06:07:10,292 - INFO - Horizon 0.1s - Steady F1: 0.9755, Precision: 0.9794, Recall: 0.9721 +2026-05-23 06:07:10,292 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.9755 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.9732 +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7912 +2026-05-23 06:07:10,292 - INFO - Horizon 0.1s - Transition F1: 0.7218, Precision: 0.7556, Recall: 0.7022 +2026-05-23 06:07:10,292 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.7218 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.7912 +2026-05-23 06:07:10,292 - INFO - +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9370 +2026-05-23 06:07:10,292 - INFO - Horizon 0.2s - Overall F1: 0.9362, Precision: 0.9464, Recall: 0.9276 +2026-05-23 06:07:10,292 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.9362 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.9368 +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9696 +2026-05-23 06:07:10,292 - INFO - Horizon 0.2s - Steady F1: 0.9706, Precision: 0.9737, Recall: 0.9681 +2026-05-23 06:07:10,292 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:07:10,292 - INFO - Macro F1: 0.9706 +2026-05-23 06:07:10,292 - INFO - Weighted F1: 0.9695 +2026-05-23 06:07:10,292 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7839 +2026-05-23 06:07:10,292 - INFO - Horizon 0.2s - Transition F1: 0.7313, Precision: 0.7764, Recall: 0.7047 +2026-05-23 06:07:10,292 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:07:10,293 - INFO - Macro F1: 0.7313 +2026-05-23 06:07:10,293 - INFO - Weighted F1: 0.7842 +2026-05-23 06:07:10,293 - INFO - +2026-05-23 06:07:10,293 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9328 +2026-05-23 06:07:10,293 - INFO - Horizon 0.3s - Overall F1: 0.9311, Precision: 0.9414, Recall: 0.9225 +2026-05-23 06:07:10,293 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:07:10,293 - INFO - Macro F1: 0.9311 +2026-05-23 06:07:10,293 - INFO - Weighted F1: 0.9326 +2026-05-23 06:07:10,293 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9652 +2026-05-23 06:07:10,293 - INFO - Horizon 0.3s - Steady F1: 0.9650, Precision: 0.9697, Recall: 0.9613 +2026-05-23 06:07:10,293 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:07:10,293 - INFO - Macro F1: 0.9650 +2026-05-23 06:07:10,293 - INFO - Weighted F1: 0.9652 +2026-05-23 06:07:10,293 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7816 +2026-05-23 06:07:10,293 - INFO - Horizon 0.3s - Transition F1: 0.7324, Precision: 0.7585, Recall: 0.7163 +2026-05-23 06:07:10,293 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:07:10,293 - INFO - Macro F1: 0.7324 +2026-05-23 06:07:10,293 - INFO - Weighted F1: 0.7822 +2026-05-23 06:07:10,293 - INFO - +2026-05-23 06:07:10,293 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9183 +2026-05-23 06:07:10,293 - INFO - Horizon 0.5s - Overall F1: 0.9143, Precision: 0.9294, Recall: 0.9017 +2026-05-23 06:07:10,293 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:07:10,293 - INFO - Macro F1: 0.9143 +2026-05-23 06:07:10,293 - INFO - Weighted F1: 0.9178 +2026-05-23 06:07:10,293 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9533 +2026-05-23 06:07:10,293 - INFO - Horizon 0.5s - Steady F1: 0.9480, Precision: 0.9575, Recall: 0.9406 +2026-05-23 06:07:10,293 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:07:10,293 - INFO - Macro F1: 0.9480 +2026-05-23 06:07:10,293 - INFO - Weighted F1: 0.9531 +2026-05-23 06:07:10,293 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7544 +2026-05-23 06:07:10,293 - INFO - Horizon 0.5s - Transition F1: 0.7110, Precision: 0.7454, Recall: 0.6946 +2026-05-23 06:07:10,294 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:07:10,294 - INFO - Macro F1: 0.7110 +2026-05-23 06:07:10,294 - INFO - Weighted F1: 0.7556 +2026-05-23 06:07:10,294 - INFO - +2026-05-23 06:07:10,294 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8773 +2026-05-23 06:07:10,294 - INFO - Horizon 1.0s - Overall F1: 0.8653, Precision: 0.8884, Recall: 0.8489 +2026-05-23 06:07:10,294 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:07:10,294 - INFO - Macro F1: 0.8653 +2026-05-23 06:07:10,294 - INFO - Weighted F1: 0.8762 +2026-05-23 06:07:10,294 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9178 +2026-05-23 06:07:10,294 - INFO - Horizon 1.0s - Steady F1: 0.8989, Precision: 0.9231, Recall: 0.8825 +2026-05-23 06:07:10,294 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:07:10,294 - INFO - Macro F1: 0.8989 +2026-05-23 06:07:10,294 - INFO - Weighted F1: 0.9167 +2026-05-23 06:07:10,294 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6809 +2026-05-23 06:07:10,294 - INFO - Horizon 1.0s - Transition F1: 0.6290, Precision: 0.6523, Recall: 0.6208 +2026-05-23 06:07:10,294 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:07:10,294 - INFO - Macro F1: 0.6290 +2026-05-23 06:07:10,294 - INFO - Weighted F1: 0.6804 +2026-05-23 06:07:10,532 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_43.pt +2026-05-23 06:07:10,533 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_43.csv +2026-05-23 06:07:10,534 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_43.csv +2026-05-23 06:07:10,534 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_43.csv +2026-05-23 06:07:10,534 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_43.csv +2026-05-23 06:07:10,535 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_43.csv +2026-05-23 06:07:10,535 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_43.csv +2026-05-23 06:07:10,536 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_43.csv +2026-05-23 06:07:10,536 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_43.csv +2026-05-23 06:07:10,536 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_43.csv +2026-05-23 06:07:10,537 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_43.csv +2026-05-23 06:07:10,537 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_43.csv +2026-05-23 06:07:10,537 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_43.csv +2026-05-23 06:07:10,538 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_43.csv +2026-05-23 06:07:10,538 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_43.csv +2026-05-23 06:07:10,538 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_43.csv +2026-05-23 06:07:10,539 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_43.csv +2026-05-23 06:07:10,539 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_43.csv +2026-05-23 06:07:10,540 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_43.csv +2026-05-23 06:07:10,569 - INFO - Removed old checkpoint: checkpoint_epoch_42.pt +2026-05-23 06:07:10,569 - INFO - Epoch 44/50, Learning Rate: 0.000043 +2026-05-23 06:07:31,989 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:07:32,059 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:07:32,135 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:07:32,204 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:07:32,272 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:07:32,356 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:07:34,042 - INFO - Epoch 44/50: +2026-05-23 06:07:34,044 - INFO - Train: loss=0.6131, accuracy_overall=0.9652 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s: accuracy=0.9715 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s: accuracy=0.9767 +2026-05-23 06:07:34,044 - INFO - Horizon 0.2s: accuracy=0.9735 +2026-05-23 06:07:34,044 - INFO - Horizon 0.3s: accuracy=0.9674 +2026-05-23 06:07:34,044 - INFO - Horizon 0.5s: accuracy=0.9636 +2026-05-23 06:07:34,044 - INFO - Horizon 1.0s: accuracy=0.9383 +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.0s - Overall: loss=0.6918, accuracy=0.9474 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s - Overall F1: 0.9477, Precision: 0.9560, Recall: 0.9404 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.9477 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.9472 +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9771 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s - Steady F1: 0.9797, Precision: 0.9819, Recall: 0.9781 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.9797 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.9770 +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8101 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s - Transition F1: 0.7432, Precision: 0.7799, Recall: 0.7240 +2026-05-23 06:07:34,044 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.7432 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.8095 +2026-05-23 06:07:34,044 - INFO - +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9428 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s - Overall F1: 0.9421, Precision: 0.9471, Recall: 0.9378 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.9421 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.9427 +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9734 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s - Steady F1: 0.9752, Precision: 0.9755, Recall: 0.9754 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.9752 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.9734 +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7990 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s - Transition F1: 0.7314, Precision: 0.7540, Recall: 0.7212 +2026-05-23 06:07:34,044 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.7314 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.7983 +2026-05-23 06:07:34,044 - INFO - +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9389 +2026-05-23 06:07:34,044 - INFO - Horizon 0.2s - Overall F1: 0.9385, Precision: 0.9461, Recall: 0.9319 +2026-05-23 06:07:34,044 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:07:34,044 - INFO - Macro F1: 0.9385 +2026-05-23 06:07:34,044 - INFO - Weighted F1: 0.9387 +2026-05-23 06:07:34,044 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9689 +2026-05-23 06:07:34,044 - INFO - Horizon 0.2s - Steady F1: 0.9693, Precision: 0.9710, Recall: 0.9685 +2026-05-23 06:07:34,044 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.9693 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.9688 +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7975 +2026-05-23 06:07:34,045 - INFO - Horizon 0.2s - Transition F1: 0.7348, Precision: 0.7770, Recall: 0.7128 +2026-05-23 06:07:34,045 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.7348 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.7964 +2026-05-23 06:07:34,045 - INFO - +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9330 +2026-05-23 06:07:34,045 - INFO - Horizon 0.3s - Overall F1: 0.9320, Precision: 0.9382, Recall: 0.9266 +2026-05-23 06:07:34,045 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.9320 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.9328 +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9650 +2026-05-23 06:07:34,045 - INFO - Horizon 0.3s - Steady F1: 0.9652, Precision: 0.9673, Recall: 0.9640 +2026-05-23 06:07:34,045 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.9652 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.9649 +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7835 +2026-05-23 06:07:34,045 - INFO - Horizon 0.3s - Transition F1: 0.7318, Precision: 0.7483, Recall: 0.7213 +2026-05-23 06:07:34,045 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.7318 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.7834 +2026-05-23 06:07:34,045 - INFO - +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9210 +2026-05-23 06:07:34,045 - INFO - Horizon 0.5s - Overall F1: 0.9173, Precision: 0.9283, Recall: 0.9079 +2026-05-23 06:07:34,045 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.9173 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.9207 +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9556 +2026-05-23 06:07:34,045 - INFO - Horizon 0.5s - Steady F1: 0.9506, Precision: 0.9560, Recall: 0.9468 +2026-05-23 06:07:34,045 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.9506 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.9555 +2026-05-23 06:07:34,045 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7589 +2026-05-23 06:07:34,045 - INFO - Horizon 0.5s - Transition F1: 0.6986, Precision: 0.7322, Recall: 0.6831 +2026-05-23 06:07:34,045 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.6986 +2026-05-23 06:07:34,045 - INFO - Weighted F1: 0.7586 +2026-05-23 06:07:34,045 - INFO - +2026-05-23 06:07:34,045 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8774 +2026-05-23 06:07:34,045 - INFO - Horizon 1.0s - Overall F1: 0.8656, Precision: 0.8882, Recall: 0.8477 +2026-05-23 06:07:34,045 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:07:34,045 - INFO - Macro F1: 0.8656 +2026-05-23 06:07:34,046 - INFO - Weighted F1: 0.8762 +2026-05-23 06:07:34,046 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9198 +2026-05-23 06:07:34,046 - INFO - Horizon 1.0s - Steady F1: 0.9026, Precision: 0.9247, Recall: 0.8857 +2026-05-23 06:07:34,046 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:07:34,046 - INFO - Macro F1: 0.9026 +2026-05-23 06:07:34,046 - INFO - Weighted F1: 0.9190 +2026-05-23 06:07:34,046 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6715 +2026-05-23 06:07:34,046 - INFO - Horizon 1.0s - Transition F1: 0.6128, Precision: 0.6397, Recall: 0.5997 +2026-05-23 06:07:34,046 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:07:34,046 - INFO - Macro F1: 0.6128 +2026-05-23 06:07:34,046 - INFO - Weighted F1: 0.6732 +2026-05-23 06:07:34,425 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_44.pt +2026-05-23 06:07:34,428 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_44.csv +2026-05-23 06:07:34,429 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_44.csv +2026-05-23 06:07:34,431 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_44.csv +2026-05-23 06:07:34,432 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_44.csv +2026-05-23 06:07:34,433 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_44.csv +2026-05-23 06:07:34,434 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_44.csv +2026-05-23 06:07:34,436 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_44.csv +2026-05-23 06:07:34,436 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_44.csv +2026-05-23 06:07:34,437 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_44.csv +2026-05-23 06:07:34,439 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_44.csv +2026-05-23 06:07:34,439 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_44.csv +2026-05-23 06:07:34,440 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_44.csv +2026-05-23 06:07:34,441 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_44.csv +2026-05-23 06:07:34,441 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_44.csv +2026-05-23 06:07:34,442 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_44.csv +2026-05-23 06:07:34,443 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_44.csv +2026-05-23 06:07:34,443 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_44.csv +2026-05-23 06:07:34,444 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_44.csv +2026-05-23 06:07:34,491 - INFO - Removed old checkpoint: checkpoint_epoch_43.pt +2026-05-23 06:07:34,492 - INFO - Epoch 45/50, Learning Rate: 0.000043 +2026-05-23 06:07:56,873 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:07:56,924 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:07:56,964 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:07:57,009 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:07:57,064 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:07:57,110 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:07:58,139 - INFO - Epoch 45/50: +2026-05-23 06:07:58,139 - INFO - Train: loss=0.6085, accuracy_overall=0.9672 +2026-05-23 06:07:58,139 - INFO - Horizon 0.0s: accuracy=0.9743 +2026-05-23 06:07:58,139 - INFO - Horizon 0.1s: accuracy=0.9748 +2026-05-23 06:07:58,139 - INFO - Horizon 0.2s: accuracy=0.9730 +2026-05-23 06:07:58,139 - INFO - Horizon 0.3s: accuracy=0.9715 +2026-05-23 06:07:58,139 - INFO - Horizon 0.5s: accuracy=0.9635 +2026-05-23 06:07:58,139 - INFO - Horizon 1.0s: accuracy=0.9463 +2026-05-23 06:07:58,139 - INFO - Val Horizon 0.0s - Overall: loss=0.6889, accuracy=0.9470 +2026-05-23 06:07:58,139 - INFO - Horizon 0.0s - Overall F1: 0.9470, Precision: 0.9578, Recall: 0.9378 +2026-05-23 06:07:58,139 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:07:58,139 - INFO - Macro F1: 0.9470 +2026-05-23 06:07:58,139 - INFO - Weighted F1: 0.9467 +2026-05-23 06:07:58,139 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9778 +2026-05-23 06:07:58,139 - INFO - Horizon 0.0s - Steady F1: 0.9802, Precision: 0.9842, Recall: 0.9769 +2026-05-23 06:07:58,139 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:07:58,139 - INFO - Macro F1: 0.9802 +2026-05-23 06:07:58,139 - INFO - Weighted F1: 0.9776 +2026-05-23 06:07:58,139 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8050 +2026-05-23 06:07:58,140 - INFO - Horizon 0.0s - Transition F1: 0.7326, Precision: 0.7865, Recall: 0.7025 +2026-05-23 06:07:58,140 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.7326 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.8034 +2026-05-23 06:07:58,140 - INFO - +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9452 +2026-05-23 06:07:58,140 - INFO - Horizon 0.1s - Overall F1: 0.9443, Precision: 0.9511, Recall: 0.9385 +2026-05-23 06:07:58,140 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9443 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9450 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9756 +2026-05-23 06:07:58,140 - INFO - Horizon 0.1s - Steady F1: 0.9775, Precision: 0.9811, Recall: 0.9746 +2026-05-23 06:07:58,140 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9775 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9755 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8022 +2026-05-23 06:07:58,140 - INFO - Horizon 0.1s - Transition F1: 0.7349, Precision: 0.7672, Recall: 0.7157 +2026-05-23 06:07:58,140 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.7349 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.8015 +2026-05-23 06:07:58,140 - INFO - +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9403 +2026-05-23 06:07:58,140 - INFO - Horizon 0.2s - Overall F1: 0.9386, Precision: 0.9474, Recall: 0.9311 +2026-05-23 06:07:58,140 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9386 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9401 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9701 +2026-05-23 06:07:58,140 - INFO - Horizon 0.2s - Steady F1: 0.9702, Precision: 0.9740, Recall: 0.9674 +2026-05-23 06:07:58,140 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9702 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9699 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.2s - Transition: accuracy=0.8001 +2026-05-23 06:07:58,140 - INFO - Horizon 0.2s - Transition F1: 0.7365, Precision: 0.7804, Recall: 0.7110 +2026-05-23 06:07:58,140 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.7365 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.7991 +2026-05-23 06:07:58,140 - INFO - +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9323 +2026-05-23 06:07:58,140 - INFO - Horizon 0.3s - Overall F1: 0.9301, Precision: 0.9395, Recall: 0.9220 +2026-05-23 06:07:58,140 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9301 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9320 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9669 +2026-05-23 06:07:58,140 - INFO - Horizon 0.3s - Steady F1: 0.9666, Precision: 0.9715, Recall: 0.9625 +2026-05-23 06:07:58,140 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9666 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9667 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7706 +2026-05-23 06:07:58,140 - INFO - Horizon 0.3s - Transition F1: 0.7036, Precision: 0.7321, Recall: 0.6832 +2026-05-23 06:07:58,140 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.7036 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.7698 +2026-05-23 06:07:58,140 - INFO - +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9165 +2026-05-23 06:07:58,140 - INFO - Horizon 0.5s - Overall F1: 0.9131, Precision: 0.9283, Recall: 0.9003 +2026-05-23 06:07:58,140 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:07:58,140 - INFO - Macro F1: 0.9131 +2026-05-23 06:07:58,140 - INFO - Weighted F1: 0.9159 +2026-05-23 06:07:58,140 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9540 +2026-05-23 06:07:58,141 - INFO - Horizon 0.5s - Steady F1: 0.9495, Precision: 0.9600, Recall: 0.9405 +2026-05-23 06:07:58,141 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:07:58,141 - INFO - Macro F1: 0.9495 +2026-05-23 06:07:58,141 - INFO - Weighted F1: 0.9537 +2026-05-23 06:07:58,141 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7408 +2026-05-23 06:07:58,141 - INFO - Horizon 0.5s - Transition F1: 0.6954, Precision: 0.7366, Recall: 0.6770 +2026-05-23 06:07:58,141 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:07:58,141 - INFO - Macro F1: 0.6954 +2026-05-23 06:07:58,141 - INFO - Weighted F1: 0.7400 +2026-05-23 06:07:58,141 - INFO - +2026-05-23 06:07:58,141 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8751 +2026-05-23 06:07:58,141 - INFO - Horizon 1.0s - Overall F1: 0.8628, Precision: 0.8878, Recall: 0.8433 +2026-05-23 06:07:58,141 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:07:58,141 - INFO - Macro F1: 0.8628 +2026-05-23 06:07:58,141 - INFO - Weighted F1: 0.8735 +2026-05-23 06:07:58,141 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9165 +2026-05-23 06:07:58,141 - INFO - Horizon 1.0s - Steady F1: 0.8978, Precision: 0.9219, Recall: 0.8787 +2026-05-23 06:07:58,141 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:07:58,141 - INFO - Macro F1: 0.8978 +2026-05-23 06:07:58,141 - INFO - Weighted F1: 0.9154 +2026-05-23 06:07:58,141 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6742 +2026-05-23 06:07:58,141 - INFO - Horizon 1.0s - Transition F1: 0.6180, Precision: 0.6430, Recall: 0.6056 +2026-05-23 06:07:58,141 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:07:58,141 - INFO - Macro F1: 0.6180 +2026-05-23 06:07:58,141 - INFO - Weighted F1: 0.6759 +2026-05-23 06:07:58,371 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_45.pt +2026-05-23 06:07:58,372 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_45.csv +2026-05-23 06:07:58,372 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_45.csv +2026-05-23 06:07:58,372 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_45.csv +2026-05-23 06:07:58,373 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_45.csv +2026-05-23 06:07:58,373 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_45.csv +2026-05-23 06:07:58,373 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_45.csv +2026-05-23 06:07:58,374 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_45.csv +2026-05-23 06:07:58,374 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_45.csv +2026-05-23 06:07:58,375 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_45.csv +2026-05-23 06:07:58,375 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_45.csv +2026-05-23 06:07:58,375 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_45.csv +2026-05-23 06:07:58,376 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_45.csv +2026-05-23 06:07:58,376 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_45.csv +2026-05-23 06:07:58,376 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_45.csv +2026-05-23 06:07:58,377 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_45.csv +2026-05-23 06:07:58,377 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_45.csv +2026-05-23 06:07:58,377 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_45.csv +2026-05-23 06:07:58,378 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_45.csv +2026-05-23 06:07:58,407 - INFO - Removed old checkpoint: checkpoint_epoch_44.pt +2026-05-23 06:07:58,408 - INFO - Epoch 46/50, Learning Rate: 0.000039 +2026-05-23 06:08:19,866 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:08:19,913 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:08:19,962 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:08:20,009 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:08:20,058 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:08:20,107 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:08:21,127 - INFO - Epoch 46/50: +2026-05-23 06:08:21,128 - INFO - Train: loss=0.6091, accuracy_overall=0.9661 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s: accuracy=0.9750 +2026-05-23 06:08:21,128 - INFO - Horizon 0.1s: accuracy=0.9744 +2026-05-23 06:08:21,128 - INFO - Horizon 0.2s: accuracy=0.9753 +2026-05-23 06:08:21,128 - INFO - Horizon 0.3s: accuracy=0.9722 +2026-05-23 06:08:21,128 - INFO - Horizon 0.5s: accuracy=0.9622 +2026-05-23 06:08:21,128 - INFO - Horizon 1.0s: accuracy=0.9374 +2026-05-23 06:08:21,128 - INFO - Val Horizon 0.0s - Overall: loss=0.6904, accuracy=0.9477 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s - Overall F1: 0.9483, Precision: 0.9513, Recall: 0.9459 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:08:21,128 - INFO - Macro F1: 0.9483 +2026-05-23 06:08:21,128 - INFO - Weighted F1: 0.9476 +2026-05-23 06:08:21,128 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9778 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s - Steady F1: 0.9807, Precision: 0.9803, Recall: 0.9814 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:08:21,128 - INFO - Macro F1: 0.9807 +2026-05-23 06:08:21,128 - INFO - Weighted F1: 0.9777 +2026-05-23 06:08:21,128 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8088 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s - Transition F1: 0.7476, Precision: 0.7771, Recall: 0.7312 +2026-05-23 06:08:21,128 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:08:21,128 - INFO - Macro F1: 0.7476 +2026-05-23 06:08:21,128 - INFO - Weighted F1: 0.8073 +2026-05-23 06:08:21,128 - INFO - +2026-05-23 06:08:21,128 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9453 +2026-05-23 06:08:21,128 - INFO - Horizon 0.1s - Overall F1: 0.9443, Precision: 0.9474, Recall: 0.9418 +2026-05-23 06:08:21,128 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:08:21,128 - INFO - Macro F1: 0.9443 +2026-05-23 06:08:21,128 - INFO - Weighted F1: 0.9452 +2026-05-23 06:08:21,128 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9751 +2026-05-23 06:08:21,128 - INFO - Horizon 0.1s - Steady F1: 0.9767, Precision: 0.9763, Recall: 0.9774 +2026-05-23 06:08:21,128 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:08:21,128 - INFO - Macro F1: 0.9767 +2026-05-23 06:08:21,128 - INFO - Weighted F1: 0.9750 +2026-05-23 06:08:21,128 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8054 +2026-05-23 06:08:21,129 - INFO - Horizon 0.1s - Transition F1: 0.7385, Precision: 0.7584, Recall: 0.7299 +2026-05-23 06:08:21,129 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.7385 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.8055 +2026-05-23 06:08:21,129 - INFO - +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9420 +2026-05-23 06:08:21,129 - INFO - Horizon 0.2s - Overall F1: 0.9420, Precision: 0.9443, Recall: 0.9402 +2026-05-23 06:08:21,129 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.9420 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.9419 +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9697 +2026-05-23 06:08:21,129 - INFO - Horizon 0.2s - Steady F1: 0.9706, Precision: 0.9686, Recall: 0.9730 +2026-05-23 06:08:21,129 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.9706 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.9697 +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.2s - Transition: accuracy=0.8118 +2026-05-23 06:08:21,129 - INFO - Horizon 0.2s - Transition F1: 0.7654, Precision: 0.7800, Recall: 0.7604 +2026-05-23 06:08:21,129 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.7654 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.8123 +2026-05-23 06:08:21,129 - INFO - +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9341 +2026-05-23 06:08:21,129 - INFO - Horizon 0.3s - Overall F1: 0.9323, Precision: 0.9351, Recall: 0.9301 +2026-05-23 06:08:21,129 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.9323 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.9339 +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9655 +2026-05-23 06:08:21,129 - INFO - Horizon 0.3s - Steady F1: 0.9649, Precision: 0.9643, Recall: 0.9661 +2026-05-23 06:08:21,129 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.9649 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.9655 +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7874 +2026-05-23 06:08:21,129 - INFO - Horizon 0.3s - Transition F1: 0.7355, Precision: 0.7447, Recall: 0.7308 +2026-05-23 06:08:21,129 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.7355 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.7876 +2026-05-23 06:08:21,129 - INFO - +2026-05-23 06:08:21,129 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9211 +2026-05-23 06:08:21,129 - INFO - Horizon 0.5s - Overall F1: 0.9173, Precision: 0.9228, Recall: 0.9128 +2026-05-23 06:08:21,129 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:08:21,129 - INFO - Macro F1: 0.9173 +2026-05-23 06:08:21,129 - INFO - Weighted F1: 0.9209 +2026-05-23 06:08:21,130 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9533 +2026-05-23 06:08:21,130 - INFO - Horizon 0.5s - Steady F1: 0.9482, Precision: 0.9490, Recall: 0.9483 +2026-05-23 06:08:21,130 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:08:21,130 - INFO - Macro F1: 0.9482 +2026-05-23 06:08:21,130 - INFO - Weighted F1: 0.9531 +2026-05-23 06:08:21,130 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7705 +2026-05-23 06:08:21,130 - INFO - Horizon 0.5s - Transition F1: 0.7189, Precision: 0.7415, Recall: 0.7080 +2026-05-23 06:08:21,130 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:08:21,130 - INFO - Macro F1: 0.7189 +2026-05-23 06:08:21,130 - INFO - Weighted F1: 0.7704 +2026-05-23 06:08:21,130 - INFO - +2026-05-23 06:08:21,130 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8759 +2026-05-23 06:08:21,130 - INFO - Horizon 1.0s - Overall F1: 0.8659, Precision: 0.8756, Recall: 0.8588 +2026-05-23 06:08:21,130 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:08:21,130 - INFO - Macro F1: 0.8659 +2026-05-23 06:08:21,130 - INFO - Weighted F1: 0.8752 +2026-05-23 06:08:21,130 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9138 +2026-05-23 06:08:21,130 - INFO - Horizon 1.0s - Steady F1: 0.8942, Precision: 0.8990, Recall: 0.8924 +2026-05-23 06:08:21,130 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:08:21,130 - INFO - Macro F1: 0.8942 +2026-05-23 06:08:21,130 - INFO - Weighted F1: 0.9135 +2026-05-23 06:08:21,130 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6922 +2026-05-23 06:08:21,130 - INFO - Horizon 1.0s - Transition F1: 0.6352, Precision: 0.6474, Recall: 0.6322 +2026-05-23 06:08:21,130 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:08:21,130 - INFO - Macro F1: 0.6352 +2026-05-23 06:08:21,130 - INFO - Weighted F1: 0.6938 +2026-05-23 06:08:21,361 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_46.pt +2026-05-23 06:08:21,362 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_46.csv +2026-05-23 06:08:21,362 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_46.csv +2026-05-23 06:08:21,362 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_46.csv +2026-05-23 06:08:21,363 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_46.csv +2026-05-23 06:08:21,363 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_46.csv +2026-05-23 06:08:21,364 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_46.csv +2026-05-23 06:08:21,364 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_46.csv +2026-05-23 06:08:21,364 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_46.csv +2026-05-23 06:08:21,365 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_46.csv +2026-05-23 06:08:21,365 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_46.csv +2026-05-23 06:08:21,365 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_46.csv +2026-05-23 06:08:21,366 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_46.csv +2026-05-23 06:08:21,366 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_46.csv +2026-05-23 06:08:21,366 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_46.csv +2026-05-23 06:08:21,367 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_46.csv +2026-05-23 06:08:21,367 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_46.csv +2026-05-23 06:08:21,368 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_46.csv +2026-05-23 06:08:21,368 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_46.csv +2026-05-23 06:08:21,396 - INFO - Removed old checkpoint: checkpoint_epoch_45.pt +2026-05-23 06:08:21,396 - INFO - Epoch 47/50, Learning Rate: 0.000039 +2026-05-23 06:08:46,929 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:08:46,997 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:08:47,063 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:08:47,134 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:08:47,212 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:08:47,278 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:08:48,876 - INFO - Epoch 47/50: +2026-05-23 06:08:48,876 - INFO - Train: loss=0.6084, accuracy_overall=0.9669 +2026-05-23 06:08:48,876 - INFO - Horizon 0.0s: accuracy=0.9744 +2026-05-23 06:08:48,876 - INFO - Horizon 0.1s: accuracy=0.9776 +2026-05-23 06:08:48,876 - INFO - Horizon 0.2s: accuracy=0.9732 +2026-05-23 06:08:48,876 - INFO - Horizon 0.3s: accuracy=0.9730 +2026-05-23 06:08:48,876 - INFO - Horizon 0.5s: accuracy=0.9663 +2026-05-23 06:08:48,876 - INFO - Horizon 1.0s: accuracy=0.9371 +2026-05-23 06:08:48,876 - INFO - Val Horizon 0.0s - Overall: loss=0.6882, accuracy=0.9481 +2026-05-23 06:08:48,876 - INFO - Horizon 0.0s - Overall F1: 0.9490, Precision: 0.9522, Recall: 0.9467 +2026-05-23 06:08:48,876 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:08:48,876 - INFO - Macro F1: 0.9490 +2026-05-23 06:08:48,876 - INFO - Weighted F1: 0.9479 +2026-05-23 06:08:48,876 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9773 +2026-05-23 06:08:48,877 - INFO - Horizon 0.0s - Steady F1: 0.9807, Precision: 0.9811, Recall: 0.9807 +2026-05-23 06:08:48,877 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.9807 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.9773 +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8127 +2026-05-23 06:08:48,877 - INFO - Horizon 0.0s - Transition F1: 0.7592, Precision: 0.7860, Recall: 0.7477 +2026-05-23 06:08:48,877 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.7592 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.8114 +2026-05-23 06:08:48,877 - INFO - +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9439 +2026-05-23 06:08:48,877 - INFO - Horizon 0.1s - Overall F1: 0.9433, Precision: 0.9465, Recall: 0.9408 +2026-05-23 06:08:48,877 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.9433 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.9437 +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9742 +2026-05-23 06:08:48,877 - INFO - Horizon 0.1s - Steady F1: 0.9765, Precision: 0.9772, Recall: 0.9762 +2026-05-23 06:08:48,877 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.9765 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.9742 +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8009 +2026-05-23 06:08:48,877 - INFO - Horizon 0.1s - Transition F1: 0.7389, Precision: 0.7515, Recall: 0.7370 +2026-05-23 06:08:48,877 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.7389 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.8007 +2026-05-23 06:08:48,877 - INFO - +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9434 +2026-05-23 06:08:48,877 - INFO - Horizon 0.2s - Overall F1: 0.9430, Precision: 0.9490, Recall: 0.9381 +2026-05-23 06:08:48,877 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.9430 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.9432 +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9724 +2026-05-23 06:08:48,877 - INFO - Horizon 0.2s - Steady F1: 0.9740, Precision: 0.9752, Recall: 0.9736 +2026-05-23 06:08:48,877 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:08:48,877 - INFO - Macro F1: 0.9740 +2026-05-23 06:08:48,877 - INFO - Weighted F1: 0.9723 +2026-05-23 06:08:48,877 - INFO - Val Horizon 0.2s - Transition: accuracy=0.8066 +2026-05-23 06:08:48,878 - INFO - Horizon 0.2s - Transition F1: 0.7528, Precision: 0.7848, Recall: 0.7380 +2026-05-23 06:08:48,878 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:08:48,878 - INFO - Macro F1: 0.7528 +2026-05-23 06:08:48,878 - INFO - Weighted F1: 0.8064 +2026-05-23 06:08:48,878 - INFO - +2026-05-23 06:08:48,878 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9347 +2026-05-23 06:08:48,878 - INFO - Horizon 0.3s - Overall F1: 0.9329, Precision: 0.9345, Recall: 0.9323 +2026-05-23 06:08:48,878 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:08:48,878 - INFO - Macro F1: 0.9329 +2026-05-23 06:08:48,878 - INFO - Weighted F1: 0.9344 +2026-05-23 06:08:48,878 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9654 +2026-05-23 06:08:48,878 - INFO - Horizon 0.3s - Steady F1: 0.9650, Precision: 0.9650, Recall: 0.9659 +2026-05-23 06:08:48,878 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:08:48,878 - INFO - Macro F1: 0.9650 +2026-05-23 06:08:48,878 - INFO - Weighted F1: 0.9653 +2026-05-23 06:08:48,878 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7912 +2026-05-23 06:08:48,878 - INFO - Horizon 0.3s - Transition F1: 0.7421, Precision: 0.7418, Recall: 0.7472 +2026-05-23 06:08:48,878 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:08:48,878 - INFO - Macro F1: 0.7421 +2026-05-23 06:08:48,878 - INFO - Weighted F1: 0.7914 +2026-05-23 06:08:48,878 - INFO - +2026-05-23 06:08:48,878 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9215 +2026-05-23 06:08:48,878 - INFO - Horizon 0.5s - Overall F1: 0.9184, Precision: 0.9223, Recall: 0.9159 +2026-05-23 06:08:48,878 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:08:48,878 - INFO - Macro F1: 0.9184 +2026-05-23 06:08:48,878 - INFO - Weighted F1: 0.9211 +2026-05-23 06:08:48,878 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9557 +2026-05-23 06:08:48,878 - INFO - Horizon 0.5s - Steady F1: 0.9514, Precision: 0.9538, Recall: 0.9503 +2026-05-23 06:08:48,878 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:08:48,878 - INFO - Macro F1: 0.9514 +2026-05-23 06:08:48,878 - INFO - Weighted F1: 0.9555 +2026-05-23 06:08:48,879 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7608 +2026-05-23 06:08:48,879 - INFO - Horizon 0.5s - Transition F1: 0.7113, Precision: 0.7189, Recall: 0.7156 +2026-05-23 06:08:48,879 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:08:48,879 - INFO - Macro F1: 0.7113 +2026-05-23 06:08:48,879 - INFO - Weighted F1: 0.7615 +2026-05-23 06:08:48,879 - INFO - +2026-05-23 06:08:48,879 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8825 +2026-05-23 06:08:48,879 - INFO - Horizon 1.0s - Overall F1: 0.8728, Precision: 0.8806, Recall: 0.8677 +2026-05-23 06:08:48,879 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:08:48,879 - INFO - Macro F1: 0.8728 +2026-05-23 06:08:48,879 - INFO - Weighted F1: 0.8817 +2026-05-23 06:08:48,879 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9220 +2026-05-23 06:08:48,879 - INFO - Horizon 1.0s - Steady F1: 0.9055, Precision: 0.9135, Recall: 0.9019 +2026-05-23 06:08:48,879 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:08:48,879 - INFO - Macro F1: 0.9055 +2026-05-23 06:08:48,879 - INFO - Weighted F1: 0.9215 +2026-05-23 06:08:48,879 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6908 +2026-05-23 06:08:48,879 - INFO - Horizon 1.0s - Transition F1: 0.6415, Precision: 0.6513, Recall: 0.6414 +2026-05-23 06:08:48,879 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:08:48,879 - INFO - Macro F1: 0.6415 +2026-05-23 06:08:48,879 - INFO - Weighted F1: 0.6921 +2026-05-23 06:08:49,188 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_47.pt +2026-05-23 06:08:49,189 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_47.csv +2026-05-23 06:08:49,189 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_47.csv +2026-05-23 06:08:49,190 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_47.csv +2026-05-23 06:08:49,190 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_47.csv +2026-05-23 06:08:49,190 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_47.csv +2026-05-23 06:08:49,191 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_47.csv +2026-05-23 06:08:49,191 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_47.csv +2026-05-23 06:08:49,192 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_47.csv +2026-05-23 06:08:49,192 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_47.csv +2026-05-23 06:08:49,192 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_47.csv +2026-05-23 06:08:49,193 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_47.csv +2026-05-23 06:08:49,193 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_47.csv +2026-05-23 06:08:49,194 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_47.csv +2026-05-23 06:08:49,194 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_47.csv +2026-05-23 06:08:49,194 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_47.csv +2026-05-23 06:08:49,195 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_47.csv +2026-05-23 06:08:49,195 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_47.csv +2026-05-23 06:08:49,195 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_47.csv +2026-05-23 06:08:49,233 - INFO - Removed old checkpoint: checkpoint_epoch_46.pt +2026-05-23 06:08:49,233 - INFO - Epoch 48/50, Learning Rate: 0.000039 +2026-05-23 06:09:08,881 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:09:08,926 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:09:08,970 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:09:09,010 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:09:09,063 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:09:09,117 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:09:10,122 - INFO - Epoch 48/50: +2026-05-23 06:09:10,122 - INFO - Train: loss=0.6064, accuracy_overall=0.9684 +2026-05-23 06:09:10,122 - INFO - Horizon 0.0s: accuracy=0.9759 +2026-05-23 06:09:10,122 - INFO - Horizon 0.1s: accuracy=0.9784 +2026-05-23 06:09:10,122 - INFO - Horizon 0.2s: accuracy=0.9754 +2026-05-23 06:09:10,122 - INFO - Horizon 0.3s: accuracy=0.9756 +2026-05-23 06:09:10,122 - INFO - Horizon 0.5s: accuracy=0.9631 +2026-05-23 06:09:10,122 - INFO - Horizon 1.0s: accuracy=0.9418 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.0s - Overall: loss=0.6903, accuracy=0.9461 +2026-05-23 06:09:10,123 - INFO - Horizon 0.0s - Overall F1: 0.9475, Precision: 0.9544, Recall: 0.9421 +2026-05-23 06:09:10,123 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.9475 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.9460 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9761 +2026-05-23 06:09:10,123 - INFO - Horizon 0.0s - Steady F1: 0.9798, Precision: 0.9826, Recall: 0.9777 +2026-05-23 06:09:10,123 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.9798 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.9760 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8075 +2026-05-23 06:09:10,123 - INFO - Horizon 0.0s - Transition F1: 0.7470, Precision: 0.7903, Recall: 0.7248 +2026-05-23 06:09:10,123 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.7470 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.8056 +2026-05-23 06:09:10,123 - INFO - +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9447 +2026-05-23 06:09:10,123 - INFO - Horizon 0.1s - Overall F1: 0.9448, Precision: 0.9507, Recall: 0.9400 +2026-05-23 06:09:10,123 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.9448 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.9444 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9744 +2026-05-23 06:09:10,123 - INFO - Horizon 0.1s - Steady F1: 0.9772, Precision: 0.9797, Recall: 0.9753 +2026-05-23 06:09:10,123 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.9772 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.9742 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8048 +2026-05-23 06:09:10,123 - INFO - Horizon 0.1s - Transition F1: 0.7411, Precision: 0.7679, Recall: 0.7279 +2026-05-23 06:09:10,123 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.7411 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.8044 +2026-05-23 06:09:10,123 - INFO - +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9413 +2026-05-23 06:09:10,123 - INFO - Horizon 0.2s - Overall F1: 0.9410, Precision: 0.9466, Recall: 0.9365 +2026-05-23 06:09:10,123 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.9410 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.9410 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9693 +2026-05-23 06:09:10,123 - INFO - Horizon 0.2s - Steady F1: 0.9709, Precision: 0.9718, Recall: 0.9707 +2026-05-23 06:09:10,123 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.9709 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.9691 +2026-05-23 06:09:10,123 - INFO - Val Horizon 0.2s - Transition: accuracy=0.8092 +2026-05-23 06:09:10,123 - INFO - Horizon 0.2s - Transition F1: 0.7564, Precision: 0.7810, Recall: 0.7464 +2026-05-23 06:09:10,123 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:09:10,123 - INFO - Macro F1: 0.7564 +2026-05-23 06:09:10,123 - INFO - Weighted F1: 0.8089 +2026-05-23 06:09:10,123 - INFO - +2026-05-23 06:09:10,124 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9357 +2026-05-23 06:09:10,124 - INFO - Horizon 0.3s - Overall F1: 0.9344, Precision: 0.9414, Recall: 0.9284 +2026-05-23 06:09:10,124 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.9344 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.9354 +2026-05-23 06:09:10,124 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9652 +2026-05-23 06:09:10,124 - INFO - Horizon 0.3s - Steady F1: 0.9657, Precision: 0.9688, Recall: 0.9637 +2026-05-23 06:09:10,124 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.9657 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.9651 +2026-05-23 06:09:10,124 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7977 +2026-05-23 06:09:10,124 - INFO - Horizon 0.3s - Transition F1: 0.7433, Precision: 0.7547, Recall: 0.7379 +2026-05-23 06:09:10,124 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.7433 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.7979 +2026-05-23 06:09:10,124 - INFO - +2026-05-23 06:09:10,124 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9200 +2026-05-23 06:09:10,124 - INFO - Horizon 0.5s - Overall F1: 0.9170, Precision: 0.9279, Recall: 0.9075 +2026-05-23 06:09:10,124 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.9170 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.9196 +2026-05-23 06:09:10,124 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9563 +2026-05-23 06:09:10,124 - INFO - Horizon 0.5s - Steady F1: 0.9523, Precision: 0.9580, Recall: 0.9478 +2026-05-23 06:09:10,124 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.9523 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.9561 +2026-05-23 06:09:10,124 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7498 +2026-05-23 06:09:10,124 - INFO - Horizon 0.5s - Transition F1: 0.7074, Precision: 0.7306, Recall: 0.6961 +2026-05-23 06:09:10,124 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.7074 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.7504 +2026-05-23 06:09:10,124 - INFO - +2026-05-23 06:09:10,124 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8750 +2026-05-23 06:09:10,124 - INFO - Horizon 1.0s - Overall F1: 0.8607, Precision: 0.8832, Recall: 0.8434 +2026-05-23 06:09:10,124 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.8607 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.8738 +2026-05-23 06:09:10,124 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9139 +2026-05-23 06:09:10,124 - INFO - Horizon 1.0s - Steady F1: 0.8912, Precision: 0.9076, Recall: 0.8793 +2026-05-23 06:09:10,124 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.8912 +2026-05-23 06:09:10,124 - INFO - Weighted F1: 0.9132 +2026-05-23 06:09:10,124 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6862 +2026-05-23 06:09:10,124 - INFO - Horizon 1.0s - Transition F1: 0.6247, Precision: 0.6611, Recall: 0.6076 +2026-05-23 06:09:10,124 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:09:10,124 - INFO - Macro F1: 0.6247 +2026-05-23 06:09:10,125 - INFO - Weighted F1: 0.6867 +2026-05-23 06:09:10,359 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_48.pt +2026-05-23 06:09:10,360 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_48.csv +2026-05-23 06:09:10,360 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_48.csv +2026-05-23 06:09:10,360 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_48.csv +2026-05-23 06:09:10,361 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_48.csv +2026-05-23 06:09:10,361 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_48.csv +2026-05-23 06:09:10,361 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_48.csv +2026-05-23 06:09:10,362 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_48.csv +2026-05-23 06:09:10,362 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_48.csv +2026-05-23 06:09:10,362 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_48.csv +2026-05-23 06:09:10,363 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_48.csv +2026-05-23 06:09:10,363 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_48.csv +2026-05-23 06:09:10,364 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_48.csv +2026-05-23 06:09:10,364 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_48.csv +2026-05-23 06:09:10,364 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_48.csv +2026-05-23 06:09:10,365 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_48.csv +2026-05-23 06:09:10,365 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_48.csv +2026-05-23 06:09:10,365 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_48.csv +2026-05-23 06:09:10,366 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_48.csv +2026-05-23 06:09:10,397 - INFO - Removed old checkpoint: checkpoint_epoch_47.pt +2026-05-23 06:09:10,398 - INFO - Epoch 49/50, Learning Rate: 0.000039 +2026-05-23 06:09:32,857 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:09:32,900 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:09:32,943 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:09:32,980 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:09:33,025 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:09:33,069 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:09:33,961 - INFO - Epoch 49/50: +2026-05-23 06:09:33,961 - INFO - Train: loss=0.6046, accuracy_overall=0.9689 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s: accuracy=0.9744 +2026-05-23 06:09:33,961 - INFO - Horizon 0.1s: accuracy=0.9763 +2026-05-23 06:09:33,961 - INFO - Horizon 0.2s: accuracy=0.9772 +2026-05-23 06:09:33,961 - INFO - Horizon 0.3s: accuracy=0.9737 +2026-05-23 06:09:33,961 - INFO - Horizon 0.5s: accuracy=0.9688 +2026-05-23 06:09:33,961 - INFO - Horizon 1.0s: accuracy=0.9428 +2026-05-23 06:09:33,961 - INFO - Val Horizon 0.0s - Overall: loss=0.7004, accuracy=0.9426 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s - Overall F1: 0.9449, Precision: 0.9494, Recall: 0.9418 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:09:33,961 - INFO - Macro F1: 0.9449 +2026-05-23 06:09:33,961 - INFO - Weighted F1: 0.9425 +2026-05-23 06:09:33,961 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9742 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s - Steady F1: 0.9795, Precision: 0.9804, Recall: 0.9793 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:09:33,961 - INFO - Macro F1: 0.9795 +2026-05-23 06:09:33,961 - INFO - Weighted F1: 0.9741 +2026-05-23 06:09:33,961 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7967 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s - Transition F1: 0.7449, Precision: 0.7729, Recall: 0.7327 +2026-05-23 06:09:33,961 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:09:33,961 - INFO - Macro F1: 0.7449 +2026-05-23 06:09:33,961 - INFO - Weighted F1: 0.7955 +2026-05-23 06:09:33,961 - INFO - +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9394 +2026-05-23 06:09:33,962 - INFO - Horizon 0.1s - Overall F1: 0.9406, Precision: 0.9450, Recall: 0.9371 +2026-05-23 06:09:33,962 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9406 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9393 +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9719 +2026-05-23 06:09:33,962 - INFO - Horizon 0.1s - Steady F1: 0.9766, Precision: 0.9779, Recall: 0.9758 +2026-05-23 06:09:33,962 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9766 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9719 +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7866 +2026-05-23 06:09:33,962 - INFO - Horizon 0.1s - Transition F1: 0.7310, Precision: 0.7544, Recall: 0.7197 +2026-05-23 06:09:33,962 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.7310 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.7861 +2026-05-23 06:09:33,962 - INFO - +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9351 +2026-05-23 06:09:33,962 - INFO - Horizon 0.2s - Overall F1: 0.9365, Precision: 0.9449, Recall: 0.9295 +2026-05-23 06:09:33,962 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9365 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9349 +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9668 +2026-05-23 06:09:33,962 - INFO - Horizon 0.2s - Steady F1: 0.9700, Precision: 0.9734, Recall: 0.9675 +2026-05-23 06:09:33,962 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9700 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9668 +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7859 +2026-05-23 06:09:33,962 - INFO - Horizon 0.2s - Transition F1: 0.7365, Precision: 0.7754, Recall: 0.7181 +2026-05-23 06:09:33,962 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.7365 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.7856 +2026-05-23 06:09:33,962 - INFO - +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9311 +2026-05-23 06:09:33,962 - INFO - Horizon 0.3s - Overall F1: 0.9307, Precision: 0.9408, Recall: 0.9222 +2026-05-23 06:09:33,962 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9307 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9309 +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9636 +2026-05-23 06:09:33,962 - INFO - Horizon 0.3s - Steady F1: 0.9653, Precision: 0.9718, Recall: 0.9598 +2026-05-23 06:09:33,962 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9653 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9635 +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7796 +2026-05-23 06:09:33,962 - INFO - Horizon 0.3s - Transition F1: 0.7296, Precision: 0.7541, Recall: 0.7147 +2026-05-23 06:09:33,962 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.7296 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.7796 +2026-05-23 06:09:33,962 - INFO - +2026-05-23 06:09:33,962 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9173 +2026-05-23 06:09:33,962 - INFO - Horizon 0.5s - Overall F1: 0.9154, Precision: 0.9278, Recall: 0.9053 +2026-05-23 06:09:33,962 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:09:33,962 - INFO - Macro F1: 0.9154 +2026-05-23 06:09:33,962 - INFO - Weighted F1: 0.9167 +2026-05-23 06:09:33,963 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9531 +2026-05-23 06:09:33,963 - INFO - Horizon 0.5s - Steady F1: 0.9503, Precision: 0.9619, Recall: 0.9409 +2026-05-23 06:09:33,963 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:09:33,963 - INFO - Macro F1: 0.9503 +2026-05-23 06:09:33,963 - INFO - Weighted F1: 0.9528 +2026-05-23 06:09:33,963 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7492 +2026-05-23 06:09:33,963 - INFO - Horizon 0.5s - Transition F1: 0.7041, Precision: 0.7285, Recall: 0.6932 +2026-05-23 06:09:33,963 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:09:33,963 - INFO - Macro F1: 0.7041 +2026-05-23 06:09:33,963 - INFO - Weighted F1: 0.7495 +2026-05-23 06:09:33,963 - INFO - +2026-05-23 06:09:33,963 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8759 +2026-05-23 06:09:33,963 - INFO - Horizon 1.0s - Overall F1: 0.8640, Precision: 0.8931, Recall: 0.8427 +2026-05-23 06:09:33,963 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:09:33,963 - INFO - Macro F1: 0.8640 +2026-05-23 06:09:33,963 - INFO - Weighted F1: 0.8741 +2026-05-23 06:09:33,963 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9172 +2026-05-23 06:09:33,963 - INFO - Horizon 1.0s - Steady F1: 0.9003, Precision: 0.9282, Recall: 0.8810 +2026-05-23 06:09:33,963 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:09:33,963 - INFO - Macro F1: 0.9003 +2026-05-23 06:09:33,963 - INFO - Weighted F1: 0.9159 +2026-05-23 06:09:33,963 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6755 +2026-05-23 06:09:33,963 - INFO - Horizon 1.0s - Transition F1: 0.6237, Precision: 0.6610, Recall: 0.6029 +2026-05-23 06:09:33,963 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:09:33,963 - INFO - Macro F1: 0.6237 +2026-05-23 06:09:33,963 - INFO - Weighted F1: 0.6773 +2026-05-23 06:09:34,200 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_49.pt +2026-05-23 06:09:34,201 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_49.csv +2026-05-23 06:09:34,201 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_49.csv +2026-05-23 06:09:34,201 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_49.csv +2026-05-23 06:09:34,202 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_49.csv +2026-05-23 06:09:34,203 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_49.csv +2026-05-23 06:09:34,203 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_49.csv +2026-05-23 06:09:34,203 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_49.csv +2026-05-23 06:09:34,204 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_49.csv +2026-05-23 06:09:34,204 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_49.csv +2026-05-23 06:09:34,205 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_49.csv +2026-05-23 06:09:34,205 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_49.csv +2026-05-23 06:09:34,205 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_49.csv +2026-05-23 06:09:34,206 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_49.csv +2026-05-23 06:09:34,206 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_49.csv +2026-05-23 06:09:34,207 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_49.csv +2026-05-23 06:09:34,207 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_49.csv +2026-05-23 06:09:34,207 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_49.csv +2026-05-23 06:09:34,208 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_49.csv +2026-05-23 06:09:34,239 - INFO - Removed old checkpoint: checkpoint_epoch_48.pt +2026-05-23 06:09:34,240 - INFO - Epoch 50/50, Learning Rate: 0.000039 +2026-05-23 06:09:56,698 - INFO - Evaluation samples - Total: 8800, Steady-state: 7236, Transition: 1564 +2026-05-23 06:09:56,737 - INFO - Horizon 1 - Steady-state: 7258, Transition: 1542 +2026-05-23 06:09:56,774 - INFO - Horizon 2 - Steady-state: 7259, Transition: 1541 +2026-05-23 06:09:56,815 - INFO - Horizon 3 - Steady-state: 7248, Transition: 1552 +2026-05-23 06:09:56,859 - INFO - Horizon 4 - Steady-state: 7253, Transition: 1547 +2026-05-23 06:09:56,902 - INFO - Horizon 5 - Steady-state: 7296, Transition: 1504 +2026-05-23 06:09:57,767 - INFO - Epoch 50/50: +2026-05-23 06:09:57,767 - INFO - Train: loss=0.6086, accuracy_overall=0.9668 +2026-05-23 06:09:57,767 - INFO - Horizon 0.0s: accuracy=0.9758 +2026-05-23 06:09:57,767 - INFO - Horizon 0.1s: accuracy=0.9780 +2026-05-23 06:09:57,767 - INFO - Horizon 0.2s: accuracy=0.9743 +2026-05-23 06:09:57,767 - INFO - Horizon 0.3s: accuracy=0.9716 +2026-05-23 06:09:57,767 - INFO - Horizon 0.5s: accuracy=0.9604 +2026-05-23 06:09:57,767 - INFO - Horizon 1.0s: accuracy=0.9404 +2026-05-23 06:09:57,767 - INFO - Val Horizon 0.0s - Overall: loss=0.6875, accuracy=0.9470 +2026-05-23 06:09:57,767 - INFO - Horizon 0.0s - Overall F1: 0.9479, Precision: 0.9573, Recall: 0.9400 +2026-05-23 06:09:57,767 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:09:57,767 - INFO - Macro F1: 0.9479 +2026-05-23 06:09:57,767 - INFO - Weighted F1: 0.9469 +2026-05-23 06:09:57,767 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9783 +2026-05-23 06:09:57,767 - INFO - Horizon 0.0s - Steady F1: 0.9815, Precision: 0.9848, Recall: 0.9790 +2026-05-23 06:09:57,767 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:09:57,767 - INFO - Macro F1: 0.9815 +2026-05-23 06:09:57,767 - INFO - Weighted F1: 0.9782 +2026-05-23 06:09:57,767 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8024 +2026-05-23 06:09:57,767 - INFO - Horizon 0.0s - Transition F1: 0.7219, Precision: 0.7832, Recall: 0.6843 +2026-05-23 06:09:57,768 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.7219 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.7988 +2026-05-23 06:09:57,768 - INFO - +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9432 +2026-05-23 06:09:57,768 - INFO - Horizon 0.1s - Overall F1: 0.9436, Precision: 0.9525, Recall: 0.9360 +2026-05-23 06:09:57,768 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.9436 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.9430 +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9734 +2026-05-23 06:09:57,768 - INFO - Horizon 0.1s - Steady F1: 0.9762, Precision: 0.9801, Recall: 0.9729 +2026-05-23 06:09:57,768 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.9762 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.9733 +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.1s - Transition: accuracy=0.8009 +2026-05-23 06:09:57,768 - INFO - Horizon 0.1s - Transition F1: 0.7291, Precision: 0.7761, Recall: 0.7007 +2026-05-23 06:09:57,768 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.7291 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.7992 +2026-05-23 06:09:57,768 - INFO - +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9403 +2026-05-23 06:09:57,768 - INFO - Horizon 0.2s - Overall F1: 0.9406, Precision: 0.9522, Recall: 0.9306 +2026-05-23 06:09:57,768 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.9406 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.9401 +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9709 +2026-05-23 06:09:57,768 - INFO - Horizon 0.2s - Steady F1: 0.9720, Precision: 0.9767, Recall: 0.9683 +2026-05-23 06:09:57,768 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.9720 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.9708 +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7962 +2026-05-23 06:09:57,768 - INFO - Horizon 0.2s - Transition F1: 0.7368, Precision: 0.7955, Recall: 0.6985 +2026-05-23 06:09:57,768 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.7368 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.7947 +2026-05-23 06:09:57,768 - INFO - +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9319 +2026-05-23 06:09:57,768 - INFO - Horizon 0.3s - Overall F1: 0.9303, Precision: 0.9427, Recall: 0.9197 +2026-05-23 06:09:57,768 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.9303 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.9316 +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9674 +2026-05-23 06:09:57,768 - INFO - Horizon 0.3s - Steady F1: 0.9669, Precision: 0.9739, Recall: 0.9612 +2026-05-23 06:09:57,768 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.9669 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.9673 +2026-05-23 06:09:57,768 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7661 +2026-05-23 06:09:57,768 - INFO - Horizon 0.3s - Transition F1: 0.6946, Precision: 0.7384, Recall: 0.6656 +2026-05-23 06:09:57,768 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:09:57,768 - INFO - Macro F1: 0.6946 +2026-05-23 06:09:57,768 - INFO - Weighted F1: 0.7640 +2026-05-23 06:09:57,768 - INFO - +2026-05-23 06:09:57,769 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9214 +2026-05-23 06:09:57,769 - INFO - Horizon 0.5s - Overall F1: 0.9187, Precision: 0.9295, Recall: 0.9100 +2026-05-23 06:09:57,769 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:09:57,769 - INFO - Macro F1: 0.9187 +2026-05-23 06:09:57,769 - INFO - Weighted F1: 0.9209 +2026-05-23 06:09:57,769 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9567 +2026-05-23 06:09:57,769 - INFO - Horizon 0.5s - Steady F1: 0.9521, Precision: 0.9585, Recall: 0.9474 +2026-05-23 06:09:57,769 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:09:57,769 - INFO - Macro F1: 0.9521 +2026-05-23 06:09:57,769 - INFO - Weighted F1: 0.9564 +2026-05-23 06:09:57,769 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7557 +2026-05-23 06:09:57,769 - INFO - Horizon 0.5s - Transition F1: 0.7030, Precision: 0.7346, Recall: 0.6896 +2026-05-23 06:09:57,769 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:09:57,769 - INFO - Macro F1: 0.7030 +2026-05-23 06:09:57,769 - INFO - Weighted F1: 0.7548 +2026-05-23 06:09:57,769 - INFO - +2026-05-23 06:09:57,769 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8827 +2026-05-23 06:09:57,769 - INFO - Horizon 1.0s - Overall F1: 0.8703, Precision: 0.8966, Recall: 0.8519 +2026-05-23 06:09:57,769 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:09:57,769 - INFO - Macro F1: 0.8703 +2026-05-23 06:09:57,769 - INFO - Weighted F1: 0.8811 +2026-05-23 06:09:57,769 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9211 +2026-05-23 06:09:57,769 - INFO - Horizon 1.0s - Steady F1: 0.9037, Precision: 0.9271, Recall: 0.8882 +2026-05-23 06:09:57,769 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:09:57,769 - INFO - Macro F1: 0.9037 +2026-05-23 06:09:57,769 - INFO - Weighted F1: 0.9200 +2026-05-23 06:09:57,769 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6968 +2026-05-23 06:09:57,769 - INFO - Horizon 1.0s - Transition F1: 0.6473, Precision: 0.6802, Recall: 0.6351 +2026-05-23 06:09:57,769 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:09:57,769 - INFO - Macro F1: 0.6473 +2026-05-23 06:09:57,769 - INFO - Weighted F1: 0.6985 +2026-05-23 06:09:57,978 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_50.pt +2026-05-23 06:09:57,979 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv +2026-05-23 06:09:57,979 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv +2026-05-23 06:09:57,980 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv +2026-05-23 06:09:57,980 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv +2026-05-23 06:09:57,980 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv +2026-05-23 06:09:57,981 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv +2026-05-23 06:09:57,981 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv +2026-05-23 06:09:57,981 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv +2026-05-23 06:09:57,982 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv +2026-05-23 06:09:57,982 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv +2026-05-23 06:09:57,982 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv +2026-05-23 06:09:57,983 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv +2026-05-23 06:09:57,983 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv +2026-05-23 06:09:57,983 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv +2026-05-23 06:09:57,984 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv +2026-05-23 06:09:57,984 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv +2026-05-23 06:09:57,984 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv +2026-05-23 06:09:57,985 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv +2026-05-23 06:09:58,014 - INFO - Removed old checkpoint: checkpoint_epoch_49.pt +2026-05-23 06:10:35,555 - INFO - Evaluation samples - Total: 43520, Steady-state: 41396, Transition: 2124 +2026-05-23 06:10:35,785 - INFO - Horizon 1 - Steady-state: 41381, Transition: 2139 +2026-05-23 06:10:36,011 - INFO - Horizon 2 - Steady-state: 41401, Transition: 2119 +2026-05-23 06:10:36,202 - INFO - Horizon 3 - Steady-state: 41393, Transition: 2127 +2026-05-23 06:10:36,406 - INFO - Horizon 4 - Steady-state: 41395, Transition: 2125 +2026-05-23 06:10:36,628 - INFO - Horizon 5 - Steady-state: 41394, Transition: 2126 +2026-05-23 06:10:39,118 - INFO - Saved overall horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:10:39,119 - INFO - Saved steady horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:10:39,120 - INFO - Saved transition horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:10:39,121 - INFO - Saved overall horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:10:39,121 - INFO - Saved steady horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:10:39,122 - INFO - Saved transition horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:10:39,123 - INFO - Saved overall horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:10:39,124 - INFO - Saved steady horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:10:39,125 - INFO - Saved transition horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:10:39,125 - INFO - Saved overall horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:10:39,126 - INFO - Saved steady horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:10:39,127 - INFO - Saved transition horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:10:39,128 - INFO - Saved overall horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:10:39,129 - INFO - Saved steady horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:10:39,130 - INFO - Saved transition horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:10:39,130 - INFO - Saved overall horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:10:39,131 - INFO - Saved steady horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:10:39,132 - INFO - Saved transition horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:10:39,141 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:10:39,238 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv +2026-05-23 06:10:39,239 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.0s.csv +2026-05-23 06:10:39,239 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.1s.csv +2026-05-23 06:10:39,240 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.2s.csv +2026-05-23 06:10:39,241 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.3s.csv +2026-05-23 06:10:39,241 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.5s.csv +2026-05-23 06:10:39,242 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_1.0s.csv +2026-05-23 06:10:39,242 - INFO - +Test set evaluation: +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.0s - Overall: loss=1.7874, accuracy=0.5965 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.0s - Steady-State: accuracy=0.6042 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.0s - Transition: accuracy=0.4459 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.1s - Overall: accuracy=0.5943 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.1s - Steady-State: accuracy=0.6014 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.1s - Transition: accuracy=0.4572 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.2s - Overall: accuracy=0.5918 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.2s - Steady-State: accuracy=0.5990 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.2s - Transition: accuracy=0.4512 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.3s - Overall: accuracy=0.5874 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.3s - Steady-State: accuracy=0.5948 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.3s - Transition: accuracy=0.4419 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.5s - Overall: accuracy=0.5799 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.5s - Steady-State: accuracy=0.5878 +2026-05-23 06:10:39,242 - INFO - Test Horizon 0.5s - Transition: accuracy=0.4268 +2026-05-23 06:10:39,242 - INFO - Test Horizon 1.0s - Overall: accuracy=0.5648 +2026-05-23 06:10:39,242 - INFO - Test Horizon 1.0s - Steady-State: accuracy=0.5738 +2026-05-23 06:10:39,242 - INFO - Test Horizon 1.0s - Transition: accuracy=0.3904 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ab35ce3bb546e19e3efffa7a04376df08740dff --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2022,1,3,0,6,0,0,33,6,0,29 +Sit to stand,14,44,0,67,0,0,0,0,0,0,0 +Stand to sit,52,0,78,21,0,0,0,0,0,0,1 +Sitting,0,0,0,413,0,0,0,0,0,0,0 +Stair up,14,0,0,0,107,0,0,0,0,0,0 +Stair down,57,0,0,0,0,64,0,0,0,0,0 +Ramp up,84,0,0,0,21,0,86,0,1,0,0 +Ramp down,129,0,0,0,0,5,0,178,0,0,0 +Grass walking,50,0,0,0,0,0,0,1,96,2,0 +Uneven ground walking,103,0,0,0,10,7,0,8,37,11,0 +Carry,465,0,0,0,0,2,0,25,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..29e21e1739c8457437e6de41c6535c7ea20f591d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1951,0,1,0,3,0,0,30,6,0,29 +Sit to stand,3,33,0,52,0,0,0,0,0,0,0 +Stand to sit,37,0,71,5,0,0,0,0,0,0,1 +Sitting,0,0,0,384,0,0,0,0,0,0,0 +Stair up,8,0,0,0,103,0,0,0,0,0,0 +Stair down,49,0,0,0,0,64,0,0,0,0,0 +Ramp up,76,0,0,0,21,0,86,0,1,0,0 +Ramp down,120,0,0,0,0,5,0,178,0,0,0 +Grass walking,42,0,0,0,0,0,0,1,96,2,0 +Uneven ground walking,98,0,0,0,10,6,0,7,36,11,0 +Carry,453,0,0,0,0,2,0,25,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d7659a57c1bc5eb19dee2193d5566332b4544258 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,71,1,2,0,3,0,0,3,0,0,0 +Sit to stand,11,11,0,15,0,0,0,0,0,0,0 +Stand to sit,15,0,7,16,0,0,0,0,0,0,0 +Sitting,0,0,0,29,0,0,0,0,0,0,0 +Stair up,6,0,0,0,4,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,5,0,0,0,0,1,0,1,1,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c05ef07903ea41c6ac74153240e94385f96d974d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6762541806020067,0.9628571428571429,0.7944990176817289,2100.0,2990,2100 +Sit to stand,0.9777777777777777,0.352,0.5176470588235295,125.0,45,125 +Stand to sit,0.9629629629629629,0.5131578947368421,0.6695278969957081,152.0,81,152 +Sitting,0.8243512974051896,1.0,0.9037199124726477,413.0,501,413 +Stair up,0.7430555555555556,0.8842975206611571,0.8075471698113208,121.0,144,121 +Stair down,0.8205128205128205,0.5289256198347108,0.6432160804020101,121.0,78,121 +Ramp up,1.0,0.4479166666666667,0.6187050359712231,192.0,86,192 +Ramp down,0.726530612244898,0.5705128205128205,0.6391382405745063,312.0,245,312 +Grass walking,0.6857142857142857,0.6442953020134228,0.6643598615916955,149.0,140,149 +Uneven ground walking,0.8461538461538461,0.0625,0.1164021164021164,176.0,13,176 +Carry,0.5081967213114754,0.05927342256214149,0.10616438356164383,523.0,61,523 +accuracy,0.7139598540145985,0.7139598540145985,0.7139598540145985,0.7139598540145985,0,0 +macro avg,0.7974100054764381,0.5477942172586278,0.5891751612989208,4384.0,0,0 +weighted avg,0.7194192912751456,0.7139598540145985,0.6562280108091544,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1172c2d19c2a4445b94250bee5afa1b6127b21fc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.687698272823405,0.9658415841584158,0.8033765698991147,2020.0,2837,2020 +Sit to stand,1.0,0.375,0.5454545454545454,88.0,33,88 +Stand to sit,0.9861111111111112,0.6228070175438597,0.7634408602150538,114.0,72,114 +Sitting,0.8707482993197279,1.0,0.9309090909090909,384.0,441,384 +Stair up,0.7518248175182481,0.9279279279279279,0.8306451612903226,111.0,137,111 +Stair down,0.8311688311688312,0.5663716814159292,0.6736842105263158,113.0,77,113 +Ramp up,1.0,0.4673913043478261,0.6370370370370371,184.0,86,184 +Ramp down,0.7385892116182573,0.5874587458745875,0.6544117647058824,303.0,241,303 +Grass walking,0.6906474820143885,0.6808510638297872,0.6857142857142857,141.0,139,141 +Uneven ground walking,0.8461538461538461,0.06547619047619048,0.12154696132596685,168.0,13,168 +Carry,0.5081967213114754,0.060665362035225046,0.10839160839160839,511.0,61,511 +accuracy,0.7270969301426154,0.7270969301426154,0.7270969301426154,0.7270969301426154,0,0 +macro avg,0.8101035084581174,0.5745264434190681,0.6140556450426568,4137.0,0,0 +weighted avg,0.7271755751036245,0.7270969301426154,0.669965009441577,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b1c8c36f3e6552128b5340c06e3fd57ad0266ad6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46405228758169936,0.8875,0.6094420600858369,80.0,153,80 +Sit to stand,0.9166666666666666,0.2972972972972973,0.4489795918367347,37.0,12,37 +Stand to sit,0.7777777777777778,0.18421052631578946,0.2978723404255319,38.0,9,38 +Sitting,0.48333333333333334,1.0,0.651685393258427,29.0,60,29 +Stair up,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Stair down,0.0,0.0,0.0,8.0,1,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,4,9 +Grass walking,0.0,0.0,0.0,8.0,1,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4939271255060729,0.4939271255060729,0.4939271255060729,0.4939271255060729,0,0 +macro avg,0.2921144215261862,0.2517279839648261,0.2253243291727862,247.0,0,0 +weighted avg,0.4871552939664395,0.4939271255060729,0.4060385319774571,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d4226e058f64fe1cc891f8fb7085ab26af48fbb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2022,0,6,0,6,1,0,35,6,0,27 +Sit to stand,15,40,0,70,0,0,0,0,0,0,0 +Stand to sit,53,0,78,18,0,0,0,0,0,0,1 +Sitting,0,0,0,414,0,0,0,0,0,0,0 +Stair up,17,0,0,0,106,0,0,0,0,0,0 +Stair down,57,0,0,0,0,64,0,0,0,0,0 +Ramp up,92,0,0,0,16,1,82,0,1,0,0 +Ramp down,130,0,0,0,0,4,0,178,0,0,0 +Grass walking,48,0,0,0,0,0,0,2,95,2,0 +Uneven ground walking,110,0,0,0,9,9,0,9,33,6,0 +Carry,458,0,0,0,0,2,0,27,0,0,34 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd607fb2c800ea5147ace22b95755c50c26bd9eb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1947,0,4,0,3,1,0,33,6,0,27 +Sit to stand,5,27,0,55,0,0,0,0,0,0,0 +Stand to sit,38,0,70,5,0,0,0,0,0,0,1 +Sitting,0,0,0,383,0,0,0,0,0,0,0 +Stair up,11,0,0,0,102,0,0,0,0,0,0 +Stair down,49,0,0,0,0,64,0,0,0,0,0 +Ramp up,84,0,0,0,16,1,82,0,1,0,0 +Ramp down,121,0,0,0,0,4,0,178,0,0,0 +Grass walking,41,0,0,0,0,0,0,1,95,2,0 +Uneven ground walking,103,0,0,0,9,8,0,9,33,6,0 +Carry,447,0,0,0,0,2,0,27,0,0,34 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ecb2fb7c267525247996311159d25e95aeb9fcbd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,75,0,2,0,3,0,0,2,0,0,0 +Sit to stand,10,13,0,15,0,0,0,0,0,0,0 +Stand to sit,15,0,8,13,0,0,0,0,0,0,0 +Sitting,0,0,0,31,0,0,0,0,0,0,0 +Stair up,6,0,0,0,4,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,7,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,7,0,0,0,0,1,0,0,0,0,0 +Carry,11,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ed98cc02cb5eb6f1571fcd4f402f829a85e5756 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6735509660226515,0.9614835948644793,0.7921645445641528,2103.0,3002,2103 +Sit to stand,1.0,0.32,0.48484848484848486,125.0,40,125 +Stand to sit,0.9285714285714286,0.52,0.6666666666666666,150.0,84,150 +Sitting,0.8247011952191236,1.0,0.9039301310043668,414.0,502,414 +Stair up,0.7737226277372263,0.8617886178861789,0.8153846153846154,123.0,137,123 +Stair down,0.7901234567901234,0.5289256198347108,0.6336633663366337,121.0,81,121 +Ramp up,1.0,0.4270833333333333,0.5985401459854015,192.0,82,192 +Ramp down,0.7091633466135459,0.5705128205128205,0.6323268206039077,312.0,251,312 +Grass walking,0.7037037037037037,0.6462585034013606,0.6737588652482269,147.0,135,147 +Uneven ground walking,0.75,0.03409090909090909,0.06521739130434782,176.0,8,176 +Carry,0.5483870967741935,0.06525911708253358,0.11663807890222985,521.0,62,521 +accuracy,0.7114507299270073,0.7114507299270073,0.7114507299270073,0.7114507299270073,0,0 +macro avg,0.7910839837665452,0.539582046909666,0.5802853737135485,4384.0,0,0 +weighted avg,0.7179232659996753,0.7114507299270073,0.6526495612011984,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..30b306d50b0438414a6d2db1eccf68090d1ab05e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6841180604356992,0.9633844631370608,0.8000821861516334,2021.0,2846,2021 +Sit to stand,1.0,0.3103448275862069,0.47368421052631576,87.0,27,87 +Stand to sit,0.9459459459459459,0.6140350877192983,0.7446808510638298,114.0,74,114 +Sitting,0.8645598194130926,1.0,0.927360774818402,383.0,443,383 +Stair up,0.7846153846153846,0.9026548672566371,0.8395061728395061,113.0,130,113 +Stair down,0.8,0.5663716814159292,0.6632124352331606,113.0,80,113 +Ramp up,1.0,0.44565217391304346,0.6165413533834586,184.0,82,184 +Ramp down,0.717741935483871,0.5874587458745875,0.6460980036297641,303.0,248,303 +Grass walking,0.7037037037037037,0.6834532374100719,0.6934306569343066,139.0,135,139 +Uneven ground walking,0.75,0.03571428571428571,0.06818181818181818,168.0,8,168 +Carry,0.5483870967741935,0.06666666666666667,0.11888111888111888,510.0,62,510 +accuracy,0.7226118500604595,0.7226118500604595,0.7226118500604595,0.7226118500604595,0,0 +macro avg,0.7999156314883537,0.5614305487903443,0.5992417801493922,4135.0,0,0 +weighted avg,0.7237234408455635,0.7226118500604595,0.6640238700211211,4135.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b420e7d98acd7c8b2f0fc468cfbceb669a4753bf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4807692307692308,0.9146341463414634,0.6302521008403361,82.0,156,82 +Sit to stand,1.0,0.34210526315789475,0.5098039215686274,38.0,13,38 +Stand to sit,0.8,0.2222222222222222,0.34782608695652173,36.0,10,36 +Sitting,0.5254237288135594,1.0,0.6888888888888889,31.0,59,31 +Stair up,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Stair down,0.0,0.0,0.0,8.0,1,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,3,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,11.0,0,11 +accuracy,0.5261044176706827,0.5261044176706827,0.5261044176706827,0.5261044176706827,0,0 +macro avg,0.3070565028192147,0.2617237847019619,0.24066902123168107,249.0,0,0 +weighted avg,0.5149618402834658,0.5261044176706827,0.44030682059215626,249.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ac4a4f48591af7779b73b50b4bd04e62e0a7c40 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2012,2,6,0,8,1,0,43,4,0,29 +Sit to stand,13,37,0,73,0,0,0,0,0,0,0 +Stand to sit,58,0,69,24,0,0,0,0,0,0,1 +Sitting,0,5,0,406,0,0,0,0,0,0,0 +Stair up,18,0,0,0,104,0,0,0,0,0,0 +Stair down,61,0,0,0,0,60,0,1,0,0,0 +Ramp up,98,0,0,0,7,2,82,0,1,0,1 +Ramp down,130,0,0,0,0,4,0,177,0,0,0 +Grass walking,53,0,0,0,0,0,0,3,90,2,0 +Uneven ground walking,119,0,0,0,9,5,0,8,26,10,0 +Carry,447,0,0,0,0,4,0,28,0,0,43 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5263585c6813348bc629d63a052a7fc3469cd94e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1938,0,5,0,5,1,0,41,4,0,29 +Sit to stand,6,30,0,52,0,0,0,0,0,0,0 +Stand to sit,43,0,62,8,0,0,0,0,0,0,1 +Sitting,0,4,0,378,0,0,0,0,0,0,0 +Stair up,11,0,0,0,101,0,0,0,0,0,0 +Stair down,53,0,0,0,0,60,0,1,0,0,0 +Ramp up,90,0,0,0,7,2,82,0,1,0,1 +Ramp down,121,0,0,0,0,4,0,177,0,0,0 +Grass walking,47,0,0,0,0,0,0,1,90,2,0 +Uneven ground walking,111,0,0,0,9,5,0,8,26,10,0 +Carry,435,0,0,0,0,4,0,28,0,0,43 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..435f2d36983d1080cf2ad33c6f895566c19a1f8e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,74,2,1,0,3,0,0,2,0,0,0 +Sit to stand,7,7,0,21,0,0,0,0,0,0,0 +Stand to sit,15,0,7,16,0,0,0,0,0,0,0 +Sitting,0,1,0,28,0,0,0,0,0,0,0 +Stair up,7,0,0,0,3,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,8,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a34113e621db044b57b90a614d84f98486db5056 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6686606846128281,0.9558194774346793,0.7868596010950333,2105.0,3009,2105 +Sit to stand,0.8409090909090909,0.3008130081300813,0.4431137724550898,123.0,44,123 +Stand to sit,0.92,0.45394736842105265,0.6079295154185022,152.0,75,152 +Sitting,0.8071570576540755,0.9878345498783455,0.888402625820569,411.0,503,411 +Stair up,0.8125,0.8524590163934426,0.832,122.0,128,122 +Stair down,0.7894736842105263,0.4918032786885246,0.6060606060606061,122.0,76,122 +Ramp up,1.0,0.4293193717277487,0.6007326007326007,191.0,82,191 +Ramp down,0.6807692307692308,0.5691318327974276,0.6199649737302977,311.0,260,311 +Grass walking,0.743801652892562,0.6081081081081081,0.6691449814126395,148.0,121,148 +Uneven ground walking,0.8333333333333334,0.05649717514124294,0.10582010582010581,177.0,12,177 +Carry,0.581081081081081,0.08237547892720307,0.14429530201342283,522.0,74,522 +accuracy,0.7048357664233577,0.7048357664233577,0.7048357664233577,0.7048357664233577,0,0 +macro avg,0.7888805286784297,0.5261916968770778,0.5731203713235333,4384.0,0,0 +weighted avg,0.7166083711640021,0.7048357664233577,0.6488274203952021,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b005c8de892c0cf2e39f2aacb8c5b6a6393fea20 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6788091068301226,0.957983193277311,0.7945879458794588,2023.0,2855,2023 +Sit to stand,0.8823529411764706,0.3409090909090909,0.4918032786885246,88.0,34,88 +Stand to sit,0.9253731343283582,0.543859649122807,0.6850828729281768,114.0,67,114 +Sitting,0.863013698630137,0.9895287958115183,0.9219512195121952,382.0,438,382 +Stair up,0.8278688524590164,0.9017857142857143,0.8632478632478633,112.0,122,112 +Stair down,0.7894736842105263,0.5263157894736842,0.631578947368421,114.0,76,114 +Ramp up,1.0,0.44808743169398907,0.6188679245283019,183.0,82,183 +Ramp down,0.69140625,0.5860927152317881,0.6344086021505376,302.0,256,302 +Grass walking,0.743801652892562,0.6428571428571429,0.6896551724137931,140.0,121,140 +Uneven ground walking,0.8333333333333334,0.05917159763313609,0.11049723756906077,169.0,12,169 +Carry,0.581081081081081,0.08431372549019608,0.14726027397260275,510.0,74,510 +accuracy,0.718153251148175,0.718153251148175,0.718153251148175,0.718153251148175,0,0 +macro avg,0.8015012486310552,0.5528095314351252,0.5989946671144487,4137.0,0,0 +weighted avg,0.7256187012801706,0.718153251148175,0.6634932081559676,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..93901042e8924bdefc116c4191bb6fbac4585125 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4805194805194805,0.9024390243902439,0.6271186440677966,82.0,154,82 +Sit to stand,0.7,0.2,0.3111111111111111,35.0,10,35 +Stand to sit,0.875,0.18421052631578946,0.30434782608695654,38.0,8,38 +Sitting,0.4307692307692308,0.9655172413793104,0.5957446808510638,29.0,65,29 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.0,0.0,0.0,8.0,0,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,4,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4817813765182186,0.4817813765182186,0.4817813765182186,0.4817813765182186,0,0 +macro avg,0.2714807919353374,0.23201516291684943,0.20121111473790254,247.0,0,0 +weighted avg,0.46414941333969667,0.4817813765182186,0.3842284649329287,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6e74ea4a4bfd99852d002082ff5e13196058f71a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2014,1,7,1,8,2,0,45,3,0,23 +Sit to stand,10,42,0,73,0,0,0,0,0,0,0 +Stand to sit,63,0,63,21,0,0,0,0,0,0,1 +Sitting,0,8,0,406,0,0,0,0,0,0,0 +Stair up,19,0,0,0,102,0,0,0,0,0,0 +Stair down,63,0,0,0,0,58,0,1,0,0,0 +Ramp up,116,0,0,0,6,3,66,0,1,0,0 +Ramp down,145,0,0,0,0,4,0,163,0,0,0 +Grass walking,60,0,0,0,0,0,0,4,82,2,0 +Uneven ground walking,129,0,0,0,10,3,0,8,20,6,0 +Carry,447,0,0,0,0,3,2,26,0,0,44 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d1fad9be85009a333244e2c47dbd92216707707c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1943,0,6,0,5,2,0,42,3,0,23 +Sit to stand,4,29,0,55,0,0,0,0,0,0,0 +Stand to sit,47,0,56,7,0,0,0,0,0,0,1 +Sitting,0,6,0,376,0,0,0,0,0,0,0 +Stair up,15,0,0,0,98,0,0,0,0,0,0 +Stair down,55,0,0,0,0,58,0,1,0,0,0 +Ramp up,108,0,0,0,6,3,66,0,1,0,0 +Ramp down,136,0,0,0,0,4,0,163,0,0,0 +Grass walking,54,0,0,0,0,0,0,2,82,2,0 +Uneven ground walking,122,0,0,0,10,2,0,7,20,6,0 +Carry,435,0,0,0,0,3,2,26,0,0,44 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fb80be97e3755262b0edc973cb3770960f426a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,71,1,1,1,3,0,0,3,0,0,0 +Sit to stand,6,13,0,18,0,0,0,0,0,0,0 +Stand to sit,16,0,7,14,0,0,0,0,0,0,0 +Sitting,0,2,0,30,0,0,0,0,0,0,0 +Stair up,4,0,0,0,4,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,7,0,0,0,0,1,0,1,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..51323c205399f9de0902f8fcb6fbd9669dd98353 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6568819308545336,0.9572243346007605,0.779110251450677,2104.0,3066,2104 +Sit to stand,0.8235294117647058,0.336,0.4772727272727273,125.0,51,125 +Stand to sit,0.9,0.42567567567567566,0.5779816513761468,148.0,70,148 +Sitting,0.810379241516966,0.9806763285024155,0.8874316939890711,414.0,501,414 +Stair up,0.8095238095238095,0.8429752066115702,0.8259109311740891,121.0,126,121 +Stair down,0.7945205479452054,0.47540983606557374,0.5948717948717949,122.0,73,122 +Ramp up,0.9705882352941176,0.34375,0.5076923076923077,192.0,68,192 +Ramp down,0.659919028340081,0.5224358974358975,0.5831842576028623,312.0,247,312 +Grass walking,0.7735849056603774,0.5540540540540541,0.6456692913385826,148.0,106,148 +Uneven ground walking,0.75,0.03409090909090909,0.06521739130434782,176.0,8,176 +Carry,0.6470588235294118,0.0842911877394636,0.14915254237288136,522.0,68,522 +accuracy,0.6947992700729927,0.6947992700729927,0.6947992700729927,0.6947992700729927,0,0 +macro avg,0.7814532667662917,0.5051439481614837,0.5539540764041353,4384.0,0,0 +weighted avg,0.712843203174478,0.6947992700729927,0.6361040150269661,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..40b6b29c3ade8adb2855652f49b1605ca4268c53 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6656389174374786,0.9599802371541502,0.786162249645964,2024.0,2919,2024 +Sit to stand,0.8285714285714286,0.32954545454545453,0.4715447154471545,88.0,35,88 +Stand to sit,0.9032258064516129,0.5045045045045045,0.6473988439306358,111.0,62,111 +Sitting,0.8584474885844748,0.9842931937172775,0.9170731707317074,382.0,438,382 +Stair up,0.8235294117647058,0.8672566371681416,0.8448275862068966,113.0,119,113 +Stair down,0.8055555555555556,0.5087719298245614,0.6236559139784946,114.0,72,114 +Ramp up,0.9705882352941176,0.358695652173913,0.5238095238095238,184.0,68,184 +Ramp down,0.6763485477178424,0.5379537953795379,0.5992647058823529,303.0,241,303 +Grass walking,0.7735849056603774,0.5857142857142857,0.6666666666666666,140.0,106,140 +Uneven ground walking,0.75,0.03592814371257485,0.06857142857142857,167.0,8,167 +Carry,0.6470588235294118,0.08627450980392157,0.1522491349480969,510.0,68,510 +accuracy,0.7062379110251451,0.7062379110251451,0.7062379110251451,0.7062379110251451,0,0 +macro avg,0.791140829142455,0.5235380312453021,0.5728385399835383,4136.0,0,0 +weighted avg,0.7205798715355326,0.7062379110251451,0.6484100148851834,4136.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e4bcf44250d693a3603ba9cd9e6e73140432ee95 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.48299319727891155,0.8875,0.6255506607929515,80.0,147,80 +Sit to stand,0.8125,0.35135135135135137,0.49056603773584906,37.0,16,37 +Stand to sit,0.875,0.1891891891891892,0.3111111111111111,37.0,8,37 +Sitting,0.47619047619047616,0.9375,0.631578947368421,32.0,63,32 +Stair up,0.5714285714285714,0.5,0.5333333333333333,8.0,7,8 +Stair down,0.0,0.0,0.0,8.0,1,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,6,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,9.0,0,9 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.5040322580645161,0.5040322580645161,0.5040322580645161,0.5040322580645161,0,0 +macro avg,0.2925556586270872,0.2605036855036855,0.23564909912196963,248.0,0,0 +weighted avg,0.4874454822251481,0.5040322580645161,0.42009395303721686,248.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a55e8356fb1609c05aab4587784e07426b5d8ae5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1990,0,8,5,8,6,1,56,3,0,25 +Sit to stand,6,49,0,70,0,0,0,0,0,0,0 +Stand to sit,67,0,54,31,0,0,0,0,0,0,1 +Sitting,0,11,0,399,0,0,0,0,0,0,0 +Stair up,30,0,0,0,90,0,0,1,0,0,0 +Stair down,68,0,0,1,0,51,0,1,0,0,0 +Ramp up,136,0,0,0,4,4,48,0,0,0,0 +Ramp down,179,0,0,0,0,4,0,129,0,0,0 +Grass walking,64,0,0,0,0,0,0,7,74,4,0 +Uneven ground walking,144,0,0,0,4,2,0,11,9,6,0 +Carry,421,0,0,0,0,5,2,34,0,0,61 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..84bae4164557284a2b1e5a0aaa667d582ba8ead3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1920,0,8,0,5,6,1,54,3,0,25 +Sit to stand,3,35,0,50,0,0,0,0,0,0,0 +Stand to sit,52,0,51,11,0,0,0,0,0,0,1 +Sitting,0,6,0,376,0,0,0,0,0,0,0 +Stair up,23,0,0,0,87,0,0,1,0,0,0 +Stair down,60,0,0,1,0,51,0,1,0,0,0 +Ramp up,128,0,0,0,4,4,48,0,0,0,0 +Ramp down,170,0,0,0,0,4,0,129,0,0,0 +Grass walking,59,0,0,0,0,0,0,4,74,4,0 +Uneven ground walking,136,0,0,0,4,2,0,11,9,6,0 +Carry,409,0,0,0,0,5,2,34,0,0,61 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..808493641b697ada48e9f4f426da6c37a7db19f4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,70,0,0,5,3,0,0,2,0,0,0 +Sit to stand,3,14,0,20,0,0,0,0,0,0,0 +Stand to sit,15,0,3,20,0,0,0,0,0,0,0 +Sitting,0,5,0,23,0,0,0,0,0,0,0 +Stair up,7,0,0,0,3,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,5,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,8,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7e15bced3534320ebc8b2328318376f7616e231c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6409017713365539,0.9467174119885823,0.7643556750528135,2102.0,3105,2102 +Sit to stand,0.8166666666666667,0.392,0.5297297297297298,125.0,60,125 +Stand to sit,0.8709677419354839,0.35294117647058826,0.5023255813953489,153.0,62,153 +Sitting,0.7885375494071146,0.973170731707317,0.87117903930131,410.0,506,410 +Stair up,0.8490566037735849,0.743801652892562,0.7929515418502202,121.0,106,121 +Stair down,0.7083333333333334,0.4214876033057851,0.5284974093264249,121.0,72,121 +Ramp up,0.9411764705882353,0.25,0.3950617283950617,192.0,51,192 +Ramp down,0.5397489539748954,0.41346153846153844,0.46823956442831216,312.0,239,312 +Grass walking,0.8604651162790697,0.4966442953020134,0.6297872340425532,149.0,86,149 +Uneven ground walking,0.6,0.03409090909090909,0.06451612903225806,176.0,10,176 +Carry,0.7011494252873564,0.11663479923518165,0.2,523.0,87,523 +accuracy,0.6731295620437956,0.6731295620437956,0.6731295620437956,0.6731295620437956,0,0 +macro avg,0.756091239325663,0.46735910167767974,0.5224221484140029,4384.0,0,0 +weighted avg,0.694315580882694,0.6731295620437956,0.6155479290310523,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..50de2c83595ff80038254ebe43b68ddd3d513c66 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6486486486486487,0.9495548961424333,0.7707747892412685,2022.0,2960,2022 +Sit to stand,0.8536585365853658,0.3977272727272727,0.5426356589147286,88.0,41,88 +Stand to sit,0.864406779661017,0.4434782608695652,0.5862068965517241,115.0,59,115 +Sitting,0.8584474885844748,0.9842931937172775,0.9170731707317074,382.0,438,382 +Stair up,0.87,0.7837837837837838,0.8246445497630331,111.0,100,111 +Stair down,0.7083333333333334,0.45132743362831856,0.5513513513513514,113.0,72,113 +Ramp up,0.9411764705882353,0.2608695652173913,0.4085106382978723,184.0,51,184 +Ramp down,0.5512820512820513,0.42574257425742573,0.48044692737430167,303.0,234,303 +Grass walking,0.8604651162790697,0.524822695035461,0.6519823788546255,141.0,86,141 +Uneven ground walking,0.6,0.03571428571428571,0.06741573033707865,168.0,10,168 +Carry,0.7011494252873564,0.11937377690802348,0.2040133779264214,511.0,87,511 +accuracy,0.6858385693571774,0.6858385693571774,0.6858385693571774,0.6858385693571774,0,0 +macro avg,0.768869804568141,0.4887897943637489,0.5459141335767375,4138.0,0,0 +weighted avg,0.7035434450454128,0.6858385693571774,0.6297922002311395,4138.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..03152fb6232ee6eaee591f2bdca8437cd2c225fd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4827586206896552,0.875,0.6222222222222222,80.0,145,80 +Sit to stand,0.7368421052631579,0.3783783783783784,0.5,37.0,19,37 +Stand to sit,1.0,0.07894736842105263,0.14634146341463414,38.0,3,38 +Sitting,0.3382352941176471,0.8214285714285714,0.4791666666666667,28.0,68,28 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.0,0.0,0.0,8.0,0,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,5,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.45934959349593496,0.45934959349593496,0.45934959349593496,0.45934959349593496,0,0 +macro avg,0.27798509273367816,0.22306857438436384,0.19297548657304756,246.0,0,0 +weighted avg,0.4811155926227779,0.45934959349593496,0.36994073192764443,246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d778fa506ea8ad4416a2c5024c2355e727b02a59 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1982,0,6,21,5,6,5,52,3,3,21 +Sit to stand,12,54,0,59,0,0,0,0,0,0,0 +Stand to sit,94,0,6,51,0,0,0,0,0,0,2 +Sitting,1,5,0,402,0,0,0,0,0,0,0 +Stair up,58,0,0,0,62,0,0,1,0,0,0 +Stair down,85,0,0,0,0,35,0,1,0,0,0 +Ramp up,170,0,0,0,0,5,17,0,0,0,0 +Ramp down,257,0,0,0,0,2,0,53,0,0,0 +Grass walking,82,0,0,0,0,0,0,7,50,10,0 +Uneven ground walking,161,0,0,0,0,0,0,7,1,7,0 +Carry,420,0,0,0,0,3,7,26,0,0,67 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6677ac8fbc6a601440429404e0720ba2e17f4c62 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1913,0,6,12,3,6,5,52,3,3,21 +Sit to stand,4,46,0,38,0,0,0,0,0,0,0 +Stand to sit,83,0,6,25,0,0,0,0,0,0,1 +Sitting,1,4,0,374,0,0,0,0,0,0,0 +Stair up,50,0,0,0,60,0,0,1,0,0,0 +Stair down,77,0,0,0,0,35,0,1,0,0,0 +Ramp up,162,0,0,0,0,5,17,0,0,0,0 +Ramp down,248,0,0,0,0,2,0,53,0,0,0 +Grass walking,75,0,0,0,0,0,0,6,50,10,0 +Uneven ground walking,153,0,0,0,0,0,0,7,1,7,0 +Carry,408,0,0,0,0,3,7,26,0,0,67 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..876ff34b9aa6c52f9dab67ca331f0c1ad7f17810 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,69,0,0,9,2,0,0,0,0,0,0 +Sit to stand,8,8,0,21,0,0,0,0,0,0,0 +Stand to sit,11,0,0,26,0,0,0,0,0,0,1 +Sitting,0,1,0,28,0,0,0,0,0,0,0 +Stair up,8,0,0,0,2,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,7,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,8,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..27dfde042c647a7ba5126e29cf1c07622ab130ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.596628537025888,0.9420152091254753,0.7305565794323627,2104.0,3322,2104 +Sit to stand,0.9152542372881356,0.432,0.5869565217391305,125.0,59,125 +Stand to sit,0.5,0.0392156862745098,0.07272727272727272,153.0,12,153 +Sitting,0.7542213883677298,0.9852941176470589,0.8544102019128587,408.0,533,408 +Stair up,0.9253731343283582,0.512396694214876,0.6595744680851063,121.0,67,121 +Stair down,0.6862745098039216,0.2892561983471074,0.4069767441860465,121.0,51,121 +Ramp up,0.5862068965517241,0.08854166666666667,0.15384615384615385,192.0,29,192 +Ramp down,0.36054421768707484,0.16987179487179488,0.23093681917211328,312.0,147,312 +Grass walking,0.9259259259259259,0.33557046979865773,0.49261083743842365,149.0,54,149 +Uneven ground walking,0.35,0.03977272727272727,0.07142857142857142,176.0,20,176 +Carry,0.7444444444444445,0.12810707456978968,0.21859706362153344,523.0,90,523 +accuracy,0.6238594890510949,0.6238594890510949,0.6238594890510949,0.6238594890510949,0,0 +macro avg,0.6677157537657457,0.3601856035262422,0.40714738487177937,4384.0,0,0 +weighted avg,0.6302221351325801,0.6238594890510949,0.5477024171714386,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2664e9cf4016f7bb4630f47517c9588e8ca4ce7b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6027095148078135,0.9451581027667985,0.7360523278183917,2024.0,3174,2024 +Sit to stand,0.92,0.5227272727272727,0.6666666666666666,88.0,50,88 +Stand to sit,0.5,0.05217391304347826,0.09448818897637795,115.0,12,115 +Sitting,0.8329621380846325,0.9868073878627969,0.9033816425120773,379.0,449,379 +Stair up,0.9523809523809523,0.5405405405405406,0.6896551724137931,111.0,63,111 +Stair down,0.6862745098039216,0.30973451327433627,0.4268292682926829,113.0,51,113 +Ramp up,0.5862068965517241,0.09239130434782608,0.1596244131455399,184.0,29,184 +Ramp down,0.363013698630137,0.17491749174917492,0.23608017817371937,303.0,146,303 +Grass walking,0.9259259259259259,0.3546099290780142,0.5128205128205128,141.0,54,141 +Uneven ground walking,0.35,0.041666666666666664,0.07446808510638298,168.0,20,168 +Carry,0.7528089887640449,0.13111545988258316,0.22333333333333333,511.0,89,511 +accuracy,0.6352429296591733,0.6352429296591733,0.6352429296591733,0.6352429296591733,0,0 +macro avg,0.6792984204499228,0.37744023472177163,0.4293999808417707,4137.0,0,0 +weighted avg,0.6403664931331038,0.6352429296591733,0.5623187439726302,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9176d7241ac693a9dbed9ee3dbc7c82bd50964d8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46621621621621623,0.8625,0.6052631578947368,80.0,148,80 +Sit to stand,0.8888888888888888,0.21621621621621623,0.34782608695652173,37.0,9,37 +Stand to sit,0.0,0.0,0.0,38.0,0,38 +Sitting,0.3333333333333333,0.9655172413793104,0.49557522123893805,29.0,84,29 +Stair up,0.5,0.2,0.2857142857142857,10.0,4,10 +Stair down,0.0,0.0,0.0,8.0,0,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,1,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,1,12 +accuracy,0.4331983805668016,0.4331983805668016,0.4331983805668016,0.4331983805668016,0,0 +macro avg,0.1989489489489489,0.20402122341777515,0.1576707956185893,247.0,0,0 +weighted avg,0.3435338172180277,0.4331983805668016,0.31789247822689193,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a0d04535aef078db10b2eea63075f790c9502292 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,710,0,0,5,0,0,0,4,2,0,144 +Sit to stand,18,71,0,32,0,0,0,0,0,0,0 +Stand to sit,19,0,96,16,0,0,0,0,0,0,5 +Sitting,0,2,0,314,0,0,0,0,0,0,0 +Stair up,8,0,0,0,79,0,0,0,0,0,5 +Stair down,33,0,0,0,0,57,0,0,0,0,0 +Ramp up,16,0,0,0,0,0,124,0,0,0,5 +Ramp down,2,0,0,0,0,0,0,137,0,0,0 +Grass walking,21,0,0,0,0,0,0,0,97,0,8 +Uneven ground walking,16,0,0,0,0,0,0,0,5,87,1 +Carry,48,0,0,0,0,0,0,0,0,0,469 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5771e357370d4d7bbdfd382d71ce2fb052950a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,644,0,0,5,0,0,0,2,0,0,130 +Sit to stand,3,60,0,19,0,0,0,0,0,0,0 +Stand to sit,8,0,84,3,0,0,0,0,0,0,2 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,1,0,0,0,79,0,0,0,0,0,2 +Stair down,24,0,0,0,0,57,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,122,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,16,0,0,0,0,0,0,0,94,0,6 +Uneven ground walking,10,0,0,0,0,0,0,0,5,83,1 +Carry,40,0,0,0,0,0,0,0,0,0,462 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b0d7e1e3abeeffd00b2dbaf5a5889ebbf14f52bf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,66,0,0,0,0,0,0,2,2,0,14 +Sit to stand,15,11,0,13,0,0,0,0,0,0,0 +Stand to sit,11,0,12,13,0,0,0,0,0,0,3 +Sitting,0,2,0,31,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,3 +Stair down,9,0,0,0,0,0,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,2,0,0,0,1 +Ramp down,2,0,0,0,0,0,0,9,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,3,0,2 +Uneven ground walking,6,0,0,0,0,0,0,0,0,4,0 +Carry,8,0,0,0,0,0,0,0,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4bd91c82db4dded2725f32535d1eb9c8fd89525d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7968574635241302,0.8208092485549133,0.8086560364464692,865.0,891,865 +Sit to stand,0.9726027397260274,0.5867768595041323,0.7319587628865979,121.0,73,121 +Stand to sit,1.0,0.7058823529411765,0.8275862068965517,136.0,96,136 +Sitting,0.8555858310626703,0.9936708860759493,0.9194729136163983,316.0,367,316 +Stair up,1.0,0.8586956521739131,0.9239766081871345,92.0,79,92 +Stair down,1.0,0.6333333333333333,0.7755102040816326,90.0,57,90 +Ramp up,1.0,0.8551724137931035,0.9219330855018587,145.0,124,145 +Ramp down,0.9716312056737588,0.9856115107913669,0.9785714285714285,139.0,141,139 +Grass walking,0.9326923076923077,0.7698412698412699,0.8434782608695652,126.0,104,126 +Uneven ground walking,1.0,0.7981651376146789,0.8877551020408163,109.0,87,109 +Carry,0.7362637362637363,0.90715667311412,0.8128249566724437,517.0,637,517 +accuracy,0.84375,0.84375,0.84375,0.84375,0,0 +macro avg,0.93323938944933,0.8104650307034507,0.8574294150700815,2656.0,0,0 +weighted avg,0.8593961144869203,0.84375,0.842973346595488,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0bb12ba34f9f93bff0559ab6575c71e193a5b664 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8529801324503311,0.8245838668373879,0.8385416666666666,781.0,755,781 +Sit to stand,1.0,0.7317073170731707,0.8450704225352113,82.0,60,82 +Stand to sit,1.0,0.865979381443299,0.9281767955801105,97.0,84,97 +Sitting,0.9129032258064517,1.0,0.954468802698145,283.0,310,283 +Stair up,1.0,0.9634146341463414,0.9813664596273292,82.0,79,82 +Stair down,1.0,0.7037037037037037,0.8260869565217391,81.0,57,81 +Ramp up,1.0,0.9037037037037037,0.9494163424124513,135.0,122,135 +Ramp down,0.9846153846153847,1.0,0.9922480620155039,128.0,130,128 +Grass walking,0.9494949494949495,0.8103448275862069,0.8744186046511628,116.0,99,116 +Uneven ground walking,1.0,0.8383838383838383,0.9120879120879121,99.0,83,99 +Carry,0.7611202635914333,0.9203187250996016,0.8331830477908025,502.0,607,502 +accuracy,0.8784576697401508,0.8784576697401508,0.8784576697401508,0.8784576697401508,0,0 +macro avg,0.9510103596325955,0.8692854543615685,0.9031877338715486,2386.0,0,0 +weighted avg,0.8880065599505521,0.8784576697401508,0.8788331263235492,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c91d4b29c52deb1778c0df2c98e5298f1b43268 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4852941176470588,0.7857142857142857,0.6,84.0,136,84 +Sit to stand,0.8461538461538461,0.28205128205128205,0.4230769230769231,39.0,13,39 +Stand to sit,1.0,0.3076923076923077,0.47058823529411764,39.0,12,39 +Sitting,0.543859649122807,0.9393939393939394,0.6888888888888889,33.0,57,33 +Stair up,0.0,0.0,0.0,10.0,0,10 +Stair down,0.0,0.0,0.0,9.0,0,9 +Ramp up,1.0,0.2,0.3333333333333333,10.0,2,10 +Ramp down,0.8181818181818182,0.8181818181818182,0.8181818181818182,11.0,11,11 +Grass walking,0.6,0.3,0.4,10.0,5,10 +Uneven ground walking,1.0,0.4,0.5714285714285714,10.0,4,10 +Carry,0.23333333333333334,0.4666666666666667,0.3111111111111111,15.0,30,15 +accuracy,0.5370370370370371,0.5370370370370371,0.5370370370370371,0.5370370370370371,0,0 +macro avg,0.5933475240398967,0.40906366360911817,0.41969171648316034,270.0,0,0 +weighted avg,0.6267113863089095,0.5370370370370371,0.4988909637929245,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd236fc97204ef2ff3ee728ee9b9024f1318cab0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,718,0,0,5,0,0,0,7,4,0,139 +Sit to stand,16,72,0,35,0,0,0,0,0,0,0 +Stand to sit,16,0,91,12,0,0,0,0,0,0,11 +Sitting,0,1,0,316,0,0,0,0,0,0,0 +Stair up,4,0,0,0,79,0,0,0,0,0,5 +Stair down,36,0,0,0,0,55,0,0,0,0,0 +Ramp up,13,0,0,0,0,0,124,0,0,0,6 +Ramp down,1,0,0,0,0,0,0,137,0,0,0 +Grass walking,21,0,0,0,0,0,0,0,95,0,8 +Uneven ground walking,16,0,0,0,0,0,0,0,1,90,2 +Carry,53,0,0,0,0,0,0,0,0,0,467 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b32c83075105c6acbe749a45174e2ee6c5b97157 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,649,0,0,5,0,0,0,3,1,0,125 +Sit to stand,3,56,0,25,0,0,0,0,0,0,0 +Stand to sit,6,0,79,1,0,0,0,0,0,0,5 +Sitting,0,1,0,282,0,0,0,0,0,0,0 +Stair up,1,0,0,0,75,0,0,0,0,0,2 +Stair down,26,0,0,0,0,54,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,121,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,91,0,8 +Uneven ground walking,11,0,0,0,0,0,0,0,1,86,1 +Carry,42,0,0,0,0,0,0,0,0,0,462 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..92ac829e9c2c27694f543850a41fc57025b45d28 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,69,0,0,0,0,0,0,4,3,0,14 +Sit to stand,13,16,0,10,0,0,0,0,0,0,0 +Stand to sit,10,0,12,11,0,0,0,0,0,0,6 +Sitting,0,0,0,34,0,0,0,0,0,0,0 +Stair up,3,0,0,0,4,0,0,0,0,0,3 +Stair down,10,0,0,0,0,1,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,3,0,0,0,2 +Ramp down,1,0,0,0,0,0,0,9,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,4,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,4,1 +Carry,11,0,0,0,0,0,0,0,0,0,5 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6ca0f09c6efa6647e30cc563ea5e73b6202796fa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8031319910514542,0.8224513172966781,0.8126768534238823,873.0,894,873 +Sit to stand,0.9863013698630136,0.5853658536585366,0.7346938775510204,123.0,73,123 +Stand to sit,1.0,0.7,0.8235294117647058,130.0,91,130 +Sitting,0.8586956521739131,0.9968454258675079,0.9226277372262773,317.0,368,317 +Stair up,1.0,0.8977272727272727,0.9461077844311377,88.0,79,88 +Stair down,1.0,0.6043956043956044,0.7534246575342466,91.0,55,91 +Ramp up,1.0,0.8671328671328671,0.9288389513108615,143.0,124,143 +Ramp down,0.9513888888888888,0.9927536231884058,0.9716312056737588,138.0,144,138 +Grass walking,0.95,0.7661290322580645,0.8482142857142857,124.0,100,124 +Uneven ground walking,1.0,0.8256880733944955,0.9045226130653267,109.0,90,109 +Carry,0.731974921630094,0.8980769230769231,0.8065630397236615,520.0,638,520 +accuracy,0.8448795180722891,0.8448795180722891,0.8448795180722891,0.8448795180722891,0,0 +macro avg,0.9346811657824876,0.8142332720905777,0.8593482197653786,2656.0,0,0 +weighted avg,0.8604572456078751,0.8448795180722891,0.8438548864468942,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..301a1f5ebc17628765c662fd857e05b16e5f4182 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8528252299605782,0.8288633461047255,0.8406735751295337,783.0,761,783 +Sit to stand,0.9824561403508771,0.6666666666666666,0.7943262411347518,84.0,57,84 +Stand to sit,1.0,0.8681318681318682,0.9294117647058824,91.0,79,91 +Sitting,0.9009584664536742,0.9964664310954063,0.9463087248322147,283.0,313,283 +Stair up,1.0,0.9615384615384616,0.9803921568627451,78.0,75,78 +Stair down,1.0,0.675,0.8059701492537313,80.0,54,80 +Ramp up,1.0,0.9097744360902256,0.952755905511811,133.0,121,133 +Ramp down,0.9770992366412213,1.0,0.9884169884169884,128.0,131,128 +Grass walking,0.978494623655914,0.7982456140350878,0.8792270531400966,114.0,93,114 +Uneven ground walking,1.0,0.8686868686868687,0.9297297297297298,99.0,86,99 +Carry,0.7611202635914333,0.9166666666666666,0.8316831683168316,504.0,607,504 +accuracy,0.8763146823727388,0.8763146823727388,0.8763146823727388,0.8763146823727388,0,0 +macro avg,0.9502685418776089,0.8627309417287251,0.8980814051849378,2377.0,0,0 +weighted avg,0.8861932768581948,0.8763146823727388,0.8763055143274849,2377.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7957ce005e4ea8cbcc3fe71ad25bec6dbfc9e589 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.518796992481203,0.7666666666666667,0.6188340807174888,90.0,133,90 +Sit to stand,1.0,0.41025641025641024,0.5818181818181818,39.0,16,39 +Stand to sit,1.0,0.3076923076923077,0.47058823529411764,39.0,12,39 +Sitting,0.6181818181818182,1.0,0.7640449438202247,34.0,55,34 +Stair up,1.0,0.4,0.5714285714285714,10.0,4,10 +Stair down,1.0,0.09090909090909091,0.16666666666666666,11.0,1,11 +Ramp up,1.0,0.3,0.46153846153846156,10.0,3,10 +Ramp down,0.6923076923076923,0.9,0.782608695652174,10.0,13,10 +Grass walking,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Uneven ground walking,1.0,0.4,0.5714285714285714,10.0,4,10 +Carry,0.16129032258064516,0.3125,0.2127659574468085,16.0,31,16 +accuracy,0.5770609318996416,0.5770609318996416,0.5770609318996416,0.5770609318996416,0,0 +macro avg,0.7783641269981755,0.48072949777495244,0.5156646001004894,279.0,0,0 +weighted avg,0.7237559818643119,0.5770609318996416,0.5610392818198658,279.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..031467f16524a8f273b98849137b5f0ce4b8eb76 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,703,0,0,6,0,0,0,7,3,0,153 +Sit to stand,13,73,0,36,0,0,0,0,0,0,0 +Stand to sit,24,0,82,16,0,0,0,0,0,0,11 +Sitting,0,3,0,314,0,0,0,0,0,0,0 +Stair up,3,0,0,0,79,0,0,0,0,0,7 +Stair down,44,0,0,0,0,45,0,0,0,0,0 +Ramp up,13,0,0,0,0,0,124,0,0,0,7 +Ramp down,1,0,0,0,0,0,0,137,0,0,0 +Grass walking,21,0,0,0,0,0,0,0,94,0,10 +Uneven ground walking,19,0,0,0,0,0,0,0,0,90,2 +Carry,49,0,0,0,0,0,0,0,0,0,467 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..075212e70d1671f148858d6643eed22dbc11bf32 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,637,0,0,6,0,0,0,3,1,0,136 +Sit to stand,2,55,0,26,0,0,0,0,0,0,0 +Stand to sit,8,0,76,3,0,0,0,0,0,0,7 +Sitting,0,0,0,285,0,0,0,0,0,0,0 +Stair up,1,0,0,0,74,0,0,0,0,0,4 +Stair down,35,0,0,0,0,45,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,122,0,0,0,5 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,16,0,0,0,0,0,0,0,90,0,10 +Uneven ground walking,12,0,0,0,0,0,0,0,0,88,1 +Carry,41,0,0,0,0,0,0,0,0,0,460 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e01d886cdc048dde5b66adf670ca7c341479e58f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,66,0,0,0,0,0,0,4,2,0,17 +Sit to stand,11,18,0,10,0,0,0,0,0,0,0 +Stand to sit,16,0,6,13,0,0,0,0,0,0,4 +Sitting,0,3,0,29,0,0,0,0,0,0,0 +Stair up,2,0,0,0,5,0,0,0,0,0,3 +Stair down,9,0,0,0,0,0,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,2,0,0,0,2 +Ramp down,1,0,0,0,0,0,0,9,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,4,0,0 +Uneven ground walking,7,0,0,0,0,0,0,0,0,2,1 +Carry,8,0,0,0,0,0,0,0,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f50196d1b3826bb3cad3c95d426f6f91043b5532 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7898876404494382,0.8061926605504587,0.7979568671963677,872.0,890,872 +Sit to stand,0.9605263157894737,0.5983606557377049,0.7373737373737373,122.0,76,122 +Stand to sit,1.0,0.6165413533834586,0.7627906976744186,133.0,82,133 +Sitting,0.8440860215053764,0.9905362776025236,0.9114658925979681,317.0,372,317 +Stair up,1.0,0.8876404494382022,0.9404761904761905,89.0,79,89 +Stair down,1.0,0.5056179775280899,0.6716417910447762,89.0,45,89 +Ramp up,1.0,0.8611111111111112,0.9253731343283582,144.0,124,144 +Ramp down,0.9513888888888888,0.9927536231884058,0.9716312056737588,138.0,144,138 +Grass walking,0.9690721649484536,0.752,0.8468468468468469,125.0,97,125 +Uneven ground walking,1.0,0.8108108108108109,0.8955223880597015,111.0,90,111 +Carry,0.710806697108067,0.9050387596899225,0.7962489343563512,516.0,657,516 +accuracy,0.8313253012048193,0.8313253012048193,0.8313253012048193,0.8313253012048193,0,0 +macro avg,0.9296152480626998,0.7933276071855171,0.8415752441480432,2656.0,0,0 +weighted avg,0.8504305138585904,0.8313253012048193,0.8294821024243488,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c06f326489666255a4f8bcd743edaf48aa3d5ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8381578947368421,0.8135376756066411,0.8256642903434868,783.0,760,783 +Sit to stand,1.0,0.6626506024096386,0.7971014492753623,83.0,55,83 +Stand to sit,1.0,0.8085106382978723,0.8941176470588236,94.0,76,94 +Sitting,0.890625,1.0,0.9421487603305785,285.0,320,285 +Stair up,1.0,0.9367088607594937,0.9673202614379085,79.0,74,79 +Stair down,1.0,0.5625,0.72,80.0,45,80 +Ramp up,1.0,0.9037037037037037,0.9494163424124513,135.0,122,135 +Ramp down,0.9770992366412213,1.0,0.9884169884169884,128.0,131,128 +Grass walking,0.989010989010989,0.7758620689655172,0.8695652173913043,116.0,91,116 +Uneven ground walking,1.0,0.8712871287128713,0.9312169312169312,101.0,88,101 +Carry,0.7383627608346709,0.9181636726546906,0.8185053380782918,501.0,623,501 +accuracy,0.8637316561844863,0.8637316561844863,0.8637316561844863,0.8637316561844863,0,0 +macro avg,0.9484778073839748,0.8411749410100391,0.8821339296329207,2385.0,0,0 +weighted avg,0.8770731558794417,0.8637316561844863,0.863276539283323,2385.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7031c1a69f08b134ed2f3c48d2ac0d153d6b6ea3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5076923076923077,0.7415730337078652,0.6027397260273972,89.0,130,89 +Sit to stand,0.8571428571428571,0.46153846153846156,0.6,39.0,21,39 +Stand to sit,1.0,0.15384615384615385,0.26666666666666666,39.0,6,39 +Sitting,0.5576923076923077,0.90625,0.6904761904761905,32.0,52,32 +Stair up,1.0,0.5,0.6666666666666666,10.0,5,10 +Stair down,0.0,0.0,0.0,9.0,0,9 +Ramp up,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Ramp down,0.6923076923076923,0.9,0.782608695652174,10.0,13,10 +Grass walking,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Uneven ground walking,1.0,0.2,0.3333333333333333,10.0,2,10 +Carry,0.20588235294117646,0.4666666666666667,0.2857142857142857,15.0,34,15 +accuracy,0.5461254612546126,0.5461254612546126,0.5461254612546126,0.5461254612546126,0,0 +macro avg,0.680671289494819,0.4542309984023467,0.46592502377330997,271.0,0,0 +weighted avg,0.6659433685481005,0.5461254612546126,0.5155852480687814,271.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..daa7913d58b48f1c4f8bff2315341dcbc7bacf5e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,703,0,0,6,2,0,0,7,4,1,152 +Sit to stand,10,76,0,34,0,0,0,0,0,0,0 +Stand to sit,30,0,74,15,0,0,0,0,0,0,13 +Sitting,0,4,0,314,0,0,0,0,0,0,0 +Stair up,5,0,0,0,77,0,0,0,0,0,8 +Stair down,56,0,0,0,0,33,0,0,0,0,0 +Ramp up,12,0,0,0,0,0,124,0,0,0,7 +Ramp down,2,0,0,0,0,0,0,137,0,0,0 +Grass walking,19,0,0,0,0,0,0,0,92,0,12 +Uneven ground walking,17,0,0,0,0,0,0,0,0,89,3 +Carry,53,0,0,0,0,0,0,0,0,0,465 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8fc0e512df03ed972ac7d37f36f9acd93cc96e7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,638,0,0,6,0,0,0,2,1,0,135 +Sit to stand,1,56,0,28,0,0,0,0,0,0,0 +Stand to sit,14,0,68,2,0,0,0,0,0,0,9 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,3,0,0,0,73,0,0,0,0,0,5 +Stair down,46,0,0,0,0,33,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,120,0,0,0,5 +Ramp down,1,0,0,0,0,0,0,128,0,0,0 +Grass walking,14,0,0,0,0,0,0,0,87,0,12 +Uneven ground walking,13,0,0,0,0,0,0,0,0,84,2 +Carry,44,0,0,0,0,0,0,0,0,0,458 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0881c1e2440d35f4edb49fdd65a96850e2ca73c2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,65,0,0,0,2,0,0,5,3,1,17 +Sit to stand,9,20,0,6,0,0,0,0,0,0,0 +Stand to sit,16,0,6,13,0,0,0,0,0,0,4 +Sitting,0,4,0,31,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,3 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,4,0,0,0,2 +Ramp down,1,0,0,0,0,0,0,9,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,5,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,5,1 +Carry,9,0,0,0,0,0,0,0,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5532aba1b2ecf6692f3289cedc41f0c8631502e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7750826901874311,0.8034285714285714,0.7890011223344556,875.0,907,875 +Sit to stand,0.95,0.6333333333333333,0.76,120.0,80,120 +Stand to sit,1.0,0.5606060606060606,0.7184466019417476,132.0,74,132 +Sitting,0.8509485094850948,0.9874213836477987,0.9141193595342066,318.0,369,318 +Stair up,0.9746835443037974,0.8555555555555555,0.9112426035502958,90.0,79,90 +Stair down,1.0,0.3707865168539326,0.5409836065573771,89.0,33,89 +Ramp up,1.0,0.8671328671328671,0.9288389513108615,143.0,124,143 +Ramp down,0.9513888888888888,0.9856115107913669,0.9681978798586572,139.0,144,139 +Grass walking,0.9583333333333334,0.7479674796747967,0.8401826484018264,123.0,96,123 +Uneven ground walking,0.9888888888888889,0.8165137614678899,0.8944723618090452,109.0,90,109 +Carry,0.7045454545454546,0.8976833976833977,0.7894736842105263,518.0,660,518 +accuracy,0.822289156626506,0.822289156626506,0.822289156626506,0.822289156626506,0,0 +macro avg,0.9230792099666264,0.7750945852886882,0.823178074500818,2656.0,0,0 +weighted avg,0.8423877969941995,0.822289156626506,0.8186939239771989,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b61954dfef206c51a39ceff1871acd36f94a0d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8148148148148148,0.8158567774936062,0.8153354632587859,782.0,783,782 +Sit to stand,1.0,0.6588235294117647,0.7943262411347518,85.0,56,85 +Stand to sit,1.0,0.7311827956989247,0.84472049689441,93.0,68,93 +Sitting,0.8871473354231975,1.0,0.9401993355481728,283.0,319,283 +Stair up,1.0,0.9012345679012346,0.948051948051948,81.0,73,81 +Stair down,1.0,0.4177215189873418,0.5892857142857143,79.0,33,79 +Ramp up,1.0,0.8955223880597015,0.9448818897637795,134.0,120,134 +Ramp down,0.9846153846153847,0.9922480620155039,0.9884169884169884,129.0,130,129 +Grass walking,0.9886363636363636,0.7699115044247787,0.8656716417910447,113.0,88,113 +Uneven ground walking,1.0,0.8484848484848485,0.9180327868852459,99.0,84,99 +Carry,0.731629392971246,0.9123505976095617,0.8120567375886525,502.0,626,502 +accuracy,0.8521008403361344,0.8521008403361344,0.8521008403361344,0.8521008403361344,0,0 +macro avg,0.9460766628600915,0.8130305990988425,0.8600890221472267,2380.0,0,0 +weighted avg,0.86775509667555,0.8521008403361344,0.8502394321783973,2380.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9aedaa361eae8b7de5a5e83225a7f55a3559c3be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5241935483870968,0.6989247311827957,0.5990783410138248,93.0,124,93 +Sit to stand,0.8333333333333334,0.5714285714285714,0.6779661016949152,35.0,24,35 +Stand to sit,1.0,0.15384615384615385,0.26666666666666666,39.0,6,39 +Sitting,0.62,0.8857142857142857,0.7294117647058823,35.0,50,35 +Stair up,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Stair down,0.0,0.0,0.0,10.0,0,10 +Ramp up,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Ramp down,0.6428571428571429,0.9,0.75,10.0,14,10 +Grass walking,0.625,0.5,0.5555555555555556,10.0,8,10 +Uneven ground walking,0.8333333333333334,0.5,0.625,10.0,6,10 +Carry,0.20588235294117646,0.4375,0.28,16.0,34,16 +accuracy,0.5652173913043478,0.5652173913043478,0.5652173913043478,0.5652173913043478,0,0 +macro avg,0.631933307047159,0.5033002391873359,0.5120360343958903,276.0,0,0 +weighted avg,0.6446474241870662,0.5652173913043478,0.5416540874359808,276.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3ba2943435c72ed373bcb7f1640b864201e5232b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,683,0,0,7,2,1,2,10,3,2,157 +Sit to stand,22,57,0,42,0,0,0,0,0,0,0 +Stand to sit,42,0,63,15,0,0,0,0,0,0,16 +Sitting,0,8,0,306,0,0,0,0,0,0,0 +Stair up,10,0,0,0,70,0,0,0,0,0,12 +Stair down,67,0,0,0,0,22,1,0,0,0,0 +Ramp up,10,0,0,0,0,0,123,0,0,0,12 +Ramp down,1,0,0,0,0,0,0,138,0,0,0 +Grass walking,20,0,0,0,0,0,0,1,88,1,16 +Uneven ground walking,15,0,0,0,0,0,0,0,0,89,5 +Carry,52,0,0,0,0,0,0,0,0,0,465 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f6095fc592bc8284fe8385e0683a676f11a82ddb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,633,0,0,7,1,0,0,3,1,0,138 +Sit to stand,7,44,0,31,0,0,0,0,0,0,0 +Stand to sit,25,0,56,3,0,0,0,0,0,0,13 +Sitting,0,0,0,281,0,0,0,0,0,0,0 +Stair up,5,0,0,0,69,0,0,0,0,0,8 +Stair down,58,0,0,0,0,22,1,0,0,0,0 +Ramp up,7,0,0,0,0,0,120,0,0,0,8 +Ramp down,1,0,0,0,0,0,0,127,0,0,0 +Grass walking,14,0,0,0,0,0,0,1,84,1,16 +Uneven ground walking,11,0,0,0,0,0,0,0,0,83,5 +Carry,44,0,0,0,0,0,0,0,0,0,458 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9926a78c75d704e2f0d71daa2d579c37e1f6a70 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,50,0,0,0,1,1,2,7,2,2,19 +Sit to stand,15,13,0,11,0,0,0,0,0,0,0 +Stand to sit,17,0,7,12,0,0,0,0,0,0,3 +Sitting,0,8,0,25,0,0,0,0,0,0,0 +Stair up,5,0,0,0,1,0,0,0,0,0,4 +Stair down,9,0,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,3,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,11,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,4,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,6,0 +Carry,8,0,0,0,0,0,0,0,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d73ee4eef4d585fc5c48264b5c6d6a2dafe1b0aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7407809110629068,0.7877739331026529,0.7635550586920067,867.0,922,867 +Sit to stand,0.8769230769230769,0.47107438016528924,0.6129032258064516,121.0,65,121 +Stand to sit,1.0,0.4632352941176471,0.6331658291457286,136.0,63,136 +Sitting,0.827027027027027,0.9745222929936306,0.8947368421052632,314.0,370,314 +Stair up,0.9722222222222222,0.7608695652173914,0.8536585365853658,92.0,72,92 +Stair down,0.9565217391304348,0.24444444444444444,0.3893805309734513,90.0,23,90 +Ramp up,0.9761904761904762,0.8482758620689655,0.9077490774907749,145.0,126,145 +Ramp down,0.9261744966442953,0.9928057553956835,0.9583333333333334,139.0,149,139 +Grass walking,0.967032967032967,0.6984126984126984,0.8110599078341014,126.0,91,126 +Uneven ground walking,0.967391304347826,0.8165137614678899,0.8855721393034826,109.0,92,109 +Carry,0.6808199121522694,0.8994197292069632,0.775,517.0,683,517 +accuracy,0.7921686746987951,0.7921686746987951,0.7921686746987951,0.7921686746987951,0,0 +macro avg,0.8991894666121365,0.7233952469630234,0.7713740437518144,2656.0,0,0 +weighted avg,0.8166958600662156,0.7921686746987951,0.7835203846715205,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c9daf6e7b07f133c48a661971b8ee8aef2b854c0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7863354037267081,0.8084291187739464,0.7972292191435768,783.0,805,783 +Sit to stand,1.0,0.5365853658536586,0.6984126984126984,82.0,44,82 +Stand to sit,1.0,0.5773195876288659,0.7320261437908496,97.0,56,97 +Sitting,0.8726708074534162,1.0,0.9320066334991708,281.0,322,281 +Stair up,0.9857142857142858,0.8414634146341463,0.9078947368421053,82.0,70,82 +Stair down,1.0,0.2716049382716049,0.42718446601941745,81.0,22,81 +Ramp up,0.9917355371900827,0.8888888888888888,0.9375,135.0,121,135 +Ramp down,0.9694656488549618,0.9921875,0.9806949806949807,128.0,131,128 +Grass walking,0.9882352941176471,0.7241379310344828,0.835820895522388,116.0,85,116 +Uneven ground walking,0.9880952380952381,0.8383838383838383,0.907103825136612,99.0,84,99 +Carry,0.7089783281733746,0.9123505976095617,0.7979094076655052,502.0,646,502 +accuracy,0.8285834031852473,0.8285834031852473,0.8285834031852473,0.8285834031852473,0,0 +macro avg,0.9355664130296105,0.7628501073708176,0.8139802733388458,2386.0,0,0 +weighted avg,0.8499955714363789,0.8285834031852473,0.822653190584673,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..42dce5bd9e189763df90f3a0e5279294c79151b7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.42735042735042733,0.5952380952380952,0.4975124378109453,84.0,117,84 +Sit to stand,0.6190476190476191,0.3333333333333333,0.43333333333333335,39.0,21,39 +Stand to sit,1.0,0.1794871794871795,0.30434782608695654,39.0,7,39 +Sitting,0.5208333333333334,0.7575757575757576,0.6172839506172839,33.0,48,33 +Stair up,0.5,0.1,0.16666666666666666,10.0,2,10 +Stair down,0.0,0.0,0.0,9.0,1,9 +Ramp up,0.6,0.3,0.4,10.0,5,10 +Ramp down,0.6111111111111112,1.0,0.7586206896551724,11.0,18,11 +Grass walking,0.6666666666666666,0.4,0.5,10.0,6,10 +Uneven ground walking,0.75,0.6,0.6666666666666666,10.0,8,10 +Carry,0.1891891891891892,0.4666666666666667,0.2692307692307692,15.0,37,15 +accuracy,0.4703703703703704,0.4703703703703704,0.4703703703703704,0.4703703703703704,0,0 +macro avg,0.5349271224271225,0.4302091847546393,0.4194238490970722,270.0,0,0 +weighted avg,0.559090813951925,0.4703703703703704,0.44684297341438095,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e19b2e026d772d8938edae375ba96d4de28d22f6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,643,0,9,15,3,7,1,11,4,12,164 +Sit to stand,20,52,1,48,0,0,0,0,0,0,0 +Stand to sit,50,0,36,17,0,0,0,0,0,0,33 +Sitting,1,3,0,308,0,0,0,0,0,0,0 +Stair up,20,0,0,0,54,0,0,0,0,0,18 +Stair down,67,0,0,0,0,21,2,0,0,0,0 +Ramp up,17,0,0,0,0,0,105,0,0,0,23 +Ramp down,4,0,0,0,0,0,0,135,0,0,0 +Grass walking,23,0,0,0,0,0,0,1,63,15,24 +Uneven ground walking,13,0,0,0,0,0,0,0,0,87,9 +Carry,57,0,0,0,0,0,0,0,0,0,460 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fb963914e1162750aea21ec604fe2540512217e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,597,0,7,14,1,4,1,7,1,6,147 +Sit to stand,9,41,0,32,0,0,0,0,0,0,0 +Stand to sit,32,0,30,10,0,0,0,0,0,0,25 +Sitting,0,0,0,279,0,0,0,0,0,0,0 +Stair up,14,0,0,0,53,0,0,0,0,0,15 +Stair down,61,0,0,0,0,18,2,0,0,0,0 +Ramp up,15,0,0,0,0,0,101,0,0,0,19 +Ramp down,1,0,0,0,0,0,0,127,0,0,0 +Grass walking,17,0,0,0,0,0,0,1,59,15,24 +Uneven ground walking,11,0,0,0,0,0,0,0,0,79,9 +Carry,50,0,0,0,0,0,0,0,0,0,452 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..03de0fe0a953efdb686ee3795f41ee961fc1b544 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,46,0,2,1,2,3,0,4,3,6,17 +Sit to stand,11,11,1,16,0,0,0,0,0,0,0 +Stand to sit,18,0,6,7,0,0,0,0,0,0,8 +Sitting,1,3,0,29,0,0,0,0,0,0,0 +Stair up,6,0,0,0,1,0,0,0,0,0,3 +Stair down,6,0,0,0,0,3,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,4,0,0,0,4 +Ramp down,3,0,0,0,0,0,0,8,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,4,0,0 +Uneven ground walking,2,0,0,0,0,0,0,0,0,8,0 +Carry,7,0,0,0,0,0,0,0,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..47de17503ff190660e5c26e7ed9a05ebf41298c0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7027322404371584,0.7399309551208285,0.7208520179372198,869.0,915,869 +Sit to stand,0.9454545454545454,0.4297520661157025,0.5909090909090909,121.0,55,121 +Stand to sit,0.782608695652174,0.2647058823529412,0.3956043956043956,136.0,46,136 +Sitting,0.7938144329896907,0.9871794871794872,0.88,312.0,388,312 +Stair up,0.9473684210526315,0.5869565217391305,0.7248322147651006,92.0,57,92 +Stair down,0.75,0.23333333333333334,0.3559322033898305,90.0,28,90 +Ramp up,0.9722222222222222,0.7241379310344828,0.8300395256916996,145.0,108,145 +Ramp down,0.9183673469387755,0.9712230215827338,0.9440559440559441,139.0,147,139 +Grass walking,0.9402985074626866,0.5,0.6528497409326425,126.0,67,126 +Uneven ground walking,0.7631578947368421,0.7981651376146789,0.7802690582959642,109.0,114,109 +Carry,0.6292749658002736,0.8897485493230174,0.7371794871794872,517.0,731,517 +accuracy,0.7394578313253012,0.7394578313253012,0.7394578313253012,0.7394578313253012,0,0 +macro avg,0.8313908429769999,0.6477393532178487,0.6920476071601249,2656.0,0,0 +weighted avg,0.7641036749285692,0.7394578313253012,0.7247781477732517,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5161170a2fcea040a4c128389d6c01da80eb14b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7397769516728625,0.7605095541401274,0.75,785.0,807,785 +Sit to stand,1.0,0.5,0.6666666666666666,82.0,41,82 +Stand to sit,0.8108108108108109,0.30927835051546393,0.44776119402985076,97.0,37,97 +Sitting,0.8328358208955224,1.0,0.9087947882736156,279.0,335,279 +Stair up,0.9814814814814815,0.6463414634146342,0.7794117647058824,82.0,54,82 +Stair down,0.8181818181818182,0.2222222222222222,0.34951456310679613,81.0,22,81 +Ramp up,0.9711538461538461,0.7481481481481481,0.8451882845188284,135.0,104,135 +Ramp down,0.9407407407407408,0.9921875,0.9657794676806084,128.0,135,128 +Grass walking,0.9833333333333333,0.5086206896551724,0.6704545454545454,116.0,60,116 +Uneven ground walking,0.79,0.797979797979798,0.7939698492462312,99.0,100,99 +Carry,0.6541244573082489,0.900398406374502,0.757753562447611,502.0,691,502 +accuracy,0.7694886839899413,0.7694886839899413,0.7694886839899413,0.7694886839899413,0,0 +macro avg,0.8656762964162422,0.6714260120409152,0.721390426011876,2386.0,0,0 +weighted avg,0.7932341520439634,0.7694886839899413,0.7573821935051962,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..87f831c4d4d9a2cfd83f6785ce1ae5b713caf8a2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.42592592592592593,0.5476190476190477,0.4791666666666667,84.0,108,84 +Sit to stand,0.7857142857142857,0.28205128205128205,0.41509433962264153,39.0,14,39 +Stand to sit,0.6666666666666666,0.15384615384615385,0.25,39.0,9,39 +Sitting,0.5471698113207547,0.8787878787878788,0.6744186046511628,33.0,53,33 +Stair up,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +Stair down,0.5,0.3333333333333333,0.4,9.0,6,9 +Ramp up,1.0,0.4,0.5714285714285714,10.0,4,10 +Ramp down,0.6666666666666666,0.7272727272727273,0.6956521739130435,11.0,12,11 +Grass walking,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Uneven ground walking,0.5714285714285714,0.8,0.6666666666666666,10.0,14,10 +Carry,0.2,0.5333333333333333,0.2909090909090909,15.0,40,15 +accuracy,0.4740740740740741,0.4740740740740741,0.4740740740740741,0.4740740740740741,0,0 +macro avg,0.5698485302258887,0.468749432385796,0.460706409363465,270.0,0,0 +weighted avg,0.5558239881091035,0.4740740740740741,0.4543911101770605,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6fcfc49ae82dfdcc3cf2f1d357ac088a6e1a3b89 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1224,1,0,0,0,0,0,14,4,0,63 +Sit to stand,1,14,0,10,0,0,0,0,0,0,0 +Stand to sit,8,0,12,4,0,0,0,0,0,0,0 +Sitting,0,1,0,228,0,0,0,0,0,0,0 +Stair up,19,2,0,13,31,0,0,0,0,0,0 +Stair down,41,1,3,3,0,0,0,0,0,0,0 +Ramp up,22,0,0,0,0,0,26,0,0,0,0 +Ramp down,45,0,0,0,0,0,0,54,0,0,0 +Grass walking,49,0,0,0,2,1,0,1,40,22,0 +Uneven ground walking,29,0,0,0,1,1,0,2,0,42,0 +Carry,123,0,0,0,0,0,0,8,0,0,171 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..30f0c8a615737816b7f55cea4a72941d32d1a3b6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1183,0,0,0,0,0,0,14,4,0,62 +Sit to stand,0,9,0,7,0,0,0,0,0,0,0 +Stand to sit,5,0,10,1,0,0,0,0,0,0,0 +Sitting,0,0,0,221,0,0,0,0,0,0,0 +Stair up,16,2,0,13,30,0,0,0,0,0,0 +Stair down,39,1,3,3,0,0,0,0,0,0,0 +Ramp up,20,0,0,0,0,0,26,0,0,0,0 +Ramp down,41,0,0,0,0,0,0,54,0,0,0 +Grass walking,45,0,0,0,2,1,0,1,40,22,0 +Uneven ground walking,26,0,0,0,1,1,0,1,0,42,0 +Carry,110,0,0,0,0,0,0,8,0,0,170 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d6084df86d975dca04042443a56f305a43c6f8d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,41,1,0,0,0,0,0,0,0,0,1 +Sit to stand,1,5,0,3,0,0,0,0,0,0,0 +Stand to sit,3,0,2,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..21022f455a5a2220ac95440854dcb2dda0057c19 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7841127482383088,0.9372128637059725,0.8538542029996512,1306.0,1561,1306 +Sit to stand,0.7368421052631579,0.56,0.6363636363636364,25.0,19,25 +Stand to sit,0.8,0.5,0.6153846153846154,24.0,15,24 +Sitting,0.8837209302325582,0.9956331877729258,0.9363449691991786,229.0,258,229 +Stair up,0.9117647058823529,0.47692307692307695,0.6262626262626263,65.0,34,65 +Stair down,0.0,0.0,0.0,48.0,2,48 +Ramp up,1.0,0.5416666666666666,0.7027027027027027,48.0,26,48 +Ramp down,0.6835443037974683,0.5454545454545454,0.6067415730337079,99.0,79,99 +Grass walking,0.9090909090909091,0.34782608695652173,0.5031446540880503,115.0,44,115 +Uneven ground walking,0.65625,0.56,0.60431654676259,75.0,64,75 +Carry,0.7307692307692307,0.5662251655629139,0.6380597014925373,302.0,234,302 +accuracy,0.788527397260274,0.788527397260274,0.788527397260274,0.788527397260274,0,0 +macro avg,0.736008630297635,0.5482674175493294,0.6111977480262997,2336.0,0,0 +weighted avg,0.7762998711687202,0.788527397260274,0.7665319053885626,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..24653192dd70882c36f468cf11efb40da11b42d7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7966329966329966,0.936658749010293,0.8609898107714702,1263.0,1485,1263 +Sit to stand,0.75,0.5625,0.6428571428571429,16.0,12,16 +Stand to sit,0.7692307692307693,0.625,0.6896551724137931,16.0,13,16 +Sitting,0.9020408163265307,1.0,0.9484978540772532,221.0,245,221 +Stair up,0.9090909090909091,0.4918032786885246,0.6382978723404256,61.0,33,61 +Stair down,0.0,0.0,0.0,46.0,2,46 +Ramp up,1.0,0.5652173913043478,0.7222222222222222,46.0,26,46 +Ramp down,0.6923076923076923,0.5684210526315789,0.6242774566473989,95.0,78,95 +Grass walking,0.9090909090909091,0.36036036036036034,0.5161290322580645,111.0,44,111 +Uneven ground walking,0.65625,0.5915492957746479,0.6222222222222222,71.0,64,71 +Carry,0.7327586206896551,0.5902777777777778,0.6538461538461539,288.0,232,288 +accuracy,0.7990152193375112,0.7990152193375112,0.7990152193375112,0.7990152193375112,0,0 +macro avg,0.7379457012154057,0.5719807186861391,0.6289995399687407,2234.0,0,0 +weighted avg,0.7858403255840727,0.7990152193375112,0.7786969101532591,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..57d829c393bf312a6715ae015d545bc02e093de0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5394736842105263,0.9534883720930233,0.6890756302521008,43.0,76,43 +Sit to stand,0.7142857142857143,0.5555555555555556,0.625,9.0,7,9 +Stand to sit,1.0,0.25,0.4,8.0,2,8 +Sitting,0.5384615384615384,0.875,0.6666666666666666,8.0,13,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.5,0.07142857142857142,0.125,14.0,2,14 +accuracy,0.5588235294117647,0.5588235294117647,0.5588235294117647,0.5588235294117647,0,0 +macro avg,0.3902019033597981,0.2686793180979228,0.26415839062897883,102.0,0,0 +weighted avg,0.5189571780129055,0.5588235294117647,0.46214299445268303,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc43f641ad68900a1ff934ec3e266e416fd3cca6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1217,0,1,0,0,0,0,21,3,1,66 +Sit to stand,1,13,0,12,0,0,0,0,0,0,0 +Stand to sit,9,0,10,3,0,0,0,0,0,0,0 +Sitting,0,1,0,229,0,0,0,0,0,0,0 +Stair up,20,2,0,13,29,0,0,0,0,0,0 +Stair down,42,0,4,2,0,0,0,0,0,0,0 +Ramp up,22,0,0,0,0,0,25,0,0,0,0 +Ramp down,39,0,0,0,0,0,0,58,0,0,0 +Grass walking,50,0,0,0,2,1,0,2,39,20,0 +Uneven ground walking,32,0,0,0,1,1,0,2,0,40,0 +Carry,119,0,0,0,0,0,0,10,0,0,174 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3dfd5253d8207da1ed451451788563b0379d6bc8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1175,0,1,0,0,0,0,21,3,1,65 +Sit to stand,0,8,0,9,0,0,0,0,0,0,0 +Stand to sit,6,0,7,1,0,0,0,0,0,0,0 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,17,2,0,13,28,0,0,0,0,0,0 +Stair down,40,0,4,2,0,0,0,0,0,0,0 +Ramp up,20,0,0,0,0,0,25,0,0,0,0 +Ramp down,35,0,0,0,0,0,0,58,0,0,0 +Grass walking,46,0,0,0,2,1,0,2,39,20,0 +Uneven ground walking,29,0,0,0,1,1,0,1,0,40,0 +Carry,106,0,0,0,0,0,0,10,0,0,173 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2435b2801d8633503dbbacc302042c9c08e89a28 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,42,0,0,0,0,0,0,0,0,0,1 +Sit to stand,1,5,0,3,0,0,0,0,0,0,0 +Stand to sit,3,0,3,2,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..06664eed0a90c3220f1510ae01fdb2902715f238 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.784655061250806,0.9297173414820473,0.8510489510489511,1309.0,1551,1309 +Sit to stand,0.8125,0.5,0.6190476190476191,26.0,16,26 +Stand to sit,0.6666666666666666,0.45454545454545453,0.5405405405405406,22.0,15,22 +Sitting,0.8841698841698842,0.9956521739130435,0.9366053169734151,230.0,259,230 +Stair up,0.90625,0.453125,0.6041666666666666,64.0,32,64 +Stair down,0.0,0.0,0.0,48.0,2,48 +Ramp up,1.0,0.5319148936170213,0.6944444444444444,47.0,25,47 +Ramp down,0.6236559139784946,0.5979381443298969,0.6105263157894737,97.0,93,97 +Grass walking,0.9285714285714286,0.34210526315789475,0.5,114.0,42,114 +Uneven ground walking,0.6557377049180327,0.5263157894736842,0.583941605839416,76.0,61,76 +Carry,0.725,0.5742574257425742,0.6408839779005525,303.0,240,303 +accuracy,0.7851027397260274,0.7851027397260274,0.7851027397260274,0.7851027397260274,0,0 +macro avg,0.7261096963232103,0.5368701351146924,0.5982914034773708,2336.0,0,0 +weighted avg,0.7735989072302536,0.7851027397260274,0.7634946255774359,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4294be68ed45552fee0ac7ee48eca1f046275cba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7971506105834464,0.9281200631911533,0.8576642335766423,1266.0,1474,1266 +Sit to stand,0.8,0.47058823529411764,0.5925925925925926,17.0,10,17 +Stand to sit,0.5833333333333334,0.5,0.5384615384615384,14.0,12,14 +Sitting,0.8987854251012146,1.0,0.9466950959488273,222.0,247,222 +Stair up,0.9032258064516129,0.4666666666666667,0.6153846153846154,60.0,31,60 +Stair down,0.0,0.0,0.0,46.0,2,46 +Ramp up,1.0,0.5555555555555556,0.7142857142857143,45.0,25,45 +Ramp down,0.6304347826086957,0.6236559139784946,0.6270270270270271,93.0,92,93 +Grass walking,0.9285714285714286,0.35454545454545455,0.5131578947368421,110.0,42,110 +Uneven ground walking,0.6557377049180327,0.5555555555555556,0.6015037593984962,72.0,61,72 +Carry,0.726890756302521,0.5986159169550173,0.6565464895635673,289.0,238,289 +accuracy,0.7945389435989257,0.7945389435989257,0.7945389435989257,0.7945389435989257,0,0 +macro avg,0.7203754407154805,0.5503003056129104,0.605756269179624,2234.0,0,0 +weighted avg,0.7823371028092521,0.7945389435989257,0.7746010692848109,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7b94ce27a5cfdc10957d13c8e4ed3332a0cc0a83 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5454545454545454,0.9767441860465116,0.7,43.0,77,43 +Sit to stand,0.8333333333333334,0.5555555555555556,0.6666666666666666,9.0,6,9 +Stand to sit,1.0,0.375,0.5454545454545454,8.0,3,8 +Sitting,0.5833333333333334,0.875,0.7,8.0,12,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.5,0.07142857142857142,0.125,14.0,2,14 +accuracy,0.5784313725490197,0.5784313725490197,0.5784313725490197,0.5784313725490197,0,0 +macro avg,0.40564738292011027,0.2821571193664217,0.28519283746556473,102.0,0,0 +weighted avg,0.5355020796197267,0.5784313725490197,0.4844474153297682,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7be38c6c80410b1acc6356899fc7873d66a32b17 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1206,0,3,0,0,0,0,23,3,1,73 +Sit to stand,0,14,0,10,0,0,0,0,0,0,0 +Stand to sit,11,0,7,5,0,0,0,0,0,0,0 +Sitting,0,0,0,230,0,0,0,0,0,0,0 +Stair up,22,1,0,13,28,0,0,0,0,0,0 +Stair down,41,0,5,2,0,0,0,0,0,0,0 +Ramp up,24,0,0,0,0,0,24,0,0,0,0 +Ramp down,43,0,0,0,0,0,0,56,0,0,0 +Grass walking,53,0,0,0,1,1,1,5,37,17,0 +Uneven ground walking,36,0,0,0,0,0,0,2,0,36,0 +Carry,114,0,0,0,0,0,0,10,0,0,178 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1775cf9a8970b533bbd472214020c97e7a10bc4e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1165,0,3,0,0,0,0,22,3,1,72 +Sit to stand,0,8,0,7,0,0,0,0,0,0,0 +Stand to sit,7,0,6,2,0,0,0,0,0,0,0 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,20,1,0,13,27,0,0,0,0,0,0 +Stair down,39,0,5,2,0,0,0,0,0,0,0 +Ramp up,22,0,0,0,0,0,24,0,0,0,0 +Ramp down,39,0,0,0,0,0,0,56,0,0,0 +Grass walking,49,0,0,0,1,1,1,4,37,17,0 +Uneven ground walking,33,0,0,0,0,0,0,1,0,36,0 +Carry,101,0,0,0,0,0,0,10,0,0,177 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..db3d9f4387d4f6cca79392e73585ca368d746364 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,41,0,0,0,0,0,0,1,0,0,1 +Sit to stand,0,6,0,3,0,0,0,0,0,0,0 +Stand to sit,4,0,1,3,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d932385c9ad02c4d1faa86832480d7d65f6b7de7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7780645161290323,0.9213139801375095,0.8436516264428122,1309.0,1550,1309 +Sit to stand,0.9333333333333333,0.5833333333333334,0.717948717948718,24.0,15,24 +Stand to sit,0.4666666666666667,0.30434782608695654,0.3684210526315789,23.0,15,23 +Sitting,0.8846153846153846,1.0,0.9387755102040817,230.0,260,230 +Stair up,0.9655172413793104,0.4375,0.6021505376344086,64.0,29,64 +Stair down,0.0,0.0,0.0,48.0,1,48 +Ramp up,0.96,0.5,0.6575342465753424,48.0,25,48 +Ramp down,0.5833333333333334,0.5656565656565656,0.5743589743589743,99.0,96,99 +Grass walking,0.925,0.3217391304347826,0.4774193548387097,115.0,40,115 +Uneven ground walking,0.6666666666666666,0.4864864864864865,0.5625,74.0,54,74 +Carry,0.7091633466135459,0.5894039735099338,0.64376130198915,302.0,251,302 +accuracy,0.7773972602739726,0.7773972602739726,0.7773972602739726,0.7773972602739726,0,0 +macro avg,0.7156691353397522,0.5190710268768699,0.5805928475112524,2336.0,0,0 +weighted avg,0.7665154498573096,0.7773972602739726,0.7550803747922977,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c556a8cba226107b72de736a7efc714ecd5a08d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7898305084745763,0.9202211690363349,0.8500547245530828,1266.0,1475,1266 +Sit to stand,0.8888888888888888,0.5333333333333333,0.6666666666666666,15.0,9,15 +Stand to sit,0.42857142857142855,0.4,0.41379310344827586,15.0,14,15 +Sitting,0.9024390243902439,1.0,0.9487179487179487,222.0,246,222 +Stair up,0.9642857142857143,0.4426229508196721,0.6067415730337079,61.0,28,61 +Stair down,0.0,0.0,0.0,46.0,1,46 +Ramp up,0.96,0.5217391304347826,0.676056338028169,46.0,25,46 +Ramp down,0.6021505376344086,0.5894736842105263,0.5957446808510638,95.0,93,95 +Grass walking,0.925,0.33636363636363636,0.49333333333333335,110.0,40,110 +Uneven ground walking,0.6666666666666666,0.5142857142857142,0.5806451612903226,70.0,54,70 +Carry,0.7108433734939759,0.6145833333333334,0.659217877094972,288.0,249,288 +accuracy,0.7869292748433303,0.7869292748433303,0.7869292748433303,0.7869292748433303,0,0 +macro avg,0.7126069220369003,0.5338748138015756,0.5900883097288675,2234.0,0,0 +weighted avg,0.7758970813719702,0.7869292748433303,0.7665459763638567,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..85b29134438f5b78bf004c5b76d64377d6cf5683 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5466666666666666,0.9534883720930233,0.6949152542372882,43.0,75,43 +Sit to stand,1.0,0.6666666666666666,0.8,9.0,6,9 +Stand to sit,1.0,0.125,0.2222222222222222,8.0,1,8 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,1.0,0.3333333333333333,0.5,3.0,1,3 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,3,4 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.5,0.07142857142857142,0.125,14.0,2,14 +accuracy,0.5686274509803921,0.5686274509803921,0.5686274509803921,0.5686274509803921,0,0 +macro avg,0.4198268398268398,0.28635608577469046,0.2790372912483852,102.0,0,0 +weighted avg,0.5399813258636788,0.5686274509803921,0.46987564243297053,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a24d6f8cc1c53b1c20abc8b1ad77584209ace248 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1199,0,3,0,0,0,0,24,3,1,77 +Sit to stand,1,12,0,11,0,0,0,0,0,0,0 +Stand to sit,13,0,6,5,0,0,0,0,0,0,0 +Sitting,0,0,0,229,0,0,0,0,0,0,0 +Stair up,32,0,0,12,22,0,0,0,0,0,0 +Stair down,42,0,4,2,0,0,0,0,0,0,0 +Ramp up,26,0,0,0,0,0,22,0,0,0,0 +Ramp down,49,0,0,0,0,0,0,50,0,0,0 +Grass walking,62,0,0,0,1,1,0,4,33,13,0 +Uneven ground walking,41,0,0,0,0,0,0,1,0,34,0 +Carry,111,0,0,0,0,0,0,9,0,0,181 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8f3f085052fa368458fff29f2018a85536e7cf7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1161,0,3,0,0,0,0,22,3,1,76 +Sit to stand,0,6,0,10,0,0,0,0,0,0,0 +Stand to sit,9,0,4,1,0,0,0,0,0,0,0 +Sitting,0,0,0,221,0,0,0,0,0,0,0 +Stair up,29,0,0,12,20,0,0,0,0,0,0 +Stair down,39,0,4,2,0,0,0,0,0,0,0 +Ramp up,24,0,0,0,0,0,22,0,0,0,0 +Ramp down,45,0,0,0,0,0,0,50,0,0,0 +Grass walking,59,0,0,0,1,1,0,3,33,13,0 +Uneven ground walking,38,0,0,0,0,0,0,0,0,34,0 +Carry,99,0,0,0,0,0,0,9,0,0,180 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..68f86903865aa2f9d1b66a1e44102769288a4e6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,38,0,0,0,0,0,0,2,0,0,1 +Sit to stand,1,6,0,1,0,0,0,0,0,0,0 +Stand to sit,4,0,2,4,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,2,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..87ef892ab794e112b243f3bfa5dce17b322c0068 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7607868020304569,0.9173680183626626,0.8317724592438432,1307.0,1576,1307 +Sit to stand,1.0,0.5,0.6666666666666666,24.0,12,24 +Stand to sit,0.46153846153846156,0.25,0.32432432432432434,24.0,13,24 +Sitting,0.8841698841698842,1.0,0.9385245901639344,229.0,259,229 +Stair up,0.9565217391304348,0.3333333333333333,0.4943820224719101,66.0,23,66 +Stair down,0.0,0.0,0.0,48.0,1,48 +Ramp up,1.0,0.4583333333333333,0.6285714285714286,48.0,22,48 +Ramp down,0.5681818181818182,0.5050505050505051,0.5347593582887701,99.0,88,99 +Grass walking,0.9166666666666666,0.2894736842105263,0.44,114.0,36,114 +Uneven ground walking,0.7083333333333334,0.4473684210526316,0.5483870967741935,76.0,48,76 +Carry,0.7015503875968992,0.6013289036544851,0.6475849731663685,301.0,258,301 +accuracy,0.7654109589041096,0.7654109589041096,0.7654109589041096,0.7654109589041096,0,0 +macro avg,0.7234317356952686,0.48202329081795253,0.5504520836064946,2336.0,0,0 +weighted avg,0.7571834809881175,0.7654109589041096,0.7398693638553538,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..18b01455671d8ccefc9d49b769b0805af2a2ce6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7724550898203593,0.9170616113744076,0.838569880823402,1266.0,1503,1266 +Sit to stand,1.0,0.375,0.5454545454545454,16.0,6,16 +Stand to sit,0.36363636363636365,0.2857142857142857,0.32,14.0,11,14 +Sitting,0.8983739837398373,1.0,0.9464668094218416,221.0,246,221 +Stair up,0.9523809523809523,0.32786885245901637,0.4878048780487805,61.0,21,61 +Stair down,0.0,0.0,0.0,45.0,1,45 +Ramp up,1.0,0.4782608695652174,0.6470588235294118,46.0,22,46 +Ramp down,0.5952380952380952,0.5263157894736842,0.5586592178770949,95.0,84,95 +Grass walking,0.9166666666666666,0.3,0.4520547945205479,110.0,36,110 +Uneven ground walking,0.7083333333333334,0.4722222222222222,0.5666666666666667,72.0,48,72 +Carry,0.703125,0.625,0.6617647058823529,288.0,256,288 +accuracy,0.7748433303491495,0.7748433303491495,0.7748433303491495,0.7748433303491495,0,0 +macro avg,0.7191099531650553,0.48249487552807574,0.5476818474749675,2234.0,0,0 +weighted avg,0.7665782872364273,0.7748433303491495,0.7509908677551284,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6b302431cdec95d98ddfa7a04419071df6f5cd97 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5205479452054794,0.926829268292683,0.6666666666666666,41.0,73,41 +Sit to stand,1.0,0.75,0.8571428571428571,8.0,6,8 +Stand to sit,1.0,0.2,0.3333333333333333,10.0,2,10 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,1.0,0.4,0.5714285714285714,5.0,2,5 +Stair down,0.0,0.0,0.0,3.0,0,3 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,4,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.5,0.07692307692307693,0.13333333333333333,13.0,2,13 +accuracy,0.5588235294117647,0.5588235294117647,0.5588235294117647,0.5588235294117647,0,0 +macro avg,0.42144841459909954,0.30488657683779635,0.3021645021645021,102.0,0,0 +weighted avg,0.5467210066323684,0.5588235294117647,0.4726423902894491,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6240935e40c982ab34c009de35f2646269b74139 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1185,1,4,0,0,0,0,29,3,2,84 +Sit to stand,1,9,0,14,0,0,0,0,0,0,0 +Stand to sit,17,0,2,5,0,0,0,0,0,0,0 +Sitting,0,1,0,227,0,0,0,0,0,0,0 +Stair up,32,1,0,11,21,0,0,0,0,0,0 +Stair down,40,0,0,8,0,0,0,0,0,0,0 +Ramp up,28,0,0,0,0,0,20,0,0,0,0 +Ramp down,56,0,0,0,0,0,0,43,0,0,0 +Grass walking,81,0,0,0,2,0,0,2,22,8,0 +Uneven ground walking,47,0,0,1,1,0,0,0,0,26,0 +Carry,108,0,0,0,0,0,0,11,0,0,183 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..62f1b057fd27d83c150c4902a02c2ea1f1cc0939 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1147,0,4,0,0,0,0,27,3,2,82 +Sit to stand,0,5,0,10,0,0,0,0,0,0,0 +Stand to sit,13,0,1,2,0,0,0,0,0,0,0 +Sitting,0,0,0,220,0,0,0,0,0,0,0 +Stair up,29,1,0,11,20,0,0,0,0,0,0 +Stair down,38,0,0,8,0,0,0,0,0,0,0 +Ramp up,26,0,0,0,0,0,20,0,0,0,0 +Ramp down,52,0,0,0,0,0,0,43,0,0,0 +Grass walking,78,0,0,0,2,0,0,1,22,8,0 +Uneven ground walking,43,0,0,1,1,0,0,0,0,26,0 +Carry,95,0,0,0,0,0,0,11,0,0,182 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..46c215ae02eb2eb5878014ed6b2168c6749d5203 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,38,1,0,0,0,0,0,2,0,0,2 +Sit to stand,1,4,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,1,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c2382fbf4c559c5a671d52325cab43f465de313 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7429467084639498,0.9059633027522935,0.8163968308646228,1308.0,1595,1308 +Sit to stand,0.75,0.375,0.5,24.0,12,24 +Stand to sit,0.3333333333333333,0.08333333333333333,0.13333333333333333,24.0,6,24 +Sitting,0.8533834586466166,0.9956140350877193,0.9190283400809717,228.0,266,228 +Stair up,0.875,0.3230769230769231,0.47191011235955055,65.0,24,65 +Stair down,0.0,0.0,0.0,48.0,0,48 +Ramp up,1.0,0.4166666666666667,0.5882352941176471,48.0,20,48 +Ramp down,0.5058823529411764,0.43434343434343436,0.4673913043478261,99.0,85,99 +Grass walking,0.88,0.19130434782608696,0.3142857142857143,115.0,25,115 +Uneven ground walking,0.7222222222222222,0.3466666666666667,0.46846846846846846,75.0,36,75 +Carry,0.6853932584269663,0.6059602649006622,0.6432337434094904,302.0,267,302 +accuracy,0.7440068493150684,0.7440068493150684,0.7440068493150684,0.7440068493150684,0,0 +macro avg,0.6680146667303877,0.4252662704230714,0.48384392193342035,2336.0,0,0 +weighted avg,0.7318743608283655,0.7440068493150684,0.7120296616645972,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..75eca1fa5ad53c1230645a82200bace87d0b6e9d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7541091387245233,0.9067193675889328,0.823402727925341,1265.0,1521,1265 +Sit to stand,0.8333333333333334,0.3333333333333333,0.47619047619047616,15.0,6,15 +Stand to sit,0.2,0.0625,0.09523809523809523,16.0,5,16 +Sitting,0.873015873015873,1.0,0.9322033898305084,220.0,252,220 +Stair up,0.8695652173913043,0.32786885245901637,0.47619047619047616,61.0,23,61 +Stair down,0.0,0.0,0.0,46.0,0,46 +Ramp up,1.0,0.43478260869565216,0.6060606060606061,46.0,20,46 +Ramp down,0.524390243902439,0.45263157894736844,0.4858757062146893,95.0,82,95 +Grass walking,0.88,0.1981981981981982,0.3235294117647059,111.0,25,111 +Uneven ground walking,0.7222222222222222,0.36619718309859156,0.48598130841121495,71.0,36,71 +Carry,0.6893939393939394,0.6319444444444444,0.6594202898550725,288.0,264,288 +accuracy,0.7547000895255148,0.7547000895255148,0.7547000895255148,0.7547000895255148,0,0 +macro avg,0.6678209061803304,0.42856141516050344,0.4876447716073805,2234.0,0,0 +weighted avg,0.7422002400648379,0.7547000895255148,0.7246060623782797,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..84e9e9d8db14e5ef6fb42758d16bc9b99b505a05 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5135135135135135,0.8837209302325582,0.6495726495726496,43.0,74,43 +Sit to stand,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Stand to sit,1.0,0.125,0.2222222222222222,8.0,1,8 +Sitting,0.5,0.875,0.6363636363636364,8.0,14,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,3,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.3333333333333333,0.07142857142857142,0.11764705882352941,14.0,3,14 +accuracy,0.5098039215686274,0.5098039215686274,0.5098039215686274,0.5098039215686274,0,0 +macro avg,0.36486486486486486,0.24087217691868856,0.23264899093776095,102.0,0,0 +weighted avg,0.47791909556615436,0.5098039215686274,0.4200722512141197,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..aea9608edcc90cfb5f4665b851769b5bdaf69815 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1197,0,6,6,1,0,0,23,1,1,75 +Sit to stand,1,6,0,17,0,0,0,0,0,0,0 +Stand to sit,20,0,0,1,0,0,0,0,0,0,3 +Sitting,1,0,0,225,0,0,0,0,0,0,0 +Stair up,51,0,1,10,3,0,0,0,0,0,0 +Stair down,37,0,0,11,0,0,0,0,0,0,0 +Ramp up,42,0,0,0,0,0,6,0,0,0,0 +Ramp down,89,0,0,0,0,0,0,10,0,0,0 +Grass walking,100,0,0,0,0,0,0,1,8,6,0 +Uneven ground walking,64,0,0,0,1,0,0,0,0,10,0 +Carry,109,0,0,0,0,0,0,10,0,0,183 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ba906bfdf8ca4b7e65084ff6b136d940cb77951a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1163,0,6,1,0,0,0,22,1,1,73 +Sit to stand,0,4,0,11,0,0,0,0,0,0,0 +Stand to sit,14,0,0,0,0,0,0,0,0,0,2 +Sitting,0,0,0,218,0,0,0,0,0,0,0 +Stair up,48,0,1,10,2,0,0,0,0,0,0 +Stair down,36,0,0,10,0,0,0,0,0,0,0 +Ramp up,40,0,0,0,0,0,6,0,0,0,0 +Ramp down,85,0,0,0,0,0,0,10,0,0,0 +Grass walking,96,0,0,0,0,0,0,1,8,6,0 +Uneven ground walking,60,0,0,0,1,0,0,0,0,10,0 +Carry,97,0,0,0,0,0,0,10,0,0,181 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b276f11f34fb1e6e4098a759f48753096bf53fee --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,34,0,0,5,1,0,0,1,0,0,2 +Sit to stand,1,2,0,6,0,0,0,0,0,0,0 +Stand to sit,6,0,0,1,0,0,0,0,0,0,1 +Sitting,1,0,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,1,0,0,1,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c8eb4e959c63a7e63ec8cfd2e22af8a39e079dba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6995908825248393,0.9137404580152672,0.7924528301886793,1310.0,1711,1310 +Sit to stand,1.0,0.25,0.4,24.0,6,24 +Stand to sit,0.0,0.0,0.0,24.0,7,24 +Sitting,0.8333333333333334,0.995575221238938,0.907258064516129,226.0,270,226 +Stair up,0.6,0.046153846153846156,0.08571428571428572,65.0,5,65 +Stair down,0.0,0.0,0.0,48.0,0,48 +Ramp up,1.0,0.125,0.2222222222222222,48.0,6,48 +Ramp down,0.22727272727272727,0.10101010101010101,0.13986013986013987,99.0,44,99 +Grass walking,0.8888888888888888,0.06956521739130435,0.12903225806451613,115.0,9,115 +Uneven ground walking,0.5882352941176471,0.13333333333333333,0.21739130434782608,75.0,17,75 +Carry,0.7011494252873564,0.6059602649006622,0.650088809946714,302.0,261,302 +accuracy,0.7054794520547946,0.7054794520547946,0.7054794520547946,0.7054794520547946,0,0 +macro avg,0.5944064137658902,0.2945762220039502,0.32218362862368294,2336.0,0,0 +weighted avg,0.6833837265234162,0.7054794520547946,0.6465358122086806,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..729b5e862d4a36fd0942b8baede574da4d33f5ae --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7095790115924344,0.9179163378058406,0.8004129387474191,1267.0,1639,1267 +Sit to stand,1.0,0.26666666666666666,0.42105263157894735,15.0,4,15 +Stand to sit,0.0,0.0,0.0,16.0,7,16 +Sitting,0.872,1.0,0.9316239316239316,218.0,250,218 +Stair up,0.6666666666666666,0.03278688524590164,0.0625,61.0,3,61 +Stair down,0.0,0.0,0.0,46.0,0,46 +Ramp up,1.0,0.13043478260869565,0.23076923076923078,46.0,6,46 +Ramp down,0.23255813953488372,0.10526315789473684,0.14492753623188406,95.0,43,95 +Grass walking,0.8888888888888888,0.07207207207207207,0.13333333333333333,111.0,9,111 +Uneven ground walking,0.5882352941176471,0.14084507042253522,0.22727272727272727,71.0,17,71 +Carry,0.70703125,0.6284722222222222,0.6654411764705882,288.0,256,288 +accuracy,0.7170993733213966,0.7170993733213966,0.7170993733213966,0.7170993733213966,0,0 +macro avg,0.6059053864364109,0.2994961086307883,0.3288485005480056,2234.0,0,0 +weighted avg,0.6969331558456199,0.7170993733213966,0.6599428930071566,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..df0e9a8559221799872c3a0fa7257f86659ad272 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4722222222222222,0.7906976744186046,0.591304347826087,43.0,72,43 +Sit to stand,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Stand to sit,0.0,0.0,0.0,8.0,0,8 +Sitting,0.35,0.875,0.5,8.0,20,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.4,0.14285714285714285,0.21052631578947367,14.0,5,14 +accuracy,0.45098039215686275,0.45098039215686275,0.45098039215686275,0.45098039215686275,0,0 +macro avg,0.2474747474747475,0.20734336722708813,0.18170912368956887,102.0,0,0 +weighted avg,0.3892701525054466,0.45098039215686275,0.3625442743493625,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ce21b190ef9d0fffb5dad9fd482450c2e31cd6cb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,966,0,1,0,0,7,0,7,2,0,301 +Sit to stand,21,54,0,23,0,0,0,0,0,0,0 +Stand to sit,7,0,50,6,0,0,0,0,0,0,15 +Sitting,0,21,0,363,0,0,0,0,0,0,0 +Stair up,16,1,0,0,93,0,2,0,0,0,1 +Stair down,22,0,0,0,0,54,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,93,0,0,0,5 +Ramp down,27,0,0,0,0,1,0,142,0,0,1 +Grass walking,38,0,0,0,25,6,6,1,52,8,12 +Uneven ground walking,72,0,0,0,5,2,5,1,0,62,11 +Carry,244,0,0,0,0,6,0,0,0,0,332 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e5d9c186d864df81462a98a7a9de3efabcaedd3b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,915,0,1,0,0,4,0,6,1,0,279 +Sit to stand,8,44,0,20,0,0,0,0,0,0,0 +Stand to sit,2,0,42,0,0,0,0,0,0,0,8 +Sitting,0,11,0,348,0,0,0,0,0,0,0 +Stair up,8,1,0,0,93,0,2,0,0,0,1 +Stair down,20,0,0,0,0,50,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,93,0,0,0,5 +Ramp down,21,0,0,0,0,1,0,140,0,0,1 +Grass walking,32,0,0,0,25,6,6,1,51,8,11 +Uneven ground walking,69,0,0,0,5,2,5,1,0,61,7 +Carry,241,0,0,0,0,6,0,0,0,0,324 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5aaaa9673e8c247dcdc65a6647128575b47176b2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,51,0,0,0,0,3,0,1,1,0,22 +Sit to stand,13,10,0,3,0,0,0,0,0,0,0 +Stand to sit,5,0,8,6,0,0,0,0,0,0,7 +Sitting,0,10,0,15,0,0,0,0,0,0,0 +Stair up,8,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,4,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,0,0,0,0,0 +Ramp down,6,0,0,0,0,0,0,2,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,1,0,1 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,3,0,0,0,0,0,0,0,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e9734edb0c0dd5dab2edc0c8d7b03e5274f5f98f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6788475052705552,0.7523364485981309,0.7137052087181381,1284.0,1423,1284 +Sit to stand,0.7105263157894737,0.5510204081632653,0.6206896551724138,98.0,76,98 +Stand to sit,0.9803921568627451,0.6410256410256411,0.7751937984496124,78.0,51,78 +Sitting,0.9260204081632653,0.9453125,0.9355670103092784,384.0,392,384 +Stair up,0.7560975609756098,0.8230088495575221,0.788135593220339,113.0,123,113 +Stair down,0.7105263157894737,0.7105263157894737,0.7105263157894737,76.0,76,76 +Ramp up,0.8773584905660378,0.8611111111111112,0.8691588785046729,108.0,106,108 +Ramp down,0.9403973509933775,0.8304093567251462,0.8819875776397516,171.0,151,171 +Grass walking,0.9629629629629629,0.35135135135135137,0.5148514851485149,148.0,54,148 +Uneven ground walking,0.8857142857142857,0.3924050632911392,0.543859649122807,158.0,70,158 +Carry,0.4896755162241888,0.570446735395189,0.526984126984127,582.0,678,582 +accuracy,0.7065625,0.7065625,0.7065625,0.7065625,0,0 +macro avg,0.8107744426647251,0.6753594346370883,0.7164235726417391,3200.0,0,0 +weighted avg,0.7299338797437019,0.7065625,0.7042277766861765,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c1c1d1d66c61df30ce2f0c92e9cb73cb2639c5f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6931818181818182,0.7587064676616916,0.7244655581947743,1206.0,1320,1206 +Sit to stand,0.7857142857142857,0.6111111111111112,0.6875,72.0,56,72 +Stand to sit,0.9767441860465116,0.8076923076923077,0.8842105263157894,52.0,43,52 +Sitting,0.9456521739130435,0.9693593314763231,0.9573590096286108,359.0,368,359 +Stair up,0.7560975609756098,0.8857142857142857,0.8157894736842105,105.0,123,105 +Stair down,0.7246376811594203,0.7142857142857143,0.7194244604316546,70.0,69,70 +Ramp up,0.8773584905660378,0.9117647058823529,0.8942307692307693,102.0,106,102 +Ramp down,0.9459459459459459,0.8588957055214724,0.9003215434083601,163.0,148,163 +Grass walking,0.9807692307692307,0.36428571428571427,0.53125,140.0,52,140 +Uneven ground walking,0.8840579710144928,0.4066666666666667,0.5570776255707762,150.0,69,150 +Carry,0.5094339622641509,0.5674255691768827,0.5368682684341343,571.0,636,571 +accuracy,0.722742474916388,0.722742474916388,0.722742474916388,0.722742474916388,0,0 +macro avg,0.8254175733227771,0.7141734163158656,0.7462270213544617,2990.0,0,0 +weighted avg,0.7416141627528838,0.722742474916388,0.719513805058079,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0fbbf8e22f186a25ce3b5f64b7c304b04dc869a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49514563106796117,0.6538461538461539,0.56353591160221,78.0,103,78 +Sit to stand,0.5,0.38461538461538464,0.43478260869565216,26.0,20,26 +Stand to sit,1.0,0.3076923076923077,0.47058823529411764,26.0,8,26 +Sitting,0.625,0.6,0.6122448979591837,25.0,24,25 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.5714285714285714,0.6666666666666666,0.6153846153846154,6.0,7,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.19047619047619047,0.7272727272727273,0.3018867924528302,11.0,42,11 +accuracy,0.47619047619047616,0.47619047619047616,0.47619047619047616,0.47619047619047616,0,0 +macro avg,0.5044288236035809,0.3490993854630218,0.34402560429519957,210.0,0,0 +weighted avg,0.5528738194306849,0.47619047619047616,0.4576261742563975,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..35a90ffc8e2f590a0324fadb2e38344da6bda0da --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,962,0,2,0,0,10,2,10,2,0,291 +Sit to stand,23,54,0,23,0,0,0,0,0,0,0 +Stand to sit,13,0,49,3,0,0,0,0,0,0,16 +Sitting,0,23,1,360,0,0,0,0,0,0,0 +Stair up,17,0,0,0,92,0,2,0,0,0,1 +Stair down,16,0,0,0,0,62,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,93,0,0,0,5 +Ramp down,25,0,0,0,0,1,0,144,0,0,1 +Grass walking,37,0,0,0,25,4,6,1,58,5,12 +Uneven ground walking,72,0,0,0,3,2,4,1,0,61,15 +Carry,231,0,0,0,0,13,2,0,0,0,336 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e2dd0cc7dcb957305f959ec4be8029a7f8737cce --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,915,0,2,0,0,5,2,9,1,0,269 +Sit to stand,9,44,0,21,0,0,0,0,0,0,0 +Stand to sit,7,0,39,0,0,0,0,0,0,0,9 +Sitting,0,12,0,347,0,0,0,0,0,0,0 +Stair up,10,0,0,0,91,0,2,0,0,0,1 +Stair down,15,0,0,0,0,57,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,93,0,0,0,5 +Ramp down,20,0,0,0,0,1,0,141,0,0,1 +Grass walking,32,0,0,0,25,4,6,1,57,5,10 +Uneven ground walking,70,0,0,0,3,2,4,1,0,59,11 +Carry,223,0,0,0,0,13,2,0,0,0,333 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ac3225ede51bc9ae201a9e4c4a62f5780af8fed3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,47,0,0,0,0,5,0,1,1,0,22 +Sit to stand,14,10,0,2,0,0,0,0,0,0,0 +Stand to sit,6,0,10,3,0,0,0,0,0,0,7 +Sitting,0,11,1,13,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,1,0,0,0,0,5,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,0,0,0,0,0 +Ramp down,5,0,0,0,0,0,0,3,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,1,0,2 +Uneven ground walking,2,0,0,0,0,0,0,0,0,2,4 +Carry,8,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ec7f2475c8ace96cf7c45e74762a84b0285b835 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6846975088967971,0.7521501172791243,0.7168405365126677,1279.0,1405,1279 +Sit to stand,0.7012987012987013,0.54,0.6101694915254238,100.0,77,100 +Stand to sit,0.9423076923076923,0.6049382716049383,0.7368421052631579,81.0,52,81 +Sitting,0.9326424870466321,0.9375,0.935064935064935,384.0,386,384 +Stair up,0.7666666666666667,0.8214285714285714,0.7931034482758621,112.0,120,112 +Stair down,0.6739130434782609,0.7948717948717948,0.7294117647058823,78.0,92,78 +Ramp up,0.8532110091743119,0.8691588785046729,0.8611111111111112,107.0,109,107 +Ramp down,0.9230769230769231,0.8421052631578947,0.8807339449541285,171.0,156,171 +Grass walking,0.9666666666666667,0.3918918918918919,0.5576923076923077,148.0,60,148 +Uneven ground walking,0.9242424242424242,0.3860759493670886,0.5446428571428571,158.0,66,158 +Carry,0.4963072378138848,0.5773195876288659,0.5337569499602859,582.0,677,582 +accuracy,0.7096875,0.7096875,0.7096875,0.7096875,0,0 +macro avg,0.8059118509699055,0.6834036659758949,0.7181244956553289,3200.0,0,0 +weighted avg,0.7330746937819158,0.7096875,0.7075968175366921,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ed5b3c2685b8d95abd2111230756c7e92a3bc6c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7016871165644172,0.7605985037406484,0.7299561228560032,1203.0,1304,1203 +Sit to stand,0.7857142857142857,0.5945945945945946,0.676923076923077,74.0,56,74 +Stand to sit,0.9512195121951219,0.7090909090909091,0.8125,55.0,41,55 +Sitting,0.9429347826086957,0.9665738161559888,0.9546079779917469,359.0,368,359 +Stair up,0.7647058823529411,0.875,0.8161434977578476,104.0,119,104 +Stair down,0.6951219512195121,0.7916666666666666,0.7402597402597403,72.0,82,72 +Ramp up,0.8532110091743119,0.9207920792079208,0.8857142857142857,101.0,109,101 +Ramp down,0.9276315789473685,0.8650306748466258,0.8952380952380953,163.0,152,163 +Grass walking,0.9827586206896551,0.40714285714285714,0.5757575757575758,140.0,58,140 +Uneven ground walking,0.921875,0.3933333333333333,0.5514018691588785,150.0,64,150 +Carry,0.5211267605633803,0.5831873905429071,0.5504132231404959,571.0,639,571 +accuracy,0.7272727272727273,0.7272727272727273,0.7272727272727273,0.7272727272727273,0,0 +macro avg,0.8225442272754262,0.7151828023020411,0.7444468604361586,2992.0,0,0 +weighted avg,0.7464874355691454,0.7272727272727273,0.7241918972014376,2992.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..fe24a905c1a09ed190e90d73107c24a7c7898fda --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46534653465346537,0.618421052631579,0.5310734463276836,76.0,101,76 +Sit to stand,0.47619047619047616,0.38461538461538464,0.425531914893617,26.0,21,26 +Stand to sit,0.9090909090909091,0.38461538461538464,0.5405405405405406,26.0,11,26 +Sitting,0.7222222222222222,0.52,0.6046511627906976,25.0,18,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.5,0.8333333333333334,0.625,6.0,10,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.75,0.375,0.5,8.0,4,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,1.0,0.25,0.4,8.0,2,8 +Carry,0.07894736842105263,0.2727272727272727,0.12244897959183673,11.0,38,11 +accuracy,0.4567307692307692,0.4567307692307692,0.4567307692307692,0.4567307692307692,0,0 +macro avg,0.5819815918707386,0.35351931162935946,0.3792243878515089,208.0,0,0 +weighted avg,0.5735943714383006,0.4567307692307692,0.46283875665984353,208.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a421f76def0daa927a78f3fffbd8d8460b3451f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,946,0,3,0,0,11,5,15,2,0,298 +Sit to stand,24,56,0,21,0,0,0,0,0,0,0 +Stand to sit,14,0,42,6,0,0,0,0,0,0,19 +Sitting,0,20,1,361,0,0,0,0,0,0,0 +Stair up,20,0,0,0,88,0,2,0,0,0,2 +Stair down,17,0,0,0,0,61,0,0,0,0,0 +Ramp up,12,0,0,0,0,0,91,0,0,0,6 +Ramp down,27,0,0,0,0,0,0,143,0,0,1 +Grass walking,38,0,0,0,24,4,7,1,53,7,12 +Uneven ground walking,83,0,0,0,1,2,1,1,0,54,16 +Carry,206,0,0,0,0,23,11,0,0,0,342 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..00318ccf988929b1e6557f8826a0e60a152dc374 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,900,0,3,0,0,6,5,12,1,0,278 +Sit to stand,10,47,0,18,0,0,0,0,0,0,0 +Stand to sit,9,0,35,1,0,0,0,0,0,0,12 +Sitting,0,13,0,344,0,0,0,0,0,0,0 +Stair up,13,0,0,0,88,0,2,0,0,0,2 +Stair down,15,0,0,0,0,57,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,91,0,0,0,6 +Ramp down,21,0,0,0,0,0,0,141,0,0,1 +Grass walking,34,0,0,0,24,4,7,1,51,7,10 +Uneven ground walking,80,0,0,0,1,2,1,1,0,53,12 +Carry,196,0,0,0,0,23,11,0,0,0,340 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..22663f7b714f225714bb6379017153fea2a63e2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,46,0,0,0,0,5,0,3,1,0,20 +Sit to stand,14,9,0,3,0,0,0,0,0,0,0 +Stand to sit,5,0,7,5,0,0,0,0,0,0,7 +Sitting,0,7,1,17,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,4,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,0,0,0,0,0 +Ramp down,6,0,0,0,0,0,0,2,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,2,0,2 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,10,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b45098b335d9bf4f6270f3e15544c09b2d71dd5c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6820475847152127,0.7390625,0.709411323584552,1280.0,1387,1280 +Sit to stand,0.7368421052631579,0.5544554455445545,0.632768361581921,101.0,76,101 +Stand to sit,0.9130434782608695,0.5185185185185185,0.6614173228346457,81.0,46,81 +Sitting,0.9304123711340206,0.9450261780104712,0.9376623376623376,382.0,388,382 +Stair up,0.7787610619469026,0.7857142857142857,0.7822222222222223,112.0,113,112 +Stair down,0.6039603960396039,0.782051282051282,0.6815642458100558,78.0,101,78 +Ramp up,0.7777777777777778,0.8348623853211009,0.8053097345132744,109.0,117,109 +Ramp down,0.89375,0.8362573099415205,0.8640483383685801,171.0,160,171 +Grass walking,0.9636363636363636,0.363013698630137,0.527363184079602,146.0,55,146 +Uneven ground walking,0.8852459016393442,0.34177215189873417,0.4931506849315068,158.0,61,158 +Carry,0.49137931034482757,0.5876288659793815,0.5352112676056338,582.0,696,582 +accuracy,0.6990625,0.6990625,0.6990625,0.6990625,0,0 +macro avg,0.7869869409780074,0.6625784201463624,0.6936480930176665,3200.0,0,0 +weighted avg,0.7235305332365353,0.6990625,0.6957580102096708,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..03d2d6a797699a7670978ca102bd602507018894 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7014809041309431,0.7468879668049793,0.7234726688102894,1205.0,1283,1205 +Sit to stand,0.7833333333333333,0.6266666666666667,0.6962962962962963,75.0,60,75 +Stand to sit,0.9210526315789473,0.6140350877192983,0.7368421052631579,57.0,38,57 +Sitting,0.9476584022038568,0.9635854341736695,0.9555555555555556,357.0,363,357 +Stair up,0.7787610619469026,0.8380952380952381,0.8073394495412844,105.0,113,105 +Stair down,0.6195652173913043,0.7916666666666666,0.6951219512195121,72.0,92,72 +Ramp up,0.7777777777777778,0.8921568627450981,0.8310502283105022,102.0,117,102 +Ramp down,0.9096774193548387,0.8650306748466258,0.8867924528301887,163.0,155,163 +Grass walking,0.9807692307692307,0.3695652173913043,0.5368421052631579,138.0,52,138 +Uneven ground walking,0.8833333333333333,0.35333333333333333,0.5047619047619047,150.0,60,150 +Carry,0.5143721633888049,0.5964912280701754,0.5523964256701869,570.0,661,570 +accuracy,0.7171008684034736,0.7171008684034736,0.7171008684034736,0.7171008684034736,0,0 +macro avg,0.8016164977462975,0.696137670592096,0.7205882857747307,2994.0,0,0 +weighted avg,0.7381015984926876,0.7171008684034736,0.7134062445334649,2994.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9997fc21e6ec7a11e61cf53ce47ccf64cac2f7f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4423076923076923,0.6133333333333333,0.5139664804469274,75.0,104,75 +Sit to stand,0.5625,0.34615384615384615,0.42857142857142855,26.0,16,26 +Stand to sit,0.875,0.2916666666666667,0.4375,24.0,8,24 +Sitting,0.68,0.68,0.68,25.0,25,25 +Stair up,0.0,0.0,0.0,7.0,0,7 +Stair down,0.4444444444444444,0.6666666666666666,0.5333333333333333,6.0,9,6 +Ramp up,0.0,0.0,0.0,7.0,0,7 +Ramp down,0.4,0.25,0.3076923076923077,8.0,5,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.05714285714285714,0.16666666666666666,0.0851063829787234,12.0,35,12 +accuracy,0.4368932038834951,0.4368932038834951,0.4368932038834951,0.4368932038834951,0,0 +macro avg,0.46618742368742366,0.30813519813519813,0.3247298653528461,206.0,0,0 +weighted avg,0.5130281126640349,0.4368932038834951,0.42990304330353646,206.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9d7ed8dea50fd5e7f770c7bb183169631505a67b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,968,0,1,0,2,12,9,18,2,0,274 +Sit to stand,23,55,0,23,0,0,0,0,0,0,0 +Stand to sit,20,0,33,9,0,0,0,0,0,0,19 +Sitting,0,20,0,361,0,0,0,0,0,0,0 +Stair up,28,0,0,0,79,0,1,0,0,0,3 +Stair down,19,0,0,0,0,58,0,0,0,0,0 +Ramp up,11,0,0,0,0,0,90,0,0,0,6 +Ramp down,27,0,0,0,0,0,0,141,0,0,1 +Grass walking,47,0,0,0,25,3,6,2,46,4,14 +Uneven ground walking,97,0,0,0,1,2,1,1,0,37,17 +Carry,208,0,0,0,0,27,13,0,0,0,336 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..cec5c7aa5ab75b12d11ff78d70c343e2b7928ca0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,922,0,1,0,2,8,9,13,1,0,254 +Sit to stand,10,47,0,17,0,0,0,0,0,0,0 +Stand to sit,13,0,26,3,0,0,0,0,0,0,13 +Sitting,0,15,0,343,0,0,0,0,0,0,0 +Stair up,21,0,0,0,79,0,1,0,0,0,2 +Stair down,16,0,0,0,0,55,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,89,0,0,0,6 +Ramp down,21,0,0,0,0,0,0,139,0,0,1 +Grass walking,43,0,0,0,25,3,6,1,45,4,12 +Uneven ground walking,95,0,0,0,1,2,1,1,0,35,13 +Carry,199,0,0,0,0,27,13,0,0,0,334 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..382d54c62484bd0faac7547dc6825eec30139220 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,46,0,0,0,0,4,0,5,1,0,20 +Sit to stand,13,8,0,6,0,0,0,0,0,0,0 +Stand to sit,7,0,7,6,0,0,0,0,0,0,6 +Sitting,0,5,0,18,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,1 +Stair down,3,0,0,0,0,3,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,6,0,0,0,0,0,0,2,0,0,0 +Grass walking,4,0,0,0,0,0,0,1,1,0,2 +Uneven ground walking,2,0,0,0,0,0,0,0,0,2,4 +Carry,9,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0a79f4f5fccb4c8625f215fb6b5af848dfbc122b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6685082872928176,0.7527216174183515,0.7081199707388441,1286.0,1448,1286 +Sit to stand,0.7333333333333333,0.5445544554455446,0.625,101.0,75,101 +Stand to sit,0.9705882352941176,0.4074074074074074,0.5739130434782609,81.0,34,81 +Sitting,0.9185750636132316,0.94750656167979,0.9328165374677002,381.0,393,381 +Stair up,0.7383177570093458,0.7117117117117117,0.7247706422018348,111.0,107,111 +Stair down,0.5686274509803921,0.7532467532467533,0.6480446927374302,77.0,102,77 +Ramp up,0.75,0.8411214953271028,0.7929515418502202,107.0,120,107 +Ramp down,0.8703703703703703,0.834319526627219,0.851963746223565,169.0,162,169 +Grass walking,0.9583333333333334,0.3129251700680272,0.4717948717948718,147.0,48,147 +Uneven ground walking,0.9024390243902439,0.23717948717948717,0.3756345177664975,156.0,41,156 +Carry,0.5014925373134328,0.5753424657534246,0.5358851674641149,584.0,670,584 +accuracy,0.68875,0.68875,0.68875,0.68875,0,0 +macro avg,0.7800532175391471,0.6289124228968017,0.6582631574293946,3200.0,0,0 +weighted avg,0.7156157429258555,0.68875,0.6799199309707785,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..658f4e58c691c2d167013ab10be5fbfe812a7aca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6849925705794948,0.7619834710743801,0.7214397496087637,1210.0,1346,1210 +Sit to stand,0.7580645161290323,0.6351351351351351,0.6911764705882353,74.0,62,74 +Stand to sit,0.9629629629629629,0.4727272727272727,0.6341463414634146,55.0,27,55 +Sitting,0.9449035812672176,0.9581005586592178,0.9514563106796117,358.0,363,358 +Stair up,0.7383177570093458,0.7669902912621359,0.7523809523809524,103.0,107,103 +Stair down,0.5789473684210527,0.7746478873239436,0.6626506024096386,71.0,95,71 +Ramp up,0.7478991596638656,0.8811881188118812,0.8090909090909091,101.0,119,101 +Ramp down,0.9025974025974026,0.8633540372670807,0.8825396825396825,161.0,154,161 +Grass walking,0.9782608695652174,0.3237410071942446,0.4864864864864865,139.0,46,139 +Uneven ground walking,0.8974358974358975,0.23648648648648649,0.37433155080213903,148.0,39,148 +Carry,0.525984251968504,0.5828970331588132,0.5529801324503312,573.0,635,573 +accuracy,0.7063147343802205,0.7063147343802205,0.7063147343802205,0.7063147343802205,0,0 +macro avg,0.7927605761454539,0.6597501181000538,0.6835162898636514,2993.0,0,0 +weighted avg,0.7298269190756714,0.7063147343802205,0.6975674481996972,2993.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bca4ac8ca6b2826cf2400378b246d144476907de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.45098039215686275,0.6052631578947368,0.5168539325842697,76.0,102,76 +Sit to stand,0.6153846153846154,0.2962962962962963,0.4,27.0,13,27 +Stand to sit,1.0,0.2692307692307692,0.42424242424242425,26.0,7,26 +Sitting,0.6,0.782608695652174,0.6792452830188679,23.0,30,23 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.42857142857142855,0.5,0.46153846153846156,6.0,7,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.25,0.25,0.25,8.0,8,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,1.0,0.25,0.4,8.0,2,8 +Carry,0.05714285714285714,0.18181818181818182,0.08695652173913043,11.0,35,11 +accuracy,0.43478260869565216,0.43478260869565216,0.43478260869565216,0.43478260869565216,0,0 +macro avg,0.5365526630232513,0.31153488795989315,0.3367773553488581,207.0,0,0 +weighted avg,0.5501927266633149,0.43478260869565216,0.42982551516322903,207.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1218349269b51f52e2f32f11398ffd79b628e07b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,967,0,1,1,3,16,12,18,3,0,265 +Sit to stand,26,40,0,32,0,0,0,0,0,0,0 +Stand to sit,22,0,13,19,0,0,0,0,0,0,24 +Sitting,0,14,0,368,0,0,0,0,0,0,0 +Stair up,39,0,0,0,69,0,1,0,0,0,4 +Stair down,20,0,0,0,0,56,0,0,0,0,0 +Ramp up,12,0,0,0,0,0,89,0,0,0,7 +Ramp down,35,0,0,0,0,0,0,136,0,0,0 +Grass walking,60,0,0,0,23,1,7,2,35,5,15 +Uneven ground walking,102,0,0,0,1,2,0,1,1,31,20 +Carry,185,0,0,0,0,40,23,0,0,0,334 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc110a0daba6a699576b864729178d951ea0cf0f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,913,0,1,0,3,13,12,16,2,0,248 +Sit to stand,15,34,0,23,0,0,0,0,0,0,0 +Stand to sit,16,0,13,6,0,0,0,0,0,0,17 +Sitting,0,12,0,345,0,0,0,0,0,0,0 +Stair up,33,0,0,0,69,0,1,0,0,0,2 +Stair down,18,0,0,0,0,52,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,88,0,0,0,7 +Ramp down,32,0,0,0,0,0,0,131,0,0,0 +Grass walking,57,0,0,0,23,1,7,1,33,5,13 +Uneven ground walking,99,0,0,0,1,2,0,1,1,30,16 +Carry,176,0,0,0,0,40,23,0,0,0,332 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ed4ae7e728009017515d232fd39a8b4a42892565 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,54,0,0,1,0,3,0,2,1,0,17 +Sit to stand,11,6,0,9,0,0,0,0,0,0,0 +Stand to sit,6,0,0,13,0,0,0,0,0,0,7 +Sitting,0,2,0,23,0,0,0,0,0,0,0 +Stair up,6,0,0,0,0,0,0,0,0,0,2 +Stair down,2,0,0,0,0,4,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,5,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,2,0,2 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,9,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..41a135fe4203b6ee776e16c0d7cc8a837d059ff0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6587193460490464,0.7519440124416796,0.7022512708787219,1286.0,1468,1286 +Sit to stand,0.7407407407407407,0.40816326530612246,0.5263157894736842,98.0,54,98 +Stand to sit,0.9285714285714286,0.16666666666666666,0.2826086956521739,78.0,14,78 +Sitting,0.8761904761904762,0.9633507853403142,0.9177057356608479,382.0,420,382 +Stair up,0.71875,0.6106194690265486,0.6602870813397129,113.0,96,113 +Stair down,0.48695652173913045,0.7368421052631579,0.5863874345549738,76.0,115,76 +Ramp up,0.6742424242424242,0.8240740740740741,0.7416666666666667,108.0,132,108 +Ramp down,0.8662420382165605,0.7953216374269005,0.8292682926829268,171.0,157,171 +Grass walking,0.8974358974358975,0.23648648648648649,0.37433155080213903,148.0,39,148 +Uneven ground walking,0.8611111111111112,0.1962025316455696,0.31958762886597936,158.0,36,158 +Carry,0.4992526158445441,0.5738831615120275,0.533972821742606,582.0,669,582 +accuracy,0.668125,0.668125,0.668125,0.668125,0,0 +macro avg,0.7462011454673964,0.5694140177445044,0.5885802698473119,3200.0,0,0 +weighted avg,0.6954540974212438,0.668125,0.6515725035630797,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b5491b85da1415b4e0d1ea9b63762e2f885429aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6683748169838946,0.7557947019867549,0.7094017094017094,1208.0,1366,1208 +Sit to stand,0.7391304347826086,0.4722222222222222,0.576271186440678,72.0,46,72 +Stand to sit,0.9285714285714286,0.25,0.3939393939393939,52.0,14,52 +Sitting,0.9224598930481284,0.9663865546218487,0.9439124487004104,357.0,374,357 +Stair up,0.71875,0.6571428571428571,0.6865671641791045,105.0,96,105 +Stair down,0.48148148148148145,0.7428571428571429,0.5842696629213483,70.0,108,70 +Ramp up,0.6717557251908397,0.8627450980392157,0.7553648068669528,102.0,131,102 +Ramp down,0.8791946308724832,0.803680981595092,0.8397435897435898,163.0,149,163 +Grass walking,0.9166666666666666,0.2357142857142857,0.375,140.0,36,140 +Uneven ground walking,0.8571428571428571,0.2,0.32432432432432434,150.0,35,150 +Carry,0.5228346456692914,0.5814360770577933,0.5505804311774462,571.0,635,571 +accuracy,0.6822742474916388,0.6822742474916388,0.6822742474916388,0.6822742474916388,0,0 +macro avg,0.7551238709463345,0.5934527201124739,0.6126704288813598,2990.0,0,0 +weighted avg,0.7072447068267892,0.6822742474916388,0.6683459203929077,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..cde8f270cbf5ae3cb0c4c4172b162d3b83c6159f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5294117647058824,0.6923076923076923,0.6,78.0,102,78 +Sit to stand,0.75,0.23076923076923078,0.35294117647058826,26.0,8,26 +Stand to sit,0.0,0.0,0.0,26.0,0,26 +Sitting,0.5,0.92,0.647887323943662,25.0,46,25 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.5714285714285714,0.6666666666666666,0.6153846153846154,6.0,7,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.625,0.625,0.625,8.0,8,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.058823529411764705,0.18181818181818182,0.08888888888888889,11.0,34,11 +accuracy,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0,0 +macro avg,0.5183027756557168,0.3507480398389489,0.34560680693278417,210.0,0,0 +weighted avg,0.4843003868213952,0.4666666666666667,0.42021377884793665,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0307b957be030bac9aadb1fd8fa6d067ab471b7a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1026,0,2,9,3,14,15,12,3,0,204 +Sit to stand,42,7,6,43,0,0,0,0,0,0,0 +Stand to sit,32,0,0,12,0,0,0,0,0,0,34 +Sitting,11,0,0,369,0,0,0,0,0,0,0 +Stair up,79,0,0,0,31,0,0,0,0,0,3 +Stair down,37,0,0,0,0,39,0,0,0,0,0 +Ramp up,36,0,0,1,0,0,63,0,0,0,8 +Ramp down,67,0,0,0,0,0,0,103,0,0,1 +Grass walking,95,0,0,0,16,0,2,2,13,7,13 +Uneven ground walking,122,0,0,0,1,0,0,1,0,8,26 +Carry,198,0,0,0,1,33,34,0,0,0,316 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..15c0b8cd17558d645ee7a9e19324acf1847b5366 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,972,0,1,7,3,12,15,12,2,0,186 +Sit to stand,33,7,5,27,0,0,0,0,0,0,0 +Stand to sit,24,0,0,4,0,0,0,0,0,0,24 +Sitting,10,0,0,345,0,0,0,0,0,0,0 +Stair up,72,0,0,0,31,0,0,0,0,0,2 +Stair down,31,0,0,0,0,39,0,0,0,0,0 +Ramp up,31,0,0,1,0,0,62,0,0,0,8 +Ramp down,60,0,0,0,0,0,0,102,0,0,1 +Grass walking,90,0,0,0,16,0,2,1,12,7,12 +Uneven ground walking,118,0,0,0,1,0,0,1,0,8,22 +Carry,188,0,0,0,1,33,34,0,0,0,315 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9c7278491c0ea652cb31861f6b2520356bcbb46b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,54,0,1,2,0,2,0,0,1,0,18 +Sit to stand,9,0,1,16,0,0,0,0,0,0,0 +Stand to sit,8,0,0,8,0,0,0,0,0,0,10 +Sitting,1,0,0,24,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,1 +Stair down,6,0,0,0,0,0,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,0,1,1,0,1 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,4 +Carry,10,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d07db2650db203d097e43df5fd59127eb98760a5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5879656160458453,0.796583850931677,0.6765578635014837,1288.0,1745,1288 +Sit to stand,1.0,0.07142857142857142,0.13333333333333333,98.0,7,98 +Stand to sit,0.0,0.0,0.0,78.0,8,78 +Sitting,0.8502304147465438,0.9710526315789474,0.9066339066339066,380.0,434,380 +Stair up,0.5961538461538461,0.2743362831858407,0.37575757575757573,113.0,52,113 +Stair down,0.45348837209302323,0.5131578947368421,0.48148148148148145,76.0,86,76 +Ramp up,0.5526315789473685,0.5833333333333334,0.5675675675675675,108.0,114,108 +Ramp down,0.8728813559322034,0.6023391812865497,0.71280276816609,171.0,118,171 +Grass walking,0.8125,0.08783783783783784,0.15853658536585366,148.0,16,148 +Uneven ground walking,0.5333333333333333,0.05063291139240506,0.09248554913294797,158.0,15,158 +Carry,0.5223140495867769,0.5429553264604811,0.5324347093513058,582.0,605,582 +accuracy,0.6171875,0.6171875,0.6171875,0.6171875,0,0 +macro avg,0.616499869712631,0.40851434747022597,0.4215992127537769,3200.0,0,0 +weighted avg,0.6242712930881509,0.6171875,0.5747459315387412,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..574ebbff7c313ca71d59d64ba2eafb8011891e93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5966850828729282,0.8033057851239669,0.6847481507573089,1210.0,1629,1210 +Sit to stand,1.0,0.09722222222222222,0.17721518987341772,72.0,7,72 +Stand to sit,0.0,0.0,0.0,52.0,6,52 +Sitting,0.8984375,0.971830985915493,0.9336941813261164,355.0,384,355 +Stair up,0.5961538461538461,0.29523809523809524,0.39490445859872614,105.0,52,105 +Stair down,0.4642857142857143,0.5571428571428572,0.5064935064935064,70.0,84,70 +Ramp up,0.5486725663716814,0.6078431372549019,0.5767441860465117,102.0,113,102 +Ramp down,0.8793103448275862,0.6257668711656442,0.7311827956989247,163.0,116,163 +Grass walking,0.8571428571428571,0.08571428571428572,0.15584415584415584,140.0,14,140 +Uneven ground walking,0.5333333333333333,0.05333333333333334,0.09696969696969697,150.0,15,150 +Carry,0.5526315789473685,0.5516637478108581,0.5521472392638037,571.0,570,571 +accuracy,0.6331103678929766,0.6331103678929766,0.6331103678929766,0.6331103678929766,0,0 +macro avg,0.6296957112668468,0.42264193826560525,0.43726759644292446,2990.0,0,0 +weighted avg,0.6431020856783117,0.6331103678929766,0.5950956912121572,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a29e71cb474fcf40ddf0f5bf907fd3355d2fde47 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46551724137931033,0.6923076923076923,0.5567010309278351,78.0,116,78 +Sit to stand,0.0,0.0,0.0,26.0,0,26 +Stand to sit,0.0,0.0,0.0,26.0,2,26 +Sitting,0.48,0.96,0.64,25.0,50,25 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.0,0.0,0.0,6.0,2,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.5,0.125,0.2,8.0,2,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.02857142857142857,0.09090909090909091,0.043478260869565216,11.0,35,11 +accuracy,0.3904761904761905,0.3904761904761905,0.3904761904761905,0.3904761904761905,0,0 +macro avg,0.27037169726824895,0.19635304089849545,0.17508123431924416,210.0,0,0 +weighted avg,0.2982125263898663,0.3904761904761905,0.30864393807724794,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f0670320020875ba564c984536881e3571532ce0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3780,23,2,162,42,16,3,6,0,1,52 +Sit to stand,59,1,50,155,0,0,0,0,0,0,0 +Stand to sit,134,9,0,105,0,0,0,0,0,0,0 +Sitting,134,6,62,627,0,0,0,0,0,0,2 +Stair up,122,7,0,1,58,0,0,0,0,0,0 +Stair down,175,0,0,0,0,8,0,0,0,0,0 +Ramp up,349,0,0,0,0,0,33,0,0,0,0 +Ramp down,482,1,0,0,13,2,0,54,0,0,0 +Grass walking,621,3,1,4,17,2,0,1,31,1,0 +Uneven ground walking,548,0,0,0,12,0,0,0,1,13,0 +Carry,1577,0,0,0,0,0,0,3,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..aed5175661d3746decbff023accd3dfe9296537d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3687,20,1,124,36,14,3,5,0,1,52 +Sit to stand,46,0,44,115,0,0,0,0,0,0,0 +Stand to sit,108,7,0,72,0,0,0,0,0,0,0 +Sitting,102,3,61,607,0,0,0,0,0,0,2 +Stair up,115,7,0,1,53,0,0,0,0,0,0 +Stair down,166,0,0,0,0,7,0,0,0,0,0 +Ramp up,340,0,0,0,0,0,33,0,0,0,0 +Ramp down,472,0,0,0,12,2,0,53,0,0,0 +Grass walking,609,3,1,4,17,2,0,1,31,1,0 +Uneven ground walking,537,0,0,0,12,0,0,0,1,13,0 +Carry,1548,0,0,0,0,0,0,3,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b5a36a639b639a615fee6ad71e7d4c3a57415aea --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,93,3,1,38,6,2,0,1,0,0,0 +Sit to stand,13,1,6,40,0,0,0,0,0,0,0 +Stand to sit,26,2,0,33,0,0,0,0,0,0,0 +Sitting,32,3,1,20,0,0,0,0,0,0,0 +Stair up,7,0,0,0,5,0,0,0,0,0,0 +Stair down,9,0,0,0,0,1,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,10,1,0,0,1,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..21beb88508f5f402f4bbe35c79be77d51e5966d3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4736248590402205,0.9248837778321507,0.6264501160092807,4087.0,7981,4087 +Sit to stand,0.02,0.0037735849056603774,0.006349206349206349,265.0,50,265 +Stand to sit,0.0,0.0,0.0,248.0,115,248 +Sitting,0.594876660341556,0.7545126353790613,0.6652519893899205,831.0,1054,831 +Stair up,0.4084507042253521,0.30851063829787234,0.3515151515151515,188.0,142,188 +Stair down,0.2857142857142857,0.04371584699453552,0.07582938388625593,183.0,28,183 +Ramp up,0.9166666666666666,0.08638743455497382,0.15789473684210525,382.0,36,382 +Ramp down,0.84375,0.09782608695652174,0.17532467532467533,552.0,64,552 +Grass walking,0.96875,0.04552129221732746,0.08695652173913043,681.0,32,681 +Uneven ground walking,0.8666666666666667,0.02264808362369338,0.044142614601018676,574.0,15,574 +Carry,0.3493975903614458,0.018023617153511497,0.034278959810874705,1609.0,83,1609 +accuracy,0.48270833333333335,0.48270833333333335,0.48270833333333335,0.48270833333333335,0,0 +macro avg,0.5207179484560176,0.20961845435593715,0.20218121413341994,9600.0,0,0 +weighted avg,0.5312192246402285,0.48270833333333335,0.363705760563069,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5733088f738d1452d7a6f3133e3380109fd7d555 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47697283311772315,0.9350748161298503,0.6317142122847597,3943.0,7730,3943 +Sit to stand,0.0,0.0,0.0,205.0,40,205 +Stand to sit,0.0,0.0,0.0,187.0,107,187 +Sitting,0.6576381365113759,0.7832258064516129,0.7149587750294464,775.0,923,775 +Stair up,0.4076923076923077,0.30113636363636365,0.3464052287581699,176.0,130,176 +Stair down,0.28,0.04046242774566474,0.0707070707070707,173.0,25,173 +Ramp up,0.9166666666666666,0.08847184986595175,0.16136919315403422,373.0,36,373 +Ramp down,0.8548387096774194,0.09833024118738404,0.17637271214642264,539.0,62,539 +Grass walking,0.96875,0.04633781763826607,0.0884450784593438,669.0,32,669 +Uneven ground walking,0.8666666666666667,0.023090586145648313,0.04498269896193772,563.0,15,563 +Carry,0.3493975903614458,0.018354430379746836,0.03487672880336741,1580.0,83,1580 +accuracy,0.4914515953392138,0.4914515953392138,0.4914515953392138,0.4914515953392138,0,0 +macro avg,0.5253293555176005,0.21222584901640806,0.20634833620950477,9183.0,0,0 +weighted avg,0.5446278220865248,0.4914515953392138,0.3716647808546181,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c97a9ab7bd83d9b54f2238c06c6e13c0fe422e35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.3705179282868526,0.6458333333333334,0.4708860759493671,144.0,251,144 +Sit to stand,0.1,0.016666666666666666,0.02857142857142857,60.0,10,60 +Stand to sit,0.0,0.0,0.0,61.0,8,61 +Sitting,0.15267175572519084,0.35714285714285715,0.21390374331550802,56.0,131,56 +Stair up,0.4166666666666667,0.4166666666666667,0.4166666666666667,12.0,12,12 +Stair down,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,0.5,0.07692307692307693,0.13333333333333333,13.0,2,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,0,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.290167865707434,0.290167865707434,0.290167865707434,0.290167865707434,0,0 +macro avg,0.17028997127382214,0.1466575091575092,0.12883703651658704,417.0,0,0 +weighted avg,0.19841135090467815,0.290167865707434,0.2152812593488199,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5790bb5fb3c0a5a98520fb6faa9845c8243618a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3802,20,3,162,39,19,2,7,0,0,43 +Sit to stand,62,1,52,152,0,0,0,0,0,0,0 +Stand to sit,131,8,0,109,0,0,0,0,0,0,0 +Sitting,137,2,58,626,0,0,0,0,0,0,2 +Stair up,138,2,0,1,48,0,0,0,0,0,0 +Stair down,175,0,0,0,0,8,0,0,0,0,0 +Ramp up,360,0,0,0,0,0,21,0,0,0,0 +Ramp down,486,1,0,0,10,2,0,52,0,0,0 +Grass walking,638,2,0,2,13,0,0,1,27,0,0 +Uneven ground walking,553,0,0,0,10,0,0,1,1,8,0 +Carry,1579,0,0,0,0,0,0,3,0,0,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff0a2e47595230b8d50405434b09ada6f733b4de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3704,18,1,126,31,18,2,5,0,0,43 +Sit to stand,48,0,46,113,0,0,0,0,0,0,0 +Stand to sit,104,7,0,76,0,0,0,0,0,0,0 +Sitting,104,2,56,609,0,0,0,0,0,0,2 +Stair up,131,2,0,1,44,0,0,0,0,0,0 +Stair down,165,0,0,0,0,8,0,0,0,0,0 +Ramp up,350,0,0,0,0,0,21,0,0,0,0 +Ramp down,477,0,0,0,10,2,0,51,0,0,0 +Grass walking,626,2,0,2,13,0,0,1,27,0,0 +Uneven ground walking,541,0,0,0,10,0,0,1,1,8,0 +Carry,1550,0,0,0,0,0,0,3,0,0,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b2fb09331a5297ae5394c50034e5ed09f95a377d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,98,2,2,36,8,1,0,2,0,0,0 +Sit to stand,14,1,6,39,0,0,0,0,0,0,0 +Stand to sit,27,1,0,33,0,0,0,0,0,0,0 +Sitting,33,0,2,17,0,0,0,0,0,0,0 +Stair up,7,0,0,0,4,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,1,0,0,0,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2e6f09eca42fb03f0851dba440a5cd530ff780f0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47165364098747053,0.9279960947034416,0.625431814443165,4097.0,8061,4097 +Sit to stand,0.027777777777777776,0.003745318352059925,0.006600660066006601,267.0,36,267 +Stand to sit,0.0,0.0,0.0,248.0,113,248 +Sitting,0.5950570342205324,0.7587878787878788,0.6670218433670752,825.0,1052,825 +Stair up,0.4,0.25396825396825395,0.3106796116504854,189.0,120,189 +Stair down,0.27586206896551724,0.04371584699453552,0.07547169811320754,183.0,29,183 +Ramp up,0.9130434782608695,0.05511811023622047,0.10396039603960396,381.0,23,381 +Ramp down,0.8125,0.09437386569872959,0.16910569105691056,551.0,64,551 +Grass walking,0.9642857142857143,0.03953147877013177,0.0759493670886076,683.0,28,683 +Uneven ground walking,1.0,0.013961605584642234,0.027538726333907058,573.0,8,573 +Carry,0.3181818181818182,0.013100436681222707,0.025164769322947873,1603.0,66,1603 +accuracy,0.480625,0.480625,0.480625,0.480625,0,0 +macro avg,0.5253055938799727,0.20039080816155605,0.1897204161347197,9600.0,0,0 +weighted avg,0.5306245946109325,0.480625,0.3570580924942445,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1fad5b2deabc46b9ec70fd3fe2ef6a9afd84edad --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4748717948717949,0.9381965552178319,0.630575417092271,3948.0,7800,3948 +Sit to stand,0.0,0.0,0.0,207.0,31,207 +Stand to sit,0.0,0.0,0.0,187.0,103,187 +Sitting,0.656957928802589,0.7878395860284605,0.7164705882352941,773.0,927,773 +Stair up,0.4074074074074074,0.24719101123595505,0.3076923076923077,178.0,108,178 +Stair down,0.2857142857142857,0.046242774566473986,0.07960199004975124,173.0,28,173 +Ramp up,0.9130434782608695,0.05660377358490566,0.1065989847715736,371.0,23,371 +Ramp down,0.8360655737704918,0.09444444444444444,0.16971713810316139,540.0,61,540 +Grass walking,0.9642857142857143,0.040238450074515646,0.07725321888412018,671.0,28,671 +Uneven ground walking,1.0,0.0142602495543672,0.028119507908611598,561.0,8,561 +Carry,0.3181818181818182,0.013341804320203304,0.025609756097560974,1574.0,66,1574 +accuracy,0.48927365784601984,0.48927365784601984,0.48927365784601984,0.48927365784601984,0,0 +macro avg,0.5324116364813609,0.20348714991155975,0.19469444625769558,9183.0,0,0 +weighted avg,0.5448805239507876,0.48927365784601984,0.3649135439688015,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4c7867705acae6ed78456368b5297de7290718e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.37547892720306514,0.6577181208053692,0.47804878048780486,149.0,261,149 +Sit to stand,0.2,0.016666666666666666,0.03076923076923077,60.0,5,60 +Stand to sit,0.0,0.0,0.0,61.0,10,61 +Sitting,0.136,0.3269230769230769,0.192090395480226,52.0,125,52 +Stair up,0.3333333333333333,0.36363636363636365,0.34782608695652173,11.0,12,11 +Stair down,0.0,0.0,0.0,10.0,1,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.3333333333333333,0.09090909090909091,0.14285714285714285,11.0,3,11 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,12.0,0,12 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.290167865707434,0.290167865707434,0.290167865707434,0.290167865707434,0,0 +macro avg,0.12528596307906653,0.13235030172186976,0.10832651241372057,417.0,0,0 +weighted avg,0.19748607550741015,0.2901678657074341,0.21213822117927772,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2dd70064ad2048ed332c69aab301a5c6f43a75c9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3806,16,4,165,33,15,0,7,0,0,44 +Sit to stand,67,1,42,158,0,0,0,0,0,0,0 +Stand to sit,131,8,0,102,0,0,0,0,0,0,0 +Sitting,146,1,50,633,0,0,0,0,0,0,1 +Stair up,147,0,0,1,41,0,0,0,0,0,0 +Stair down,175,0,0,0,0,8,0,1,0,0,0 +Ramp up,371,0,0,0,0,0,12,0,0,0,0 +Ramp down,495,0,0,0,11,0,0,45,0,0,0 +Grass walking,660,1,0,2,6,0,0,0,14,0,0 +Uneven ground walking,564,0,0,0,5,0,0,1,1,5,0 +Carry,1574,0,0,0,0,0,0,6,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ee489de49dc95b43262b5449fcc718a814026c70 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3705,15,1,128,27,15,0,5,0,0,44 +Sit to stand,52,0,37,117,0,0,0,0,0,0,0 +Stand to sit,105,7,0,70,0,0,0,0,0,0,0 +Sitting,114,0,49,612,0,0,0,0,0,0,1 +Stair up,138,0,0,1,38,0,0,0,0,0,0 +Stair down,166,0,0,0,0,8,0,1,0,0,0 +Ramp up,361,0,0,0,0,0,12,0,0,0,0 +Ramp down,487,0,0,0,9,0,0,43,0,0,0 +Grass walking,648,1,0,2,6,0,0,0,14,0,0 +Uneven ground walking,552,0,0,0,5,0,0,1,1,5,0 +Carry,1547,0,0,0,0,0,0,6,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..befa833bdc9a4ee8e2eafe0070bac66da05fe764 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,101,1,3,37,6,0,0,2,0,0,0 +Sit to stand,15,1,5,41,0,0,0,0,0,0,0 +Stand to sit,26,1,0,32,0,0,0,0,0,0,0 +Sitting,32,1,1,21,0,0,0,0,0,0,0 +Stair up,9,0,0,0,3,0,0,0,0,0,0 +Stair down,9,0,0,0,0,0,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,8,0,0,0,2,0,0,2,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,0,0,0 +Carry,27,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d90874c423eca9ecd18fb089b035de39a07373f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46779744346116026,0.930562347188264,0.6226075576639948,4090.0,8136,4090 +Sit to stand,0.037037037037037035,0.0037313432835820895,0.006779661016949152,268.0,27,268 +Stand to sit,0.0,0.0,0.0,241.0,96,241 +Sitting,0.5966069745523092,0.7617328519855595,0.6691331923890064,831.0,1061,831 +Stair up,0.4270833333333333,0.21693121693121692,0.28771929824561404,189.0,96,189 +Stair down,0.34782608695652173,0.043478260869565216,0.07729468599033816,184.0,23,184 +Ramp up,1.0,0.031331592689295036,0.060759493670886074,383.0,12,383 +Ramp down,0.75,0.08166969147005444,0.14729950900163666,551.0,60,551 +Grass walking,0.9333333333333333,0.020497803806734993,0.04011461318051576,683.0,15,683 +Uneven ground walking,1.0,0.008680555555555556,0.01721170395869191,576.0,5,576 +Carry,0.34782608695652173,0.014962593516209476,0.02869097429766886,1604.0,69,1604 +accuracy,0.47802083333333334,0.47802083333333334,0.47802083333333334,0.47802083333333334,0,0 +macro avg,0.5370463905118379,0.1921434779360034,0.1779646081286638,9600.0,0,0 +weighted avg,0.53451524225833,0.47802083333333334,0.35007272636000003,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ffd87b70d3b0ca4800cf0829b0874d17c301b805 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4704761904761905,0.9403553299492385,0.6271688531527719,3940.0,7875,3940 +Sit to stand,0.0,0.0,0.0,206.0,23,206 +Stand to sit,0.0,0.0,0.0,182.0,87,182 +Sitting,0.6580645161290323,0.788659793814433,0.7174677608440797,776.0,930,776 +Stair up,0.4470588235294118,0.21468926553672316,0.2900763358778626,177.0,85,177 +Stair down,0.34782608695652173,0.045714285714285714,0.08080808080808081,175.0,23,175 +Ramp up,1.0,0.032171581769437,0.06233766233766234,373.0,12,373 +Ramp down,0.7678571428571429,0.07977736549165121,0.14453781512605043,539.0,56,539 +Grass walking,0.9333333333333333,0.020864381520119227,0.04081632653061224,671.0,15,671 +Uneven ground walking,1.0,0.008865248226950355,0.01757469244288225,564.0,5,564 +Carry,0.34782608695652173,0.015218769816106531,0.02916160388821385,1577.0,69,1577 +accuracy,0.48594771241830065,0.48594771241830065,0.48594771241830065,0.48594771241830065,0,0 +macro avg,0.5429492891125595,0.19511963834899493,0.18272264827347418,9180.0,0,0 +weighted avg,0.547929916968575,0.48594771241830065,0.3570512800441343,9180.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c74569da7a5e11628e3f8074128176a3f535405c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.38697318007662834,0.6733333333333333,0.49148418491484186,150.0,261,150 +Sit to stand,0.25,0.016129032258064516,0.030303030303030304,62.0,4,62 +Stand to sit,0.0,0.0,0.0,59.0,9,59 +Sitting,0.16030534351145037,0.38181818181818183,0.22580645161290322,55.0,131,55 +Stair up,0.2727272727272727,0.25,0.2608695652173913,12.0,11,12 +Stair down,0.0,0.0,0.0,9.0,0,9 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.5,0.16666666666666666,0.25,12.0,4,12 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,12.0,0,12 +Carry,0.0,0.0,0.0,27.0,0,27 +accuracy,0.3047619047619048,0.3047619047619048,0.3047619047619048,0.3047619047619048,0,0 +macro avg,0.14272779966503193,0.135267928552386,0.11440574836801516,420.0,0,0 +weighted avg,0.2181797575651221,0.3047619047619048,0.22416953627936317,420.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7e4631304f43ae97a9753b5e2c2dec867cf3b08f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3830,18,1,168,31,9,0,6,0,0,31 +Sit to stand,77,1,37,157,0,0,0,0,0,0,0 +Stand to sit,133,6,0,108,0,0,0,0,0,0,0 +Sitting,144,2,40,633,0,0,0,0,0,0,1 +Stair up,151,0,0,1,35,0,0,0,0,0,0 +Stair down,177,0,0,0,0,6,0,1,0,0,0 +Ramp up,376,0,0,0,0,0,6,0,0,0,0 +Ramp down,509,0,0,0,7,0,0,35,0,0,0 +Grass walking,673,0,0,1,5,0,0,0,4,0,0 +Uneven ground walking,567,0,0,0,2,0,0,1,1,4,0 +Carry,1585,0,0,0,0,0,0,6,0,0,14 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e960bf5ef026dfc79d8f6451ad37ce825cf50065 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3730,17,0,128,25,9,0,6,0,0,31 +Sit to stand,62,1,31,117,0,0,0,0,0,0,0 +Stand to sit,108,6,0,74,0,0,0,0,0,0,0 +Sitting,115,2,40,610,0,0,0,0,0,0,1 +Stair up,141,0,0,1,33,0,0,0,0,0,0 +Stair down,167,0,0,0,0,6,0,1,0,0,0 +Ramp up,366,0,0,0,0,0,6,0,0,0,0 +Ramp down,499,0,0,0,6,0,0,34,0,0,0 +Grass walking,661,0,0,1,5,0,0,0,4,0,0 +Uneven ground walking,555,0,0,0,2,0,0,1,1,4,0 +Carry,1557,0,0,0,0,0,0,6,0,0,14 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b552783c76308f791227b6dc736b6af279686931 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,100,1,1,40,6,0,0,0,0,0,0 +Sit to stand,15,0,6,40,0,0,0,0,0,0,0 +Stand to sit,25,0,0,34,0,0,0,0,0,0,0 +Sitting,29,0,0,23,0,0,0,0,0,0,0 +Stair up,10,0,0,0,2,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,10,0,0,0,1,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,0,0,0 +Carry,28,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..253873c990afcfbc71212128e807a2c7d8b5247a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46582340063244954,0.9355153883732291,0.621955180253329,4094.0,8222,4094 +Sit to stand,0.037037037037037035,0.003676470588235294,0.006688963210702341,272.0,27,272 +Stand to sit,0.0,0.0,0.0,247.0,78,247 +Sitting,0.5926966292134831,0.7719512195121951,0.6705508474576272,820.0,1068,820 +Stair up,0.4375,0.18716577540106952,0.26217228464419473,187.0,80,187 +Stair down,0.4,0.03260869565217391,0.06030150753768844,184.0,15,184 +Ramp up,1.0,0.015706806282722512,0.030927835051546393,382.0,6,382 +Ramp down,0.7142857142857143,0.06352087114337568,0.11666666666666667,551.0,49,551 +Grass walking,0.8,0.005856515373352855,0.011627906976744186,683.0,5,683 +Uneven ground walking,1.0,0.006956521739130435,0.013816925734024179,575.0,4,575 +Carry,0.30434782608695654,0.008722741433021807,0.016959418534221685,1605.0,46,1605 +accuracy,0.47583333333333333,0.47583333333333333,0.47583333333333333,0.47583333333333333,0,0 +macro avg,0.5228809642959674,0.18469827322713692,0.16469704873334043,9600.0,0,0 +weighted avg,0.5150029689228514,0.47583333333333333,0.34138349180351296,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7d2a8905edd0c0e6ce75faa3161684423b9fa46a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46853410375580956,0.9452610238215915,0.6265222138238011,3946.0,7961,3946 +Sit to stand,0.038461538461538464,0.004739336492890996,0.008438818565400843,211.0,26,211 +Stand to sit,0.0,0.0,0.0,188.0,71,188 +Sitting,0.6552094522019334,0.7942708333333334,0.7180694526191878,768.0,931,768 +Stair up,0.4647887323943662,0.18857142857142858,0.2682926829268293,175.0,71,175 +Stair down,0.4,0.034482758620689655,0.06349206349206349,174.0,15,174 +Ramp up,1.0,0.016129032258064516,0.031746031746031744,372.0,6,372 +Ramp down,0.7083333333333334,0.06307977736549165,0.11584327086882454,539.0,48,539 +Grass walking,0.8,0.005961251862891207,0.011834319526627219,671.0,5,671 +Uneven ground walking,1.0,0.007104795737122558,0.014109347442680775,563.0,4,563 +Carry,0.30434782608695654,0.008877615726062143,0.01725200246457178,1577.0,46,1577 +accuracy,0.4836672473867596,0.4836672473867596,0.4836672473867596,0.4836672473867596,0,0 +macro avg,0.5308795442030853,0.1880434412535969,0.17050910940691077,9184.0,0,0 +weighted avg,0.5275084967227466,0.4836672473867596,0.348524964105446,9184.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e248f67b4fe2962fe95753a62e668319881621d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.3831417624521073,0.6756756756756757,0.4889975550122249,148.0,261,148 +Sit to stand,0.0,0.0,0.0,61.0,1,61 +Stand to sit,0.0,0.0,0.0,59.0,7,59 +Sitting,0.1678832116788321,0.4423076923076923,0.24338624338624337,52.0,137,52 +Stair up,0.2222222222222222,0.16666666666666666,0.19047619047619047,12.0,9,12 +Stair down,0.0,0.0,0.0,10.0,0,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,1.0,0.08333333333333333,0.15384615384615385,12.0,1,12 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,12.0,0,12 +Carry,0.0,0.0,0.0,28.0,0,28 +accuracy,0.30288461538461536,0.30288461538461536,0.30288461538461536,0.30288461538461536,0,0 +macro avg,0.16120429057756017,0.12436212436212436,0.09788237661098297,416.0,0,0 +weighted avg,0.19255186181941783,0.30288461538461536,0.214325939735005,416.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd737b64a5a2aaaf71f995a069589f63cbe9bca2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3845,16,1,176,18,4,0,4,0,0,25 +Sit to stand,86,1,17,161,0,0,0,0,0,0,0 +Stand to sit,135,4,0,109,0,0,0,0,0,0,0 +Sitting,143,2,21,661,0,0,0,0,0,0,2 +Stair up,163,0,0,3,22,0,0,0,0,0,0 +Stair down,178,0,0,0,0,3,1,1,0,0,0 +Ramp up,379,0,0,0,0,0,3,0,0,0,0 +Ramp down,520,0,0,0,7,0,0,25,0,0,0 +Grass walking,677,0,0,1,2,0,0,1,0,0,0 +Uneven ground walking,565,0,0,0,2,0,0,1,0,6,0 +Carry,1583,0,0,0,0,0,0,9,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f142ba345a6166ef87663072dcdf9ea09d9d4371 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3744,14,0,139,14,4,0,4,0,0,25 +Sit to stand,70,1,14,120,0,0,0,0,0,0,0 +Stand to sit,108,4,0,75,0,0,0,0,0,0,0 +Sitting,116,1,20,634,0,0,0,0,0,0,2 +Stair up,153,0,0,3,20,0,0,0,0,0,0 +Stair down,168,0,0,0,0,3,1,1,0,0,0 +Ramp up,370,0,0,0,0,0,3,0,0,0,0 +Ramp down,511,0,0,0,4,0,0,24,0,0,0 +Grass walking,665,0,0,1,2,0,0,1,0,0,0 +Uneven ground walking,554,0,0,0,2,0,0,1,0,6,0 +Carry,1554,0,0,0,0,0,0,9,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2dd137ca6c3f01537f87ebe5b36b5d6184de49ad --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,101,2,1,37,4,0,0,0,0,0,0 +Sit to stand,16,0,3,41,0,0,0,0,0,0,0 +Stand to sit,27,0,0,34,0,0,0,0,0,0,0 +Sitting,27,1,1,27,0,0,0,0,0,0,0 +Stair up,10,0,0,0,2,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,3,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..efaab9a43c8786d8fbae41a0f0b0ca653e343403 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46470872613004593,0.9403277084861824,0.6220173097144706,4089.0,8274,4089 +Sit to stand,0.043478260869565216,0.0037735849056603774,0.006944444444444444,265.0,23,265 +Stand to sit,0.0,0.0,0.0,248.0,39,248 +Sitting,0.594959495949595,0.7973462002412546,0.6814432989690722,829.0,1111,829 +Stair up,0.43137254901960786,0.11702127659574468,0.18410041841004185,188.0,51,188 +Stair down,0.42857142857142855,0.01639344262295082,0.031578947368421054,183.0,7,183 +Ramp up,0.75,0.007853403141361256,0.015544041450777202,382.0,4,382 +Ramp down,0.6097560975609756,0.04528985507246377,0.08431703204047218,552.0,41,552 +Grass walking,0.0,0.0,0.0,681.0,0,681 +Uneven ground walking,1.0,0.010452961672473868,0.020689655172413793,574.0,6,574 +Carry,0.38636363636363635,0.010565568676196395,0.0205686630369026,1609.0,44,1609 +accuracy,0.47739583333333335,0.47739583333333335,0.47739583333333335,0.47739583333333335,0,0 +macro avg,0.4281100176786232,0.17718400012857163,0.151563982782456,9600.0,0,0 +weighted avg,0.45658418852348065,0.47739583333333335,0.3383361504678122,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f98d56fc77f6e747c30d6239c7e083ba6fa2b779 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4672407338075627,0.949290060851927,0.626244041147445,3944.0,8013,3944 +Sit to stand,0.05,0.004878048780487805,0.008888888888888889,205.0,20,205 +Stand to sit,0.0,0.0,0.0,187.0,34,187 +Sitting,0.6522633744855967,0.8201811125485123,0.7266475644699141,773.0,972,773 +Stair up,0.47619047619047616,0.11363636363636363,0.1834862385321101,176.0,42,176 +Stair down,0.42857142857142855,0.017341040462427744,0.03333333333333333,173.0,7,173 +Ramp up,0.75,0.00804289544235925,0.015915119363395226,373.0,4,373 +Ramp down,0.6,0.04452690166975881,0.08290155440414508,539.0,40,539 +Grass walking,0.0,0.0,0.0,669.0,0,669 +Uneven ground walking,1.0,0.010657193605683837,0.0210896309314587,563.0,6,563 +Carry,0.38636363636363635,0.010759493670886076,0.020935960591133004,1580.0,44,1580 +accuracy,0.48486168590720974,0.48486168590720974,0.48486168590720974,0.48486168590720974,0,0 +macro avg,0.4373299681289728,0.17993755551530968,0.15631293924198394,9182.0,0,0 +weighted avg,0.4674149389045219,0.48486168590720974,0.3449205064023186,9182.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..13f886e7f76ef0e91eeca41b49a29f7e8824e4c7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.38697318007662834,0.696551724137931,0.4975369458128079,145.0,261,145 +Sit to stand,0.0,0.0,0.0,60.0,3,60 +Stand to sit,0.0,0.0,0.0,61.0,5,61 +Sitting,0.19424460431654678,0.48214285714285715,0.27692307692307694,56.0,139,56 +Stair up,0.2222222222222222,0.16666666666666666,0.19047619047619047,12.0,9,12 +Stair down,0.0,0.0,0.0,10.0,0,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,1.0,0.07692307692307693,0.14285714285714285,13.0,1,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,0,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.3133971291866029,0.3133971291866029,0.3133971291866029,0.3133971291866029,0,0 +macro avg,0.16394909151049067,0.12929857498823016,0.10070848691538346,418.0,0,0 +weighted avg,0.19774037229546507,0.3133971291866029,0.21960145118039853,418.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e15130bb53745e0bbbdc5fedd9dd86213dadd8ac --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3877,13,0,181,7,0,2,2,0,0,10 +Sit to stand,106,10,0,149,0,0,0,0,0,0,0 +Stand to sit,135,4,0,105,0,0,1,0,0,0,3 +Sitting,121,0,0,706,0,0,0,0,0,0,0 +Stair up,177,0,0,2,8,0,0,0,0,0,0 +Stair down,180,0,0,0,0,2,1,0,0,0,0 +Ramp up,379,0,0,0,0,0,1,0,0,0,2 +Ramp down,546,0,0,0,1,0,0,5,0,0,0 +Grass walking,679,0,0,2,0,0,0,0,0,0,0 +Uneven ground walking,569,0,0,0,0,0,0,1,1,3,0 +Carry,1559,0,0,0,0,0,0,5,0,0,45 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a24f72fb8f006980ba0475124159fc784411ecb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3771,7,0,149,6,0,2,1,0,0,10 +Sit to stand,89,5,0,111,0,0,0,0,0,0,0 +Stand to sit,108,3,0,72,0,0,1,0,0,0,3 +Sitting,101,0,0,670,0,0,0,0,0,0,0 +Stair up,165,0,0,2,8,0,0,0,0,0,0 +Stair down,170,0,0,0,0,2,1,0,0,0,0 +Ramp up,370,0,0,0,0,0,1,0,0,0,2 +Ramp down,533,0,0,0,1,0,0,5,0,0,0 +Grass walking,667,0,0,2,0,0,0,0,0,0,0 +Uneven ground walking,558,0,0,0,0,0,0,1,1,3,0 +Carry,1530,0,0,0,0,0,0,5,0,0,45 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..afb2aaa2e00f433278e2c0e68968555897231b7a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,106,6,0,32,1,0,0,1,0,0,0 +Sit to stand,17,5,0,38,0,0,0,0,0,0,0 +Stand to sit,27,1,0,33,0,0,0,0,0,0,0 +Sitting,20,0,0,36,0,0,0,0,0,0,0 +Stair up,12,0,0,0,0,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,13,0,0,0,0,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2bf6963cf945c796c352e37e170c6ccf8848d320 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.465537944284342,0.9474584555229717,0.6243156199677938,4092.0,8328,4092 +Sit to stand,0.37037037037037035,0.03773584905660377,0.0684931506849315,265.0,27,265 +Stand to sit,0.0,0.0,0.0,248.0,0,248 +Sitting,0.616593886462882,0.8536880290205562,0.716024340770791,827.0,1145,827 +Stair up,0.5,0.0427807486631016,0.07881773399014778,187.0,16,187 +Stair down,1.0,0.01092896174863388,0.021621621621621623,183.0,2,183 +Ramp up,0.2,0.002617801047120419,0.00516795865633075,382.0,5,382 +Ramp down,0.38461538461538464,0.009057971014492754,0.017699115044247787,552.0,13,552 +Grass walking,0.0,0.0,0.0,681.0,1,681 +Uneven ground walking,1.0,0.005226480836236934,0.010398613518197574,574.0,3,574 +Carry,0.75,0.027967681789931635,0.05392450569203116,1609.0,60,1609 +accuracy,0.48510416666666667,0.48510416666666667,0.48510416666666667,0.48510416666666667,0,0 +macro avg,0.48064705324845264,0.17613290715451355,0.14513296908600845,9600.0,0,0 +weighted avg,0.5061469013096012,0.48510416666666667,0.34251827189574424,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..99427cdad246a1031120289778475c3b83dbebb9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46774993798064995,0.9556512924480487,0.6280812791472352,3946.0,8062,3946 +Sit to stand,0.3333333333333333,0.024390243902439025,0.045454545454545456,205.0,15,205 +Stand to sit,0.0,0.0,0.0,187.0,0,187 +Sitting,0.6660039761431411,0.8690012970168612,0.7540799099606078,771.0,1006,771 +Stair up,0.5333333333333333,0.045714285714285714,0.08421052631578947,175.0,15,175 +Stair down,1.0,0.011560693641618497,0.022857142857142857,173.0,2,173 +Ramp up,0.2,0.002680965147453083,0.005291005291005291,373.0,5,373 +Ramp down,0.4166666666666667,0.00927643784786642,0.018148820326678767,539.0,12,539 +Grass walking,0.0,0.0,0.0,669.0,1,669 +Uneven ground walking,1.0,0.0053285968028419185,0.01060070671378092,563.0,3,563 +Carry,0.75,0.028481012658227847,0.054878048780487805,1580.0,60,1580 +accuracy,0.4912318919507679,0.4912318919507679,0.4912318919507679,0.4912318919507679,0,0 +macro avg,0.48791702249610225,0.17746225683451294,0.14760018044066125,9181.0,0,0 +weighted avg,0.5164012984291478,0.4912318919507679,0.34770122228678835,9181.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c67d17b2fa4c18537b8420ec748b871df87caf8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.39849624060150374,0.726027397260274,0.5145631067961165,146.0,266,146 +Sit to stand,0.4166666666666667,0.08333333333333333,0.1388888888888889,60.0,12,60 +Stand to sit,0.0,0.0,0.0,61.0,0,61 +Sitting,0.2589928057553957,0.6428571428571429,0.36923076923076925,56.0,139,56 +Stair up,0.0,0.0,0.0,12.0,1,12 +Stair down,0.0,0.0,0.0,10.0,0,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,0.0,0.0,0.0,13.0,1,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,0,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.35083532219570407,0.35083532219570407,0.35083532219570407,0.35083532219570407,0,0 +macro avg,0.09765051936577875,0.13201980667734092,0.09297116044688859,419.0,0,0 +weighted avg,0.23313615334157922,0.35083532219570407,0.24853572792956902,419.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..41efd13dd2f4e50a11c69dac9b1955dfbd976282 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2975,1,0,5,0,3,0,484,0,0,397 +Sit to stand,28,96,0,217,0,0,0,0,0,0,0 +Stand to sit,242,0,185,220,0,0,0,0,0,0,3 +Sitting,0,2,0,567,0,0,0,0,0,0,0 +Stair up,141,0,0,57,100,0,0,0,0,0,2 +Stair down,364,0,0,2,0,4,0,1,0,0,0 +Ramp up,413,0,0,17,2,2,13,0,0,3,10 +Ramp down,547,0,0,0,0,0,0,90,0,0,0 +Grass walking,271,0,0,0,17,9,0,118,31,29,9 +Uneven ground walking,365,0,0,1,0,4,0,27,0,42,0 +Carry,709,0,0,0,0,1,0,315,0,0,683 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..04dbe1ced2e9951d790426010c322bc9c0e3e47c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2816,0,0,4,0,2,0,477,0,0,389 +Sit to stand,1,80,0,173,0,0,0,0,0,0,0 +Stand to sit,198,0,184,177,0,0,0,0,0,0,3 +Sitting,0,2,0,503,0,0,0,0,0,0,0 +Stair up,127,0,0,56,100,0,0,0,0,0,1 +Stair down,352,0,0,2,0,2,0,1,0,0,0 +Ramp up,405,0,0,16,2,2,13,0,0,3,5 +Ramp down,532,0,0,0,0,0,0,90,0,0,0 +Grass walking,265,0,0,0,17,9,0,112,31,29,8 +Uneven ground walking,355,0,0,1,0,3,0,25,0,41,0 +Carry,685,0,0,0,0,1,0,314,0,0,680 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..56f209b6f3b671bbd8ec6c0076102f6a93d27d5c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,159,1,0,1,0,1,0,7,0,0,8 +Sit to stand,27,16,0,44,0,0,0,0,0,0,0 +Stand to sit,44,0,1,43,0,0,0,0,0,0,0 +Sitting,0,0,0,64,0,0,0,0,0,0,0 +Stair up,14,0,0,1,0,0,0,0,0,0,1 +Stair down,12,0,0,0,0,2,0,0,0,0,0 +Ramp up,8,0,0,1,0,0,0,0,0,0,5 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,6,0,0,1 +Uneven ground walking,10,0,0,0,0,1,0,2,0,1,0 +Carry,24,0,0,0,0,0,0,1,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2e835aa5b25a22cf7d1ae76c82bdbf3a50a7c2d3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4913294797687861,0.7697283311772316,0.5997983870967742,3865.0,6055,3865 +Sit to stand,0.9696969696969697,0.28152492668621704,0.43636363636363634,341.0,99,341 +Stand to sit,1.0,0.2846153846153846,0.4431137724550898,650.0,185,650 +Sitting,0.5220994475138122,0.9964850615114236,0.6851963746223565,569.0,1086,569 +Stair up,0.8403361344537815,0.3333333333333333,0.477326968973747,300.0,119,300 +Stair down,0.17391304347826086,0.01078167115902965,0.02030456852791878,371.0,23,371 +Ramp up,1.0,0.02826086956521739,0.05496828752642706,460.0,13,460 +Ramp down,0.08695652173913043,0.141287284144427,0.1076555023923445,637.0,1035,637 +Grass walking,1.0,0.0640495867768595,0.1203883495145631,484.0,31,484 +Uneven ground walking,0.5675675675675675,0.09567198177676538,0.16374269005847952,439.0,74,439 +Carry,0.6186594202898551,0.39988290398126464,0.48577524893314367,1708.0,1104,1708 +accuracy,0.4871742671009772,0.4871742671009772,0.4871742671009772,0.4871742671009772,0,0 +macro avg,0.660959871318924,0.30960193952065035,0.3267848896785891,9824.0,0,0 +weighted avg,0.5902459311319233,0.4871742671009772,0.4427289938482853,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2fc4d97a6695a43b5ec35b6a8faee33bdbdc4344 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4909344490934449,0.7635574837310195,0.597623089983022,3688.0,5736,3688 +Sit to stand,0.975609756097561,0.31496062992125984,0.47619047619047616,254.0,82,254 +Stand to sit,1.0,0.3274021352313167,0.4932975871313673,562.0,184,562 +Sitting,0.5396995708154506,0.996039603960396,0.7000695894224078,505.0,932,505 +Stair up,0.8403361344537815,0.352112676056338,0.49627791563275436,284.0,119,284 +Stair down,0.10526315789473684,0.0056022408963585435,0.010638297872340425,357.0,19,357 +Ramp up,1.0,0.02914798206278027,0.05664488017429194,446.0,13,446 +Ramp down,0.08832188420019627,0.14469453376205788,0.10968921389396709,622.0,1019,622 +Grass walking,1.0,0.06581740976645435,0.12350597609561753,471.0,31,471 +Uneven ground walking,0.5616438356164384,0.09647058823529411,0.1646586345381526,425.0,73,425 +Carry,0.6261510128913443,0.40476190476190477,0.49168474331164136,1680.0,1086,1680 +accuracy,0.4884871960404562,0.4884871960404562,0.4884871960404562,0.4884871960404562,0,0 +macro avg,0.6570872546420867,0.31823338076228913,0.3382073094769126,9294.0,0,0 +weighted avg,0.5844332217438638,0.4884871960404562,0.44632746229816317,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd0f33440af03107a524da6bfcf3a12386989d25 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49843260188087773,0.8983050847457628,0.6411290322580645,177.0,319,177 +Sit to stand,0.9411764705882353,0.1839080459770115,0.3076923076923077,87.0,17,87 +Stand to sit,1.0,0.011363636363636364,0.02247191011235955,88.0,1,88 +Sitting,0.4155844155844156,1.0,0.5871559633027523,64.0,154,64 +Stair up,0.0,0.0,0.0,16.0,0,16 +Stair down,0.5,0.14285714285714285,0.2222222222222222,14.0,4,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,16,15 +Grass walking,0.0,0.0,0.0,13.0,0,13 +Uneven ground walking,1.0,0.07142857142857142,0.13333333333333333,14.0,1,14 +Carry,0.16666666666666666,0.10714285714285714,0.13043478260869565,28.0,18,28 +accuracy,0.4641509433962264,0.4641509433962264,0.4641509433962264,0.4641509433962264,0,0 +macro avg,0.4110781958836542,0.2195459398649984,0.18585814104815776,530.0,0,0 +weighted avg,0.5856018730908701,0.4641509433962264,0.35553685077545893,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..241f1ab0dd7f7cd5a04484843ef6e39f372517ff --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3027,3,0,5,0,3,0,450,0,0,377 +Sit to stand,19,89,0,224,0,0,0,0,0,0,0 +Stand to sit,261,0,176,222,0,0,0,0,0,0,3 +Sitting,0,5,0,558,0,0,0,0,0,0,0 +Stair up,149,0,0,60,88,0,0,0,0,0,3 +Stair down,365,0,0,2,0,4,0,0,0,0,0 +Ramp up,415,0,0,16,1,3,14,0,0,1,10 +Ramp down,536,0,0,0,0,0,0,99,0,0,0 +Grass walking,291,0,0,0,10,7,0,123,25,22,9 +Uneven ground walking,384,0,0,1,0,5,0,28,0,24,0 +Carry,710,0,0,0,0,3,0,323,0,0,671 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8a2a180795e0439e6598d386a266c9c7f854fbec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2863,0,0,5,0,2,0,445,0,0,369 +Sit to stand,0,66,0,180,0,0,0,0,0,0,0 +Stand to sit,218,0,176,178,0,0,0,0,0,0,3 +Sitting,0,4,0,502,0,0,0,0,0,0,0 +Stair up,135,0,0,59,87,0,0,0,0,0,2 +Stair down,352,0,0,2,0,2,0,0,0,0,0 +Ramp up,408,0,0,15,1,3,14,0,0,1,4 +Ramp down,520,0,0,0,0,0,0,99,0,0,0 +Grass walking,283,0,0,0,10,7,0,118,25,22,8 +Uneven ground walking,372,0,0,1,0,4,0,27,0,24,0 +Carry,685,0,0,0,0,3,0,322,0,0,668 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..cf1c70fdfd383b3114b023ac9fa145294057b9f4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,164,3,0,0,0,1,0,5,0,0,8 +Sit to stand,19,23,0,44,0,0,0,0,0,0,0 +Stand to sit,43,0,0,44,0,0,0,0,0,0,0 +Sitting,0,1,0,56,0,0,0,0,0,0,0 +Stair up,14,0,0,1,1,0,0,0,0,0,1 +Stair down,13,0,0,0,0,2,0,0,0,0,0 +Ramp up,7,0,0,1,0,0,0,0,0,0,6 +Ramp down,16,0,0,0,0,0,0,0,0,0,0 +Grass walking,8,0,0,0,0,0,0,5,0,0,1 +Uneven ground walking,12,0,0,0,0,1,0,1,0,0,0 +Carry,25,0,0,0,0,0,0,1,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d947ccb5c358e7742dc900a4385a0963b64f5eb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49163553678739647,0.7831824062095731,0.6040710437038516,3865.0,6157,3865 +Sit to stand,0.9175257731958762,0.2680722891566265,0.4149184149184149,332.0,97,332 +Stand to sit,1.0,0.26586102719033233,0.4200477326968974,662.0,176,662 +Sitting,0.5128676470588235,0.9911190053285968,0.67595396729255,563.0,1088,563 +Stair up,0.8888888888888888,0.29333333333333333,0.44110275689223055,300.0,99,300 +Stair down,0.16,0.01078167115902965,0.020202020202020204,371.0,25,371 +Ramp up,1.0,0.030434782608695653,0.05907172995780591,460.0,14,460 +Ramp down,0.0967741935483871,0.15590551181102363,0.11942098914354644,635.0,1023,635 +Grass walking,1.0,0.0513347022587269,0.09765625,487.0,25,487 +Uneven ground walking,0.5106382978723404,0.05429864253393665,0.09815950920245399,442.0,47,442 +Carry,0.625349487418453,0.393087287639133,0.4827338129496403,1707.0,1073,1707 +accuracy,0.4860545602605863,0.4860545602605863,0.4860545602605863,0.4860545602605863,0,0 +macro avg,0.654879984070015,0.2997646053844552,0.31212165699631006,9824.0,0,0 +weighted avg,0.588679394740554,0.4860545602605863,0.4365761396855897,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..aaa71767af5c1d8bc7329666f147daf70c6f34c5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4905757368060315,0.7771444082519001,0.6014705882352941,3684.0,5836,3684 +Sit to stand,0.9428571428571428,0.2682926829268293,0.4177215189873418,246.0,70,246 +Stand to sit,1.0,0.3060869565217391,0.46870838881491345,575.0,176,575 +Sitting,0.5329087048832272,0.9920948616600791,0.6933701657458563,506.0,942,506 +Stair up,0.8877551020408163,0.30742049469964666,0.4566929133858268,283.0,98,283 +Stair down,0.09523809523809523,0.0056179775280898875,0.010610079575596816,356.0,21,356 +Ramp up,1.0,0.03139013452914798,0.06086956521739131,446.0,14,446 +Ramp down,0.09792284866468842,0.15993537964458804,0.12147239263803682,619.0,1011,619 +Grass walking,1.0,0.052854122621564484,0.10040160642570281,473.0,25,473 +Uneven ground walking,0.5106382978723404,0.056074766355140186,0.10105263157894737,428.0,47,428 +Carry,0.6337760910815939,0.39809296781883197,0.4890190336749634,1678.0,1054,1678 +accuracy,0.48698084785883367,0.48698084785883367,0.48698084785883367,0.48698084785883367,0,0 +macro avg,0.6537883654039942,0.305000432050687,0.320126262207261,9294.0,0,0 +weighted avg,0.5843187914393395,0.48698084785883367,0.43959594499402055,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..72bf89ac4edc1028d3d83e1ae66168b4df708765 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5109034267912772,0.9060773480662984,0.6533864541832669,181.0,321,181 +Sit to stand,0.8518518518518519,0.26744186046511625,0.40707964601769914,86.0,27,86 +Stand to sit,0.0,0.0,0.0,87.0,0,87 +Sitting,0.3835616438356164,0.9824561403508771,0.5517241379310345,57.0,146,57 +Stair up,1.0,0.058823529411764705,0.1111111111111111,17.0,1,17 +Stair down,0.5,0.13333333333333333,0.21052631578947367,15.0,4,15 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,16.0,12,16 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,0.0,0.0,0.0,14.0,0,14 +Carry,0.15789473684210525,0.10344827586206896,0.125,29.0,19,29 +accuracy,0.469811320754717,0.469811320754717,0.469811320754717,0.469811320754717,0,0 +macro avg,0.3094737872109864,0.22287095340813262,0.18716615136659867,530.0,0,0 +weighted avg,0.4088202652368521,0.469811320754717,0.3648902967028177,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..03d40098b472f32a2203b00288b8ff57e6e2a348 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3043,1,1,7,0,3,0,436,0,0,388 +Sit to stand,19,85,0,235,0,0,0,0,0,0,0 +Stand to sit,266,1,157,225,0,0,0,0,0,0,2 +Sitting,0,9,0,551,0,0,0,0,0,0,0 +Stair up,145,0,0,55,95,0,0,0,0,0,3 +Stair down,366,0,0,4,0,1,0,0,0,0,0 +Ramp up,408,0,0,17,2,3,15,0,0,1,13 +Ramp down,528,0,0,0,0,0,0,107,0,0,0 +Grass walking,295,0,0,0,11,5,0,127,20,19,9 +Uneven ground walking,390,0,0,1,0,3,0,26,0,20,0 +Carry,660,0,0,1,0,1,0,305,0,0,739 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..498e8fda05186dfc626b64712b57212f110941b0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2876,0,1,5,0,2,0,432,0,0,380 +Sit to stand,0,62,0,192,0,0,0,0,0,0,0 +Stand to sit,224,1,157,182,0,0,0,0,0,0,2 +Sitting,0,7,0,495,0,0,0,0,0,0,0 +Stair up,131,0,0,55,94,0,0,0,0,0,2 +Stair down,352,0,0,4,0,1,0,0,0,0,0 +Ramp up,401,0,0,15,2,3,15,0,0,1,8 +Ramp down,513,0,0,0,0,0,0,107,0,0,0 +Grass walking,289,0,0,0,11,5,0,119,20,19,9 +Uneven ground walking,382,0,0,1,0,2,0,25,0,19,0 +Carry,636,0,0,1,0,1,0,304,0,0,736 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..99488a5fb5564a7bcdb7ea8136e19640553fd417 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,167,1,0,2,0,1,0,4,0,0,8 +Sit to stand,19,23,0,43,0,0,0,0,0,0,0 +Stand to sit,42,0,0,43,0,0,0,0,0,0,0 +Sitting,0,2,0,56,0,0,0,0,0,0,0 +Stair up,14,0,0,0,1,0,0,0,0,0,1 +Stair down,14,0,0,0,0,0,0,0,0,0,0 +Ramp up,7,0,0,2,0,0,0,0,0,0,5 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,8,0,0,0 +Uneven ground walking,8,0,0,0,0,1,0,1,0,1,0 +Carry,24,0,0,0,0,0,0,1,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9df98acb7dce25c517531d1e0342f4ef178a929b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49722222222222223,0.7844805362206755,0.6086608660866086,3879.0,6120,3879 +Sit to stand,0.8854166666666666,0.25073746312684364,0.39080459770114945,339.0,96,339 +Stand to sit,0.9936708860759493,0.2411674347158218,0.38813349814585907,651.0,158,651 +Sitting,0.5027372262773723,0.9839285714285714,0.6654589371980676,560.0,1096,560 +Stair up,0.8796296296296297,0.3187919463087248,0.46798029556650245,298.0,108,298 +Stair down,0.0625,0.0026954177897574125,0.00516795865633075,371.0,16,371 +Ramp up,1.0,0.032679738562091505,0.06329113924050633,459.0,15,459 +Ramp down,0.1068931068931069,0.16850393700787403,0.13080684596577016,635.0,1001,635 +Grass walking,1.0,0.0411522633744856,0.07905138339920949,486.0,20,486 +Uneven ground walking,0.5,0.045454545454545456,0.08333333333333333,440.0,40,440 +Carry,0.6403812824956673,0.4331770222743259,0.5167832167832168,1706.0,1154,1706 +accuracy,0.4919584690553746,0.4919584690553746,0.4919584690553746,0.4919584690553746,0,0 +macro avg,0.6425864563873286,0.30025171602397427,0.30904291564332315,9824.0,0,0 +weighted avg,0.5871313684848466,0.4919584690553746,0.4406572066332798,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..90308f3136299195f800dd63ef23dd843c4486f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49552033080634045,0.7781385281385281,0.6054736842105263,3696.0,5804,3696 +Sit to stand,0.8857142857142857,0.2440944881889764,0.38271604938271603,254.0,70,254 +Stand to sit,0.9936708860759493,0.2773851590106007,0.43370165745856354,566.0,158,566 +Sitting,0.5210526315789473,0.9860557768924303,0.6818181818181818,502.0,950,502 +Stair up,0.8785046728971962,0.3333333333333333,0.4832904884318766,282.0,107,282 +Stair down,0.07142857142857142,0.0028011204481792717,0.005390835579514825,357.0,14,357 +Ramp up,1.0,0.033707865168539325,0.06521739130434782,445.0,15,445 +Ramp down,0.10840932117527863,0.17258064516129032,0.13316739265712507,620.0,987,620 +Grass walking,1.0,0.0423728813559322,0.08130081300813008,472.0,20,472 +Uneven ground walking,0.48717948717948717,0.04428904428904429,0.0811965811965812,429.0,39,429 +Carry,0.6473175021987687,0.43861740166865315,0.5229129662522203,1678.0,1137,1678 +accuracy,0.49263520051607357,0.49263520051607357,0.49263520051607357,0.49263520051607357,0,0 +macro avg,0.6444361535504387,0.3048523857868643,0.31601691284543487,9301.0,0,0 +weighted avg,0.5841362842036876,0.49263520051607357,0.44331165700908653,9301.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c9c8b38c44930d9a2df3e2f70143f4f5160e3933 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5284810126582279,0.912568306010929,0.6693386773547094,183.0,316,183 +Sit to stand,0.8846153846153846,0.27058823529411763,0.4144144144144144,85.0,26,85 +Stand to sit,0.0,0.0,0.0,85.0,0,85 +Sitting,0.3835616438356164,0.9655172413793104,0.5490196078431373,58.0,146,58 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.0,0.0,0.0,14.0,2,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,14,15 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,1.0,0.09090909090909091,0.16666666666666666,11.0,1,11 +Carry,0.17647058823529413,0.10714285714285714,0.13333333333333333,28.0,17,28 +accuracy,0.47992351816443596,0.47992351816443596,0.47992351816443596,0.47992351816443596,0,0 +macro avg,0.361193511758593,0.21902052097602773,0.18640179622143552,523.0,0,0 +weighted avg,0.43229844134190704,0.47992351816443596,0.376685200848723,523.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..29cb87c2d9a440961146e127c3d2e094af86f735 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3145,1,1,7,1,3,0,333,0,0,376 +Sit to stand,25,62,0,250,0,0,0,0,0,0,0 +Stand to sit,292,5,132,229,0,0,0,0,0,0,2 +Sitting,0,10,0,551,0,0,0,0,0,0,0 +Stair up,152,0,0,55,89,0,0,0,0,0,4 +Stair down,363,0,0,5,1,0,0,1,0,0,0 +Ramp up,409,0,0,17,1,3,14,1,0,1,13 +Ramp down,544,0,0,0,0,0,0,93,0,0,0 +Grass walking,326,0,0,0,11,2,0,112,16,10,9 +Uneven ground walking,406,0,0,1,0,0,0,24,0,9,0 +Carry,676,0,0,1,0,0,0,292,0,0,738 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6238cefc8731461d62338a417b1a85ea85899aed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2984,0,1,5,0,2,0,328,0,0,368 +Sit to stand,2,51,0,198,0,0,0,0,0,0,0 +Stand to sit,249,5,132,186,0,0,0,0,0,0,2 +Sitting,0,9,0,496,0,0,0,0,0,0,0 +Stair up,138,0,0,55,88,0,0,0,0,0,3 +Stair down,349,0,0,5,1,0,0,1,0,0,0 +Ramp up,402,0,0,14,1,3,14,1,0,1,9 +Ramp down,529,0,0,0,0,0,0,93,0,0,0 +Grass walking,318,0,0,0,11,2,0,107,16,10,8 +Uneven ground walking,393,0,0,1,0,0,0,24,0,7,0 +Carry,651,0,0,1,0,0,0,292,0,0,735 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..93c11d7cb492a14dbe7330b78f87df6a3eeb62d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,161,1,0,2,1,1,0,5,0,0,8 +Sit to stand,23,11,0,52,0,0,0,0,0,0,0 +Stand to sit,43,0,0,43,0,0,0,0,0,0,0 +Sitting,0,1,0,55,0,0,0,0,0,0,0 +Stair up,14,0,0,0,1,0,0,0,0,0,1 +Stair down,14,0,0,0,0,0,0,0,0,0,0 +Ramp up,7,0,0,3,0,0,0,0,0,0,4 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,8,0,0,0,0,0,0,5,0,0,1 +Uneven ground walking,13,0,0,0,0,0,0,0,0,2,0 +Carry,25,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..98c4f27449e1a141a255e028eac67217eab160ce --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49621331650362893,0.813291957589863,0.6163645271925526,3867.0,6338,3867 +Sit to stand,0.7948717948717948,0.18397626112759644,0.2987951807228916,337.0,78,337 +Stand to sit,0.9924812030075187,0.2,0.3329129886506936,660.0,133,660 +Sitting,0.49372759856630827,0.982174688057041,0.6571258199165176,561.0,1116,561 +Stair up,0.8640776699029126,0.2966666666666667,0.44168734491315137,300.0,103,300 +Stair down,0.0,0.0,0.0,370.0,8,370 +Ramp up,1.0,0.030501089324618737,0.05919661733615222,459.0,14,459 +Ramp down,0.10864485981308411,0.14599686028257458,0.1245813797722706,637.0,856,637 +Grass walking,1.0,0.03292181069958848,0.06374501992031872,486.0,16,486 +Uneven ground walking,0.45,0.020454545454545454,0.0391304347826087,440.0,20,440 +Carry,0.6462346760070052,0.43233743409490333,0.5180765180765181,1707.0,1142,1707 +accuracy,0.4935871335504886,0.4935871335504886,0.4935871335504886,0.4935871335504886,0,0 +macro avg,0.6223864653338412,0.28530193757249067,0.28651053011669775,9824.0,0,0 +weighted avg,0.5795297368880045,0.4935871335504886,0.4320170640399282,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..94be8cd917c86e14f20b36a478c1d1eb05acfe48 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4960931005818786,0.8091106290672451,0.6150675048953932,3688.0,6015,3688 +Sit to stand,0.7846153846153846,0.20318725099601595,0.3227848101265823,251.0,65,251 +Stand to sit,0.9924812030075187,0.22996515679442509,0.3734087694483734,574.0,133,574 +Sitting,0.5161290322580645,0.9821782178217822,0.6766712141882674,505.0,961,505 +Stair up,0.8712871287128713,0.30985915492957744,0.45714285714285713,284.0,101,284 +Stair down,0.0,0.0,0.0,356.0,7,356 +Ramp up,1.0,0.03146067415730337,0.06100217864923747,445.0,14,445 +Ramp down,0.1099290780141844,0.1495176848874598,0.12670299727520437,622.0,846,622 +Grass walking,1.0,0.03389830508474576,0.06557377049180328,472.0,16,472 +Uneven ground walking,0.3888888888888889,0.01647058823529412,0.03160270880361174,425.0,18,425 +Carry,0.6533333333333333,0.4377605717689101,0.5242510699001427,1679.0,1125,1679 +accuracy,0.49629072142780345,0.49629072142780345,0.49629072142780345,0.49629072142780345,0,0 +macro avg,0.6193415590374659,0.29121893034025076,0.2958370800837703,9301.0,0,0 +weighted avg,0.5754117905413172,0.49629072142780345,0.4371386802207385,9301.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1a347883ee5d544f695d7f6b92e9e54879006e07 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4984520123839009,0.8994413407821229,0.6414342629482072,179.0,323,179 +Sit to stand,0.8461538461538461,0.12790697674418605,0.2222222222222222,86.0,13,86 +Stand to sit,0.0,0.0,0.0,86.0,0,86 +Sitting,0.3548387096774194,0.9821428571428571,0.5213270142180095,56.0,155,56 +Stair up,0.5,0.0625,0.1111111111111111,16.0,2,16 +Stair down,0.0,0.0,0.0,14.0,1,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,10,15 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,1.0,0.13333333333333333,0.23529411764705882,15.0,2,15 +Carry,0.17647058823529413,0.10714285714285714,0.13333333333333333,28.0,17,28 +accuracy,0.44550669216061184,0.44550669216061184,0.44550669216061184,0.44550669216061184,0,0 +macro avg,0.3069013778591328,0.21022430592230512,0.1695201874072675,523.0,0,0 +weighted avg,0.4011554210295846,0.44550669216061184,0.3291829442655176,523.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..61e6b547018a6c63d4db0fe68043ef3fb80a234a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3337,0,1,13,0,1,0,213,0,0,300 +Sit to stand,9,75,0,257,0,0,0,0,0,0,0 +Stand to sit,321,17,84,225,0,0,0,0,0,0,3 +Sitting,0,15,0,554,0,0,0,0,0,0,0 +Stair up,164,0,0,53,79,0,0,1,0,0,3 +Stair down,364,0,0,5,1,0,0,1,0,0,0 +Ramp up,415,0,0,15,0,3,10,2,0,0,15 +Ramp down,562,0,0,2,0,0,0,73,0,0,0 +Grass walking,387,0,0,0,7,0,0,71,7,6,6 +Uneven ground walking,425,0,0,1,0,0,0,11,0,2,0 +Carry,704,0,0,2,0,0,0,261,0,2,739 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e741718992661108022efc3148e1c4ee1660fe6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3178,0,1,8,0,0,0,211,0,0,290 +Sit to stand,0,57,0,197,0,0,0,0,0,0,0 +Stand to sit,277,14,84,184,0,0,0,0,0,0,3 +Sitting,0,9,0,496,0,0,0,0,0,0,0 +Stair up,152,0,0,50,79,0,0,1,0,0,2 +Stair down,350,0,0,5,1,0,0,1,0,0,0 +Ramp up,408,0,0,12,0,3,10,2,0,0,11 +Ramp down,547,0,0,2,0,0,0,73,0,0,0 +Grass walking,375,0,0,0,7,0,0,70,7,6,6 +Uneven ground walking,411,0,0,1,0,0,0,11,0,2,0 +Carry,678,0,0,2,0,0,0,261,0,2,737 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..23dc74e7164c593d629e8b72c8d6c019d758bd27 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,159,0,0,5,0,1,0,2,0,0,10 +Sit to stand,9,18,0,60,0,0,0,0,0,0,0 +Stand to sit,44,3,0,41,0,0,0,0,0,0,0 +Sitting,0,6,0,58,0,0,0,0,0,0,0 +Stair up,12,0,0,3,0,0,0,0,0,0,1 +Stair down,14,0,0,0,0,0,0,0,0,0,0 +Ramp up,7,0,0,3,0,0,0,0,0,0,4 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,14,0,0,0,0,0,0,0,0,0,0 +Carry,26,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4906c119c992680dfe98f95db9f84c29e50ce081 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4989533492822967,0.8633893919793014,0.6324267980669004,3865.0,6688,3865 +Sit to stand,0.7009345794392523,0.21994134897360704,0.33482142857142855,341.0,107,341 +Stand to sit,0.9882352941176471,0.12923076923076923,0.22857142857142856,650.0,85,650 +Sitting,0.49157054125998223,0.9736379613356766,0.6533018867924528,569.0,1127,569 +Stair up,0.9080459770114943,0.2633333333333333,0.4082687338501292,300.0,87,300 +Stair down,0.0,0.0,0.0,371.0,4,371 +Ramp up,1.0,0.021739130434782608,0.0425531914893617,460.0,10,460 +Ramp down,0.11532385466034756,0.11459968602825746,0.11496062992125984,637.0,633,637 +Grass walking,1.0,0.014462809917355372,0.028513238289205704,484.0,7,484 +Uneven ground walking,0.2,0.004555808656036446,0.008908685968819599,439.0,10,439 +Carry,0.6932457786116323,0.43266978922716626,0.5328046142754146,1708.0,1066,1708 +accuracy,0.504885993485342,0.504885993485342,0.504885993485342,0.504885993485342,0,0 +macro avg,0.5996644885802411,0.2761418208287533,0.27137551234512736,9824.0,0,0 +weighted avg,0.5752513074215208,0.504885993485342,0.42974658947296873,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7cdf64010c3408a1c309fe0ea29b7b5950889c58 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49843161856963614,0.8617136659436009,0.6315580286168522,3688.0,6376,3688 +Sit to stand,0.7125,0.22440944881889763,0.3413173652694611,254.0,80,254 +Stand to sit,0.9882352941176471,0.1494661921708185,0.2596599690880989,562.0,85,562 +Sitting,0.5182863113897597,0.9821782178217822,0.6785225718194254,505.0,957,505 +Stair up,0.9080459770114943,0.27816901408450706,0.42587601078167114,284.0,87,284 +Stair down,0.0,0.0,0.0,357.0,3,357 +Ramp up,1.0,0.02242152466367713,0.043859649122807015,446.0,10,446 +Ramp down,0.11587301587301588,0.11736334405144695,0.11661341853035144,622.0,630,622 +Grass walking,1.0,0.014861995753715499,0.029288702928870293,471.0,7,471 +Uneven ground walking,0.2,0.004705882352941176,0.009195402298850575,425.0,10,425 +Carry,0.7025738798856054,0.4386904761904762,0.5401245877610846,1680.0,1049,1680 +accuracy,0.5081773187002367,0.5081773187002367,0.5081773187002367,0.5081773187002367,0,0 +macro avg,0.6039950997133781,0.2812708874410785,0.2796377914743157,9294.0,0,0 +weighted avg,0.5754891137704822,0.5081773187002367,0.4349708942441889,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fcc867fb79d500242f4717bcd890a8a46cef750 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5096153846153846,0.8983050847457628,0.6503067484662577,177.0,312,177 +Sit to stand,0.6666666666666666,0.20689655172413793,0.3157894736842105,87.0,27,87 +Stand to sit,0.0,0.0,0.0,88.0,0,88 +Sitting,0.3411764705882353,0.90625,0.49572649572649574,64.0,170,64 +Stair up,0.0,0.0,0.0,16.0,0,16 +Stair down,0.0,0.0,0.0,14.0,1,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,3,15 +Grass walking,0.0,0.0,0.0,13.0,0,13 +Uneven ground walking,0.0,0.0,0.0,14.0,0,14 +Carry,0.11764705882352941,0.07142857142857142,0.08888888888888889,28.0,17,28 +accuracy,0.44716981132075473,0.44716981132075473,0.44716981132075473,0.44716981132075473,0,0 +macro avg,0.148645961881256,0.1893527461725884,0.14097378243325934,530.0,0,0 +weighted avg,0.3270402544181678,0.44716981132075473,0.33357238359328023,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..72c59fca899fd17868aec5f8e4f81de986c27b1a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3585,0,0,67,0,0,0,38,2,0,173 +Sit to stand,19,68,0,254,0,0,0,0,0,0,0 +Stand to sit,392,38,0,212,0,0,0,0,0,0,9 +Sitting,3,35,0,530,0,0,0,0,0,0,0 +Stair up,250,0,0,33,16,0,0,1,0,0,0 +Stair down,366,0,0,4,1,0,0,0,0,0,0 +Ramp up,419,0,0,8,0,4,0,0,0,0,29 +Ramp down,630,0,0,0,0,0,0,6,0,0,1 +Grass walking,467,0,0,0,0,0,0,16,0,0,1 +Uneven ground walking,438,0,0,0,0,0,0,1,0,0,0 +Carry,749,0,0,1,0,0,0,122,2,2,832 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6da7a86167a15b2384ccbc0a1e8db1631b15327f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3457,0,0,25,0,0,0,37,2,0,167 +Sit to stand,11,52,0,191,0,0,0,0,0,0,0 +Stand to sit,356,22,0,177,0,0,0,0,0,0,8 +Sitting,3,11,0,491,0,0,0,0,0,0,0 +Stair up,238,0,0,30,16,0,0,0,0,0,0 +Stair down,352,0,0,4,1,0,0,0,0,0,0 +Ramp up,413,0,0,5,0,4,0,0,0,0,24 +Ramp down,615,0,0,0,0,0,0,6,0,0,1 +Grass walking,454,0,0,0,0,0,0,16,0,0,1 +Uneven ground walking,424,0,0,0,0,0,0,1,0,0,0 +Carry,722,0,0,1,0,0,0,122,2,2,831 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e902dd8976fabc05c0b68c33322bb85ec1bce7aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,128,0,0,42,0,0,0,1,0,0,6 +Sit to stand,8,16,0,63,0,0,0,0,0,0,0 +Stand to sit,36,16,0,35,0,0,0,0,0,0,1 +Sitting,0,24,0,39,0,0,0,0,0,0,0 +Stair up,12,0,0,3,0,0,0,1,0,0,0 +Stair down,14,0,0,0,0,0,0,0,0,0,0 +Ramp up,6,0,0,3,0,0,0,0,0,0,5 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,13,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,14,0,0,0,0,0,0,0,0,0,0 +Carry,27,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..93e4efda81b136efd64333b79dac23f25160fde3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4898879475266466,0.9275549805950841,0.6411517481892157,3865.0,7318,3865 +Sit to stand,0.48226950354609927,0.19941348973607037,0.2821576763485477,341.0,141,341 +Stand to sit,0.0,0.0,0.0,651.0,0,651 +Sitting,0.47790802524797116,0.9330985915492958,0.6320810971973763,568.0,1109,568 +Stair up,0.9411764705882353,0.05333333333333334,0.10094637223974763,300.0,17,300 +Stair down,0.0,0.0,0.0,371.0,4,371 +Ramp up,0.0,0.0,0.0,460.0,0,460 +Ramp down,0.03260869565217391,0.009419152276295133,0.014616321559074299,637.0,184,637 +Grass walking,0.0,0.0,0.0,484.0,4,484 +Uneven ground walking,0.0,0.0,0.0,439.0,2,439 +Carry,0.7961722488038278,0.48711943793911006,0.6044315292408282,1708.0,1045,1708 +accuracy,0.5127239413680782,0.5127239413680782,0.5127239413680782,0.5127239413680782,0,0 +macro avg,0.29272935376045034,0.23726718049356263,0.20685315861588996,9824.0,0,0 +weighted avg,0.4063832916840798,0.5127239413680782,0.40770082431216126,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7e3985bc34185e7f05d316f75b2d0c11c04b8306 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4907026259758694,0.9373644251626898,0.6441814963197615,3688.0,7045,3688 +Sit to stand,0.611764705882353,0.2047244094488189,0.30678466076696165,254.0,85,254 +Stand to sit,0.0,0.0,0.0,563.0,0,563 +Sitting,0.5313852813852814,0.9722772277227723,0.6871938418474458,505.0,924,505 +Stair up,0.9411764705882353,0.056338028169014086,0.10631229235880399,284.0,17,284 +Stair down,0.0,0.0,0.0,357.0,4,357 +Ramp up,0.0,0.0,0.0,446.0,0,446 +Ramp down,0.03296703296703297,0.00964630225080386,0.014925373134328358,622.0,182,622 +Grass walking,0.0,0.0,0.0,471.0,4,471 +Uneven ground walking,0.0,0.0,0.0,425.0,2,425 +Carry,0.8052325581395349,0.49464285714285716,0.6128318584070797,1680.0,1032,1680 +accuracy,0.522108660570199,0.522108660570199,0.522108660570199,0.522108660570199,0,0 +macro avg,0.3102935159034824,0.24318120453608694,0.2156572293485801,9295.0,0,0 +weighted avg,0.4167874552791461,0.522108660570199,0.41632397500144114,9295.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b09af35ccd43dcf33e9ef86939a5541fe57cda30 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46886446886446886,0.7231638418079096,0.5688888888888889,177.0,273,177 +Sit to stand,0.2857142857142857,0.1839080459770115,0.22377622377622378,87.0,56,87 +Stand to sit,0.0,0.0,0.0,88.0,0,88 +Sitting,0.21081081081081082,0.6190476190476191,0.31451612903225806,63.0,185,63 +Stair up,0.0,0.0,0.0,16.0,0,16 +Stair down,0.0,0.0,0.0,14.0,0,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,2,15 +Grass walking,0.0,0.0,0.0,13.0,0,13 +Uneven ground walking,0.0,0.0,0.0,14.0,0,14 +Carry,0.07692307692307693,0.03571428571428571,0.04878048780487805,28.0,13,28 +accuracy,0.34782608695652173,0.34782608695652173,0.34782608695652173,0.34782608695652173,0,0 +macro avg,0.09475569475569476,0.14198489023152963,0.1050874299547499,529.0,0,0 +weighted avg,0.2330455218924028,0.34782608695652173,0.26718758901594264,529.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9600efdd531f049f75d27a3651e6ba402a35cba8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2311,0,0,3,0,2,0,98,0,0,14 +Sit to stand,19,11,0,22,0,0,0,0,0,0,0 +Stand to sit,40,0,24,3,0,0,0,0,0,0,0 +Sitting,0,0,0,247,0,0,0,0,0,0,0 +Stair up,103,5,0,49,12,0,0,0,0,0,0 +Stair down,148,0,0,0,0,0,0,0,0,0,0 +Ramp up,226,0,0,1,0,0,0,0,0,0,0 +Ramp down,148,0,0,0,0,0,0,32,0,0,0 +Grass walking,291,0,0,0,1,0,0,1,0,0,0 +Uneven ground walking,271,0,0,0,0,0,0,0,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3eecccb2d984ad8f82e9e12da0703aeb7a591505 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2275,0,0,3,0,2,0,97,0,0,14 +Sit to stand,14,11,0,18,0,0,0,0,0,0,0 +Stand to sit,35,0,23,0,0,0,0,0,0,0,0 +Sitting,0,0,0,239,0,0,0,0,0,0,0 +Stair up,100,5,0,49,11,0,0,0,0,0,0 +Stair down,144,0,0,0,0,0,0,0,0,0,0 +Ramp up,222,0,0,1,0,0,0,0,0,0,0 +Ramp down,144,0,0,0,0,0,0,32,0,0,0 +Grass walking,287,0,0,0,1,0,0,1,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,0,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c8ca597d811b9d55db43d4916771b9f73dd313b5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,36,0,0,0,0,0,0,1,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,5,0,1,3,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c17346f816830b7353b70fc8b6f3db188aa87274 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6471576589190703,0.9518121911037891,0.7704617436239373,2428.0,3571,2428 +Sit to stand,0.6875,0.21153846153846154,0.3235294117647059,52.0,16,52 +Stand to sit,1.0,0.3582089552238806,0.5274725274725275,67.0,24,67 +Sitting,0.76,1.0,0.8636363636363636,247.0,325,247 +Stair up,0.9230769230769231,0.07100591715976332,0.13186813186813187,169.0,13,169 +Stair down,0.0,0.0,0.0,148.0,2,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.24427480916030533,0.17777777777777778,0.2057877813504823,180.0,131,180 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,14,14 +accuracy,0.643798828125,0.643798828125,0.643798828125,0.643798828125,0,0 +macro avg,0.3874553991960271,0.2518493911639702,0.2566141781560135,4096.0,0,0 +weighted avg,0.5033540677500873,0.643798828125,0.5360085446822086,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0bbdd4fb0c651783a48d01fc995baba51f4aa700 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6503716409376786,0.9514847344207444,0.7726269315673289,2391.0,3498,2391 +Sit to stand,0.6875,0.2558139534883721,0.3728813559322034,43.0,16,43 +Stand to sit,1.0,0.39655172413793105,0.5679012345679012,58.0,23,58 +Sitting,0.7709677419354839,1.0,0.8706739526411658,239.0,310,239 +Stair up,0.9166666666666666,0.06666666666666667,0.12429378531073447,165.0,12,165 +Stair down,0.0,0.0,0.0,144.0,2,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.24615384615384617,0.18181818181818182,0.20915032679738563,176.0,130,176 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,14,10 +accuracy,0.6469413233458178,0.6469413233458178,0.6469413233458178,0.6469413233458178,0,0 +macro avg,0.3883327177903341,0.25930320550289965,0.26522978061970176,4005.0,0,0 +weighted avg,0.5047279552378645,0.6469413233458178,0.5397585942724985,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..095b8d2ee76fde8fbe8f07ae83f34f5789e956a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4931506849315068,0.972972972972973,0.6545454545454545,37.0,73,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.1111111111111111,0.2,9.0,1,9 +Sitting,0.5333333333333333,1.0,0.6956521739130435,8.0,15,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,0,4 +accuracy,0.5054945054945055,0.5054945054945055,0.5054945054945055,0.5054945054945055,0,0 +macro avg,0.2751349107513491,0.21218946218946222,0.1772906934962271,91.0,0,0 +weighted avg,0.39025540669376285,0.5054945054945055,0.36465273856578206,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..483b4a34ea6addc2221fc55f6521d62000d2fc85 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2301,0,0,3,1,2,0,107,0,0,12 +Sit to stand,16,11,0,24,0,0,0,0,0,0,0 +Stand to sit,40,0,23,1,0,0,0,0,0,0,0 +Sitting,0,0,0,248,0,0,0,0,0,0,0 +Stair up,109,6,0,46,8,0,0,0,0,0,0 +Stair down,149,0,0,0,0,0,0,0,0,0,0 +Ramp up,228,0,0,1,0,0,0,0,0,0,0 +Ramp down,145,0,0,0,0,0,0,37,0,0,0 +Grass walking,292,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,270,0,0,0,0,0,0,0,0,0,0 +Carry,15,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ddbe1f59910f4254201e826396513671e8e0a06 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2265,0,0,3,0,2,0,106,0,0,12 +Sit to stand,11,11,0,20,0,0,0,0,0,0,0 +Stand to sit,35,0,20,0,0,0,0,0,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,106,6,0,46,7,0,0,0,0,0,0 +Stair down,145,0,0,0,0,0,0,0,0,0,0 +Ramp up,224,0,0,1,0,0,0,0,0,0,0 +Ramp down,141,0,0,0,0,0,0,37,0,0,0 +Grass walking,288,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,0,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..27dc43bd103a950047d17ade21e5c7e71e21b233 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,36,0,0,0,1,0,0,1,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,5,0,3,1,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,5,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..21f10ae1871fc2aedf0a67624799f814d4225b22 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6454417952314165,0.948474855729596,0.7681522283425137,2426.0,3565,2426 +Sit to stand,0.6470588235294118,0.21568627450980393,0.3235294117647059,51.0,17,51 +Stand to sit,1.0,0.359375,0.5287356321839081,64.0,23,64 +Sitting,0.7678018575851393,1.0,0.8686514886164624,248.0,323,248 +Stair up,0.8888888888888888,0.047337278106508875,0.0898876404494382,169.0,9,169 +Stair down,0.0,0.0,0.0,149.0,2,149 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.25517241379310346,0.2032967032967033,0.22629969418960244,182.0,145,182 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.0,0.0,0.0,270.0,0,270 +Carry,0.0,0.0,0.0,15.0,12,15 +accuracy,0.6416015625,0.6416015625,0.6416015625,0.6416015625,0,0 +macro avg,0.38221488900254186,0.2521972828766011,0.25502328141333,4096.0,0,0 +weighted avg,0.5004688128528071,0.6416015625,0.533613161907728,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b8badb4548b9650ded18b544f0f2adec003a4ffd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6486254295532646,0.9484924623115578,0.7704081632653061,2388.0,3492,2388 +Sit to stand,0.6470588235294118,0.2619047619047619,0.3728813559322034,42.0,17,42 +Stand to sit,1.0,0.36363636363636365,0.5333333333333333,55.0,20,55 +Sitting,0.7741935483870968,1.0,0.8727272727272727,240.0,310,240 +Stair up,1.0,0.04242424242424243,0.08139534883720931,165.0,7,165 +Stair down,0.0,0.0,0.0,145.0,2,145 +Ramp up,0.0,0.0,0.0,225.0,0,225 +Ramp down,0.2569444444444444,0.20786516853932585,0.22981366459627328,178.0,144,178 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,12,10 +accuracy,0.6443556443556444,0.6443556443556444,0.6443556443556444,0.6443556443556444,0,0 +macro avg,0.3933474769012925,0.25675663625602285,0.2600508307901453,4004.0,0,0 +weighted avg,0.506402737034327,0.6443556443556444,0.5365935700476671,4004.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..56909043638660b5ec6ce87e1d6ef947273f42a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4931506849315068,0.9473684210526315,0.6486486486486487,38.0,73,38 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.3333333333333333,0.5,9.0,3,9 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,5.0,0,5 +accuracy,0.5217391304347826,0.5217391304347826,0.5217391304347826,0.5217391304347826,0,0 +macro avg,0.23713957275601108,0.23006379585326953,0.203989703989704,92.0,0,0 +weighted avg,0.3767695972877629,0.5217391304347826,0.3975784791002183,92.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a585a3fcc62694b818f6f493655b03bc93f38b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2296,0,0,3,0,2,0,111,0,0,15 +Sit to stand,18,10,0,22,0,0,0,0,0,0,0 +Stand to sit,41,0,24,2,0,0,0,1,0,0,0 +Sitting,0,0,0,248,0,0,0,0,0,0,0 +Stair up,108,5,0,47,9,0,0,0,0,0,0 +Stair down,148,0,0,0,0,0,0,0,0,0,0 +Ramp up,229,0,0,0,0,0,0,0,0,0,0 +Ramp down,142,0,0,0,0,0,0,39,0,0,0 +Grass walking,290,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,271,0,0,0,0,0,0,0,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..aea0f80be660eec01a0602b6094c2d3bcdbd09b7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2262,0,0,3,0,2,0,110,0,0,15 +Sit to stand,13,10,0,18,0,0,0,0,0,0,0 +Stand to sit,37,0,22,0,0,0,0,0,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,105,5,0,47,8,0,0,0,0,0,0 +Stair down,144,0,0,0,0,0,0,0,0,0,0 +Ramp up,224,0,0,0,0,0,0,0,0,0,0 +Ramp down,138,0,0,0,0,0,0,39,0,0,0 +Grass walking,286,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,266,0,0,0,0,0,0,0,0,0,0 +Carry,11,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..eaa46a9edd5103bb9563cdaade02f5f88a07c010 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,34,0,0,0,0,0,0,1,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,0,0,0,1,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,0,0 +Carry,3,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..dbe021631436545042d53b2612ec3806dceabdcb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6454877705931965,0.9460238978162341,0.767379679144385,2427.0,3557,2427 +Sit to stand,0.6666666666666666,0.2,0.3076923076923077,50.0,15,50 +Stand to sit,1.0,0.35294117647058826,0.5217391304347826,68.0,24,68 +Sitting,0.7701863354037267,1.0,0.8701754385964913,248.0,322,248 +Stair up,1.0,0.05325443786982249,0.10112359550561797,169.0,9,169 +Stair down,0.0,0.0,0.0,148.0,2,148 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.2565789473684211,0.2154696132596685,0.23423423423423423,181.0,152,181 +Grass walking,0.0,0.0,0.0,291.0,0,291 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,15,14 +accuracy,0.64111328125,0.64111328125,0.64111328125,0.64111328125,0,0 +macro avg,0.39444724727563735,0.2516081023105739,0.2547585805098017,4096.0,0,0 +weighted avg,0.5064402229533276,0.64111328125,0.5343220581900339,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ec6fe3cb20e4adf2688fe3eb1e07a859d34d3e4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.648881239242685,0.9456521739130435,0.7696495406600885,2392.0,3486,2392 +Sit to stand,0.6666666666666666,0.24390243902439024,0.35714285714285715,41.0,15,41 +Stand to sit,1.0,0.3728813559322034,0.5432098765432098,59.0,22,59 +Sitting,0.7792207792207793,1.0,0.8759124087591241,240.0,308,240 +Stair up,1.0,0.048484848484848485,0.09248554913294797,165.0,8,165 +Stair down,0.0,0.0,0.0,144.0,2,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.26,0.22033898305084745,0.23853211009174313,177.0,150,177 +Grass walking,0.0,0.0,0.0,287.0,0,287 +Uneven ground walking,0.0,0.0,0.0,266.0,0,266 +Carry,0.0,0.0,0.0,11.0,15,11 +accuracy,0.644283574638043,0.644283574638043,0.644283574638043,0.644283574638043,0,0 +macro avg,0.3958880622845573,0.257387254582303,0.26153930384817914,4006.0,0,0 +weighted avg,0.5083600211220227,0.644283574638043,0.5380412427142294,4006.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..69d8ea68b0eebf2c0220a482f92c940cd1c0eb82 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4788732394366197,0.9714285714285714,0.6415094339622641,35.0,71,35 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,5.0,0,5 +Ramp down,0.0,0.0,0.0,4.0,2,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,5.0,0,5 +Carry,0.0,0.0,0.0,3.0,0,3 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.2773001646241083,0.22215007215007218,0.19385622953375953,90.0,0,0 +weighted avg,0.38146657724122507,0.5,0.36826376977320374,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c7cd3490a658f063333fa3e278a6a6ce25f6137b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2324,0,1,3,0,1,0,89,0,0,13 +Sit to stand,16,10,0,25,0,0,0,0,0,0,0 +Stand to sit,42,0,22,2,0,0,0,1,0,0,0 +Sitting,0,0,0,245,0,0,0,0,0,0,0 +Stair up,114,3,0,45,8,0,0,0,0,0,0 +Stair down,147,0,0,0,1,0,0,0,0,0,0 +Ramp up,228,0,0,0,0,0,0,0,0,0,0 +Ramp down,149,0,0,0,0,0,0,31,0,0,0 +Grass walking,291,0,0,0,1,0,0,1,0,0,0 +Uneven ground walking,270,0,0,0,0,0,0,0,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9b1e2f68b855fee21e0740b709f7cce59c5d7fc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2286,0,1,3,0,1,0,88,0,0,13 +Sit to stand,10,10,0,21,0,0,0,0,0,0,0 +Stand to sit,38,0,20,0,0,0,0,0,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,111,3,0,45,7,0,0,0,0,0,0 +Stair down,143,0,0,0,1,0,0,0,0,0,0 +Ramp up,224,0,0,0,0,0,0,0,0,0,0 +Ramp down,145,0,0,0,0,0,0,31,0,0,0 +Grass walking,287,0,0,0,1,0,0,1,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,0,0,0,0 +Carry,9,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c18f3a3e94ac87d84a6ca735b020b7ced141a95 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,38,0,0,0,0,0,0,1,0,0,0 +Sit to stand,6,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,0,0,0,1,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6ebb3fe4b3196435ae81a32de78a36b196a73d9f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6466332776850306,0.9559851912793089,0.7714522821576764,2431.0,3594,2431 +Sit to stand,0.7692307692307693,0.19607843137254902,0.3125,51.0,13,51 +Stand to sit,0.9565217391304348,0.3283582089552239,0.4888888888888889,67.0,23,67 +Sitting,0.765625,1.0,0.8672566371681416,245.0,320,245 +Stair up,0.8,0.047058823529411764,0.08888888888888889,170.0,10,170 +Stair down,0.0,0.0,0.0,148.0,1,148 +Ramp up,0.0,0.0,0.0,228.0,0,228 +Ramp down,0.2540983606557377,0.17222222222222222,0.2052980132450331,180.0,122,180 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.0,0.0,0.0,270.0,0,270 +Carry,0.0,0.0,0.0,13.0,13,13 +accuracy,0.64453125,0.64453125,0.64453125,0.64453125,0,0 +macro avg,0.38110083151836116,0.24542753430533779,0.24857133730442083,4096.0,0,0 +weighted avg,0.4991696908503054,0.64453125,0.5343350056353219,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..93dc702ba2e88e939b1400c01af8538f50f2bc21 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6494318181818182,0.955685618729097,0.7733423545331529,2392.0,3520,2392 +Sit to stand,0.7692307692307693,0.24390243902439024,0.37037037037037035,41.0,13,41 +Stand to sit,0.9523809523809523,0.3448275862068966,0.5063291139240507,58.0,21,58 +Sitting,0.7745098039215687,1.0,0.8729281767955801,237.0,306,237 +Stair up,0.7777777777777778,0.04216867469879518,0.08,166.0,9,166 +Stair down,0.0,0.0,0.0,144.0,1,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.25833333333333336,0.17613636363636365,0.20945945945945946,176.0,120,176 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,9.0,13,9 +accuracy,0.6472645515863102,0.6472645515863102,0.6472645515863102,0.6472645515863102,0,0 +macro avg,0.3801513140751109,0.25115642566323115,0.2556754068256921,4003.0,0,0 +weighted avg,0.4992141062140033,0.6472645515863102,0.5374509189611538,4003.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..301864a2a43af8f4f2b385a879e407d20dfd48a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5135135135135135,0.9743589743589743,0.672566371681416,39.0,74,39 +Sit to stand,0.0,0.0,0.0,10.0,0,10 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,2,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,4.0,0,4 +accuracy,0.5268817204301075,0.5268817204301075,0.5268817204301075,0.5268817204301075,0,0 +macro avg,0.2804492804492804,0.22241647241647244,0.1966795875082279,93.0,0,0 +weighted avg,0.40428446880059776,0.5268817204301075,0.39699997404821846,93.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8e15d667f3b507d5fa9856220096ead2ee68155c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2339,0,1,4,1,0,0,73,0,0,12 +Sit to stand,18,4,1,29,0,0,0,0,0,0,0 +Stand to sit,42,0,22,2,0,0,0,1,0,0,0 +Sitting,0,1,0,244,0,0,0,0,0,0,0 +Stair up,110,3,0,48,8,0,0,0,0,0,0 +Stair down,146,0,1,0,1,0,0,0,0,0,0 +Ramp up,227,0,0,0,0,0,0,0,0,0,0 +Ramp down,157,0,0,0,0,0,0,23,0,0,0 +Grass walking,291,0,0,0,2,0,0,0,0,0,0 +Uneven ground walking,271,0,0,0,0,0,0,0,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b292f1ba3d9fdc4e2fa496a6dc690ddd581e9d5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2304,0,1,4,0,0,0,72,0,0,12 +Sit to stand,13,4,1,25,0,0,0,0,0,0,0 +Stand to sit,38,0,20,0,0,0,0,0,0,0,0 +Sitting,0,1,0,236,0,0,0,0,0,0,0 +Stair up,106,3,0,48,8,0,0,0,0,0,0 +Stair down,142,0,1,0,1,0,0,0,0,0,0 +Ramp up,223,0,0,0,0,0,0,0,0,0,0 +Ramp down,153,0,0,0,0,0,0,23,0,0,0 +Grass walking,287,0,0,0,2,0,0,0,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,0,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7876c08052afb40910f26f2dcb8ddddda1e47a15 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,35,0,0,0,1,0,0,1,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,0,0,0,1,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f9710d91de78bdb64086359b53271b1e866e0ad7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6470262793914247,0.9625514403292181,0.7738626964433416,2430.0,3615,2430 +Sit to stand,0.5,0.07692307692307693,0.13333333333333333,52.0,8,52 +Stand to sit,0.88,0.3283582089552239,0.4782608695652174,67.0,25,67 +Sitting,0.746177370030581,0.9959183673469387,0.8531468531468531,245.0,327,245 +Stair up,0.6666666666666666,0.047337278106508875,0.08839779005524862,169.0,12,169 +Stair down,0.0,0.0,0.0,148.0,0,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.23711340206185566,0.12777777777777777,0.16606498194945848,180.0,97,180 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,12,14 +accuracy,0.64453125,0.64453125,0.64453125,0.64453125,0,0 +macro avg,0.33427124710459344,0.23080601358534036,0.22664241131758658,4096.0,0,0 +weighted avg,0.48715683437901736,0.64453125,0.5305944985944193,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..871148dd9caeb2b1cd6312f547d8a0cefca43925 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6502963590177815,0.9628081905557877,0.7762803234501348,2393.0,3543,2393 +Sit to stand,0.5,0.09302325581395349,0.1568627450980392,43.0,8,43 +Stand to sit,0.8695652173913043,0.3448275862068966,0.49382716049382713,58.0,23,58 +Sitting,0.7539936102236422,0.9957805907172996,0.8581818181818182,237.0,313,237 +Stair up,0.7272727272727273,0.048484848484848485,0.09090909090909091,165.0,11,165 +Stair down,0.0,0.0,0.0,144.0,0,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.24210526315789474,0.13068181818181818,0.16974169741697417,176.0,95,176 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,12,10 +accuracy,0.6479400749063671,0.6479400749063671,0.6479400749063671,0.6479400749063671,0,0 +macro avg,0.3402939251875773,0.2341460263600549,0.23143662141362584,4005.0,0,0 +weighted avg,0.4917355759493232,0.6479400749063671,0.5346540616775302,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b33c45bce8ac113b4f3631da2cc5691b60f705e9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4861111111111111,0.9459459459459459,0.6422018348623854,37.0,72,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,0.0,0.0,0.0,4.0,1,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,2,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,0,4 +accuracy,0.4945054945054945,0.4945054945054945,0.4945054945054945,0.4945054945054945,0,0 +macro avg,0.18704906204906202,0.19710619710619712,0.15755553870649786,91.0,0,0 +weighted avg,0.3467861503575789,0.4945054945054945,0.3610151316573335,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..635a48e2be9549bdf8bd0bab054996d6836c58c8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2393,0,0,8,1,0,0,22,0,0,8 +Sit to stand,14,1,0,37,0,0,0,0,0,0,0 +Stand to sit,50,0,7,9,0,0,0,0,0,0,1 +Sitting,0,0,0,243,0,0,0,0,0,0,0 +Stair up,118,0,1,48,2,0,0,0,0,0,0 +Stair down,146,0,0,1,1,0,0,0,0,0,0 +Ramp up,227,0,0,0,0,0,0,0,0,0,0 +Ramp down,172,0,0,0,0,0,0,8,0,0,0 +Grass walking,292,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,271,0,0,0,0,0,0,0,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a79cc2b67979c0b87c007998312b1685113aeba0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2358,0,0,7,1,0,0,22,0,0,7 +Sit to stand,11,1,0,31,0,0,0,0,0,0,0 +Stand to sit,45,0,7,6,0,0,0,0,0,0,0 +Sitting,0,0,0,235,0,0,0,0,0,0,0 +Stair up,116,0,1,46,2,0,0,0,0,0,0 +Stair down,142,0,0,1,1,0,0,0,0,0,0 +Ramp up,223,0,0,0,0,0,0,0,0,0,0 +Ramp down,168,0,0,0,0,0,0,8,0,0,0 +Grass walking,289,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,0,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5629e48e4ee5f1cac1268f2eff89e6c67668cfc4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,35,0,0,1,0,0,0,0,0,0,1 +Sit to stand,3,0,0,6,0,0,0,0,0,0,0 +Stand to sit,5,0,0,3,0,0,0,0,0,0,1 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,2,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..82051527e28bf1eb54faa2bdc813530c2b8608a9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6472815796591831,0.9839638157894737,0.7808777940936531,2432.0,3697,2432 +Sit to stand,1.0,0.019230769230769232,0.03773584905660377,52.0,1,52 +Stand to sit,0.875,0.1044776119402985,0.18666666666666668,67.0,8,67 +Sitting,0.7023121387283237,1.0,0.8251273344651953,243.0,346,243 +Stair up,0.5,0.011834319526627219,0.023121387283236993,169.0,4,169 +Stair down,0.0,0.0,0.0,148.0,0,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.25806451612903225,0.044444444444444446,0.07582938388625593,180.0,31,180 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,9,14 +accuracy,0.64794921875,0.64794921875,0.64794921875,0.64794921875,0,0 +macro avg,0.3620598395015035,0.19672281463014663,0.17539621958651017,4096.0,0,0 +weighted avg,0.4849675938343119,0.64794921875,0.5204166191110375,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ed1cec4b7c6931e85bf1bfd05316c72aa29961f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.649765775695784,0.9845511482254697,0.7828685258964143,2395.0,3629,2395 +Sit to stand,1.0,0.023255813953488372,0.045454545454545456,43.0,1,43 +Stand to sit,0.875,0.1206896551724138,0.21212121212121213,58.0,8,58 +Sitting,0.7208588957055214,1.0,0.8377896613190731,235.0,326,235 +Stair up,0.5,0.012121212121212121,0.023668639053254437,165.0,4,165 +Stair down,0.0,0.0,0.0,144.0,0,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.26666666666666666,0.045454545454545456,0.07766990291262135,176.0,30,176 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,7,10 +accuracy,0.6519350811485642,0.6519350811485642,0.6519350811485642,0.6519350811485642,0,0 +macro avg,0.36475375800617926,0.19873385226610268,0.17996113515973824,4005.0,0,0 +weighted avg,0.48658532000387855,0.6519350811485642,0.5252642931450383,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..27702bd41d453118a159d7709bfe1a19cb0d9f1c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5147058823529411,0.9459459459459459,0.6666666666666666,37.0,68,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.0,0.0,0.0,9.0,0,9 +Sitting,0.4,1.0,0.5714285714285714,8.0,20,8 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,2,4 +accuracy,0.4725274725274725,0.4725274725274725,0.4725274725274725,0.4725274725274725,0,0 +macro avg,0.08315508021390373,0.17690417690417692,0.11255411255411256,91.0,0,0 +weighted avg,0.24444085326438267,0.4725274725274725,0.3212977498691784,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..77b94c3e379830de455c34b54c7b74ee19acaaf7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1095,0,7,0,3,0,0,0,0,0,8 +Sit to stand,2,10,1,18,0,0,0,0,0,0,0 +Stand to sit,3,0,20,5,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,16,0,0,0,34,0,0,0,0,0,0 +Stair down,22,0,0,0,0,3,0,1,0,0,1 +Ramp up,31,0,0,0,0,0,24,0,0,0,0 +Ramp down,66,0,0,0,0,4,0,54,0,0,0 +Grass walking,83,0,0,0,20,11,3,0,4,0,0 +Uneven ground walking,196,0,4,0,0,0,0,0,0,0,3 +Carry,127,0,0,0,0,0,0,3,0,0,46 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9a8f0aa23f3ef9071478fb80911fdff8e29e617 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1074,0,2,0,1,0,0,0,0,0,7 +Sit to stand,0,8,0,14,0,0,0,0,0,0,0 +Stand to sit,1,0,18,1,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,14,0,0,0,32,0,0,0,0,0,0 +Stair down,20,0,0,0,0,3,0,1,0,0,1 +Ramp up,29,0,0,0,0,0,24,0,0,0,0 +Ramp down,62,0,0,0,0,4,0,54,0,0,0 +Grass walking,80,0,0,0,20,11,3,0,4,0,0 +Uneven ground walking,193,0,4,0,0,0,0,0,0,0,3 +Carry,126,0,0,0,0,0,0,3,0,0,45 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9438a09230ec4278e7d08d44e6fb1834596f77a9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,21,0,5,0,2,0,0,0,0,0,1 +Sit to stand,2,2,1,4,0,0,0,0,0,0,0 +Stand to sit,2,0,2,4,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a2c762b36ca50077031b2fba64b515505aec6ad0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6672760511882998,0.9838274932614556,0.7952069716775599,1113.0,1641,1113 +Sit to stand,1.0,0.3225806451612903,0.4878048780487805,31.0,10,31 +Stand to sit,0.625,0.7142857142857143,0.6666666666666666,28.0,32,28 +Sitting,0.9373297002724795,1.0,0.9676511954992968,344.0,367,344 +Stair up,0.5964912280701754,0.68,0.6355140186915887,50.0,57,50 +Stair down,0.16666666666666666,0.1111111111111111,0.13333333333333333,27.0,18,27 +Ramp up,0.8888888888888888,0.43636363636363634,0.5853658536585366,55.0,27,55 +Ramp down,0.9310344827586207,0.43548387096774194,0.5934065934065934,124.0,58,124 +Grass walking,1.0,0.03305785123966942,0.064,121.0,4,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.7931034482758621,0.26136363636363635,0.39316239316239315,176.0,58,176 +accuracy,0.7191901408450704,0.7191901408450704,0.7191901408450704,0.7191901408450704,0,0 +macro avg,0.6914354969200902,0.4525521780685687,0.48382835492224996,2272.0,0,0 +weighted avg,0.6922832724107961,0.7191901408450704,0.6469277333978253,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..22b82c08a3c923eb5efc9f6e9b04d9939699a15f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6716697936210131,0.9907749077490775,0.8005963473723444,1084.0,1599,1084 +Sit to stand,1.0,0.36363636363636365,0.5333333333333333,22.0,8,22 +Stand to sit,0.75,0.9,0.8181818181818182,20.0,24,20 +Sitting,0.9572649572649573,1.0,0.9781659388646288,336.0,351,336 +Stair up,0.6037735849056604,0.6956521739130435,0.6464646464646465,46.0,53,46 +Stair down,0.16666666666666666,0.12,0.13953488372093023,25.0,18,25 +Ramp up,0.8888888888888888,0.4528301886792453,0.6,53.0,27,53 +Ramp down,0.9310344827586207,0.45,0.6067415730337079,120.0,58,120 +Grass walking,1.0,0.03389830508474576,0.06557377049180328,118.0,4,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.8035714285714286,0.25862068965517243,0.391304347826087,174.0,56,174 +accuracy,0.727024567788899,0.727024567788899,0.727024567788899,0.727024567788899,0,0 +macro avg,0.7066245275161124,0.478673875337968,0.5072633326626637,2198.0,0,0 +weighted avg,0.698511379031895,0.727024567788899,0.6543523938768517,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..62db8138fc358a31631e0a0657a40c70dd473655 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5,0.7241379310344828,0.5915492957746479,29.0,42,29 +Sit to stand,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Stand to sit,0.25,0.25,0.25,8.0,8,8 +Sitting,0.5,1.0,0.6666666666666666,8.0,16,8 +Stair up,0.5,0.5,0.5,4.0,4,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.4864864864864865,0.4864864864864865,0.4864864864864865,0.4864864864864865,0,0 +macro avg,0.29545454545454547,0.29057819575060956,0.2610774841888798,74.0,0,0 +weighted avg,0.4391891891891892,0.4864864864864865,0.41568905653412697,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9a115125add8ab1da1974f591db490ae86870b72 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1088,1,13,0,2,0,0,0,0,0,9 +Sit to stand,2,10,0,20,0,0,0,0,0,0,0 +Stand to sit,4,0,20,4,0,0,0,0,0,0,0 +Sitting,0,0,0,343,0,0,0,0,0,0,0 +Stair up,17,0,0,0,34,0,0,0,0,0,0 +Stair down,24,0,0,0,0,2,0,0,0,0,0 +Ramp up,31,0,0,0,0,0,24,0,0,0,0 +Ramp down,63,0,0,0,0,5,0,56,0,0,0 +Grass walking,87,0,0,0,22,8,2,0,4,0,0 +Uneven ground walking,193,0,5,0,0,0,0,0,0,0,3 +Carry,129,0,0,0,0,0,0,4,0,0,43 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..13e7d5a086005500a0992f4bb29254e519358622 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1067,0,9,0,1,0,0,0,0,0,8 +Sit to stand,0,6,0,16,0,0,0,0,0,0,0 +Stand to sit,2,0,17,1,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,15,0,0,0,32,0,0,0,0,0,0 +Stair down,22,0,0,0,0,2,0,0,0,0,0 +Ramp up,29,0,0,0,0,0,24,0,0,0,0 +Ramp down,59,0,0,0,0,5,0,56,0,0,0 +Grass walking,83,0,0,0,22,8,2,0,4,0,0 +Uneven ground walking,190,0,5,0,0,0,0,0,0,0,3 +Carry,128,0,0,0,0,0,0,4,0,0,42 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..58ccb27797b71cfff80f001cc254ed27cb4e8076 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,21,1,4,0,1,0,0,0,0,0,1 +Sit to stand,2,4,0,4,0,0,0,0,0,0,0 +Stand to sit,2,0,3,3,0,0,0,0,0,0,0 +Sitting,0,0,0,7,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..97708283fccd43542628d75fc08fbe0653ee32be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6642246642246642,0.977538185085355,0.7909850963286078,1113.0,1638,1113 +Sit to stand,0.9090909090909091,0.3125,0.46511627906976744,32.0,11,32 +Stand to sit,0.5263157894736842,0.7142857142857143,0.6060606060606061,28.0,38,28 +Sitting,0.9346049046321526,1.0,0.9661971830985916,343.0,367,343 +Stair up,0.5862068965517241,0.6666666666666666,0.6238532110091743,51.0,58,51 +Stair down,0.13333333333333333,0.07692307692307693,0.0975609756097561,26.0,15,26 +Ramp up,0.9230769230769231,0.43636363636363634,0.5925925925925926,55.0,26,55 +Ramp down,0.9333333333333333,0.45161290322580644,0.6086956521739131,124.0,60,124 +Grass walking,1.0,0.032520325203252036,0.06299212598425197,123.0,4,123 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.7818181818181819,0.24431818181818182,0.3722943722943723,176.0,55,176 +accuracy,0.7147887323943662,0.7147887323943662,0.7147887323943662,0.7147887323943662,0,0 +macro avg,0.6720004486849915,0.44661169905197173,0.4714861903837848,2272.0,0,0 +weighted avg,0.6884441317167344,0.7147887323943662,0.6423068915166543,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f2b5e9d71775a58604621a1b17274253a9cb0175 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6689655172413793,0.9834101382488479,0.7962686567164179,1085.0,1595,1085 +Sit to stand,1.0,0.2727272727272727,0.42857142857142855,22.0,6,22 +Stand to sit,0.5483870967741935,0.85,0.6666666666666666,20.0,31,20 +Sitting,0.9518413597733711,1.0,0.9753265602322206,336.0,353,336 +Stair up,0.5818181818181818,0.6808510638297872,0.6274509803921569,47.0,55,47 +Stair down,0.13333333333333333,0.08333333333333333,0.10256410256410256,24.0,15,24 +Ramp up,0.9230769230769231,0.4528301886792453,0.6075949367088608,53.0,26,53 +Ramp down,0.9333333333333333,0.4666666666666667,0.6222222222222222,120.0,60,120 +Grass walking,1.0,0.03361344537815126,0.06504065040650407,119.0,4,119 +Uneven ground walking,0.0,0.0,0.0,198.0,0,198 +Carry,0.7924528301886793,0.2413793103448276,0.3700440528634361,174.0,53,174 +accuracy,0.721565059144677,0.721565059144677,0.721565059144677,0.721565059144677,0,0 +macro avg,0.6848371432308541,0.4604374017461938,0.47834093248581977,2198.0,0,0 +weighted avg,0.6947085300034552,0.721565059144677,0.6484856947161339,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5bcb8ca7f934d6d43e290d46c269e56e06a0b134 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4883720930232558,0.75,0.5915492957746479,28.0,43,28 +Sit to stand,0.8,0.4,0.5333333333333333,10.0,5,10 +Stand to sit,0.42857142857142855,0.375,0.4,8.0,7,8 +Sitting,0.5,1.0,0.6666666666666666,7.0,14,7 +Stair up,0.6666666666666666,0.5,0.5714285714285714,4.0,3,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.5135135135135135,0.5135135135135135,0.5135135135135135,0.5135135135135135,0,0 +macro avg,0.3076009262055774,0.32045454545454544,0.296634351563929,74.0,0,0 +weighted avg,0.4360764418903953,0.5135135135135135,0.44660938604600575,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..66fe18ec4c961e79023c7c3667eebe8860c59c20 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1088,0,14,0,4,0,0,0,0,0,9 +Sit to stand,1,11,0,19,0,0,0,0,0,0,0 +Stand to sit,4,0,20,3,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,17,0,0,0,32,0,0,0,0,0,0 +Stair down,23,0,0,0,0,3,0,1,0,0,0 +Ramp up,33,0,0,0,0,1,21,0,0,0,0 +Ramp down,65,0,0,0,0,4,0,55,0,0,0 +Grass walking,90,0,0,0,17,8,2,0,4,0,0 +Uneven ground walking,195,0,6,1,0,0,0,0,0,0,1 +Carry,130,0,0,0,0,0,0,5,0,0,41 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1677d53b3b9ec4f705178eb7bbac39331928b633 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1064,0,11,0,2,0,0,0,0,0,8 +Sit to stand,0,7,0,15,0,0,0,0,0,0,0 +Stand to sit,2,0,17,0,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,15,0,0,0,30,0,0,0,0,0,0 +Stair down,21,0,0,0,0,3,0,1,0,0,0 +Ramp up,31,0,0,0,0,1,21,0,0,0,0 +Ramp down,61,0,0,0,0,4,0,55,0,0,0 +Grass walking,86,0,0,0,17,8,2,0,4,0,0 +Uneven ground walking,192,0,6,1,0,0,0,0,0,0,1 +Carry,129,0,0,0,0,0,0,5,0,0,40 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1944050fa6c8d51153c04c98b8ebf007e7ca549d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,24,0,3,0,2,0,0,0,0,0,1 +Sit to stand,1,4,0,4,0,0,0,0,0,0,0 +Stand to sit,2,0,3,3,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e97fcb736fd497c1405a68d6ef0aebfb609528f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.660996354799514,0.9757847533632287,0.7881202462875769,1115.0,1646,1115 +Sit to stand,1.0,0.3548387096774194,0.5238095238095238,31.0,11,31 +Stand to sit,0.5,0.7407407407407407,0.5970149253731343,27.0,40,27 +Sitting,0.9373297002724795,1.0,0.9676511954992968,344.0,367,344 +Stair up,0.6037735849056604,0.6530612244897959,0.6274509803921569,49.0,53,49 +Stair down,0.1875,0.1111111111111111,0.13953488372093023,27.0,16,27 +Ramp up,0.9130434782608695,0.38181818181818183,0.5384615384615384,55.0,23,55 +Ramp down,0.9016393442622951,0.4435483870967742,0.5945945945945946,124.0,61,124 +Grass walking,1.0,0.03305785123966942,0.064,121.0,4,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.803921568627451,0.23295454545454544,0.36123348017621143,176.0,51,176 +accuracy,0.7125880281690141,0.7125880281690141,0.7125880281690141,0.7125880281690141,0,0 +macro avg,0.6825640028298428,0.4479014095446789,0.4728973971195421,2272.0,0,0 +weighted avg,0.6879888310857712,0.7125880281690141,0.639596096321032,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c42efe149f81a7f58d772358b800d1ca329fa5b6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6645846346033729,0.9806451612903225,0.7922561429635145,1085.0,1601,1085 +Sit to stand,1.0,0.3181818181818182,0.4827586206896552,22.0,7,22 +Stand to sit,0.5,0.8947368421052632,0.6415094339622641,19.0,34,19 +Sitting,0.9545454545454546,1.0,0.9767441860465116,336.0,352,336 +Stair up,0.6122448979591837,0.6666666666666666,0.6382978723404256,45.0,49,45 +Stair down,0.1875,0.12,0.14634146341463414,25.0,16,25 +Ramp up,0.9130434782608695,0.39622641509433965,0.5526315789473685,53.0,23,53 +Ramp down,0.9016393442622951,0.4583333333333333,0.6077348066298343,120.0,61,120 +Grass walking,1.0,0.03418803418803419,0.06611570247933884,117.0,4,117 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.8163265306122449,0.22988505747126436,0.35874439461883406,174.0,49,174 +accuracy,0.7181238615664846,0.7181238615664846,0.7181238615664846,0.7181238615664846,0,0 +macro avg,0.6863531218403109,0.46353302984827655,0.4784667456447618,2196.0,0,0 +weighted avg,0.6926998923797484,0.7181238615664846,0.6445127430335755,2196.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..91abdfc4cb5b9e1d28a2e57ac987b0c42fae17d9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5333333333333333,0.8,0.64,30.0,45,30 +Sit to stand,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Stand to sit,0.5,0.375,0.42857142857142855,8.0,6,8 +Sitting,0.5333333333333333,1.0,0.6956521739130435,8.0,15,8 +Stair up,0.5,0.5,0.5,4.0,4,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.5526315789473685,0.5526315789473685,0.5526315789473685,0.5526315789473685,0,0 +macro avg,0.3242424242424242,0.329040404040404,0.3072371107153716,76.0,0,0 +weighted avg,0.47719298245614034,0.5526315789473685,0.48331908366233306,76.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e852d703cc4ad5aca1f8f9bc3215bed956d023d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1094,0,11,0,1,0,0,2,0,0,8 +Sit to stand,3,6,0,22,0,0,0,0,0,0,0 +Stand to sit,5,0,18,6,0,0,0,0,0,0,0 +Sitting,0,1,0,340,0,0,0,0,0,0,0 +Stair up,21,0,0,0,29,0,0,0,0,0,0 +Stair down,25,0,0,0,0,1,0,0,0,0,0 +Ramp up,36,0,0,1,0,0,18,0,0,0,0 +Ramp down,81,0,0,0,0,4,0,38,0,0,0 +Grass walking,101,0,0,0,13,3,2,0,3,0,0 +Uneven ground walking,197,0,4,1,0,0,0,0,0,0,0 +Carry,143,0,0,0,0,0,0,2,0,0,32 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d54949db14928ceb90b37a47bafe467fbfd3f25 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1070,0,9,0,0,0,0,1,0,0,7 +Sit to stand,0,5,0,17,0,0,0,0,0,0,0 +Stand to sit,4,0,15,2,0,0,0,0,0,0,0 +Sitting,0,0,0,333,0,0,0,0,0,0,0 +Stair up,19,0,0,0,28,0,0,0,0,0,0 +Stair down,23,0,0,0,0,1,0,0,0,0,0 +Ramp up,34,0,0,1,0,0,18,0,0,0,0 +Ramp down,77,0,0,0,0,4,0,38,0,0,0 +Grass walking,97,0,0,0,13,3,2,0,3,0,0 +Uneven ground walking,194,0,4,1,0,0,0,0,0,0,0 +Carry,141,0,0,0,0,0,0,2,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..faf52778398e82aa8b6ee0ed5946d50691a2b9b4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,24,0,2,0,1,0,0,1,0,0,1 +Sit to stand,3,1,0,5,0,0,0,0,0,0,0 +Stand to sit,1,0,3,4,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,2,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,2,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e1fc336dad756e018ae05d2b7457cc8adbde9881 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6412661195779601,0.9802867383512545,0.7753366406803686,1116.0,1706,1116 +Sit to stand,0.8571428571428571,0.1935483870967742,0.3157894736842105,31.0,7,31 +Stand to sit,0.5454545454545454,0.6206896551724138,0.5806451612903226,29.0,33,29 +Sitting,0.918918918918919,0.9970674486803519,0.9563994374120957,341.0,370,341 +Stair up,0.6744186046511628,0.58,0.6236559139784946,50.0,43,50 +Stair down,0.125,0.038461538461538464,0.058823529411764705,26.0,8,26 +Ramp up,0.9,0.32727272727272727,0.48,55.0,20,55 +Ramp down,0.9047619047619048,0.3089430894308943,0.46060606060606063,123.0,42,123 +Grass walking,1.0,0.02459016393442623,0.048,122.0,3,122 +Uneven ground walking,0.0,0.0,0.0,202.0,0,202 +Carry,0.8,0.1807909604519774,0.29493087557603687,177.0,40,177 +accuracy,0.6949823943661971,0.6949823943661971,0.6949823943661971,0.6949823943661971,0,0 +macro avg,0.6697239045915772,0.3865137008047597,0.4176533720581231,2272.0,0,0 +weighted avg,0.6746261424772173,0.6949823943661971,0.612615141027104,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a2e03a12c15eac36ebc227fd5a28040ba832a06 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6449668474984931,0.984360625574977,0.7793153678077204,1087.0,1659,1087 +Sit to stand,1.0,0.22727272727272727,0.37037037037037035,22.0,5,22 +Stand to sit,0.5357142857142857,0.7142857142857143,0.6122448979591837,21.0,28,21 +Sitting,0.940677966101695,1.0,0.9694323144104804,333.0,354,333 +Stair up,0.6829268292682927,0.5957446808510638,0.6363636363636364,47.0,41,47 +Stair down,0.125,0.041666666666666664,0.0625,24.0,8,24 +Ramp up,0.9,0.33962264150943394,0.4931506849315068,53.0,20,53 +Ramp down,0.926829268292683,0.31932773109243695,0.475,119.0,41,119 +Grass walking,1.0,0.025423728813559324,0.049586776859504134,118.0,3,118 +Uneven ground walking,0.0,0.0,0.0,199.0,0,199 +Carry,0.8157894736842105,0.1781609195402299,0.29245283018867924,174.0,38,174 +accuracy,0.701866181156122,0.701866181156122,0.701866181156122,0.701866181156122,0,0 +macro avg,0.6883549700508782,0.40235140323698265,0.43094698899009837,2197.0,0,0 +weighted avg,0.6830279191016013,0.701866181156122,0.6198230158596656,2197.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc7f63490410cfa65b0a940f9645864a5930d6cf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5106382978723404,0.8275862068965517,0.631578947368421,29.0,47,29 +Sit to stand,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Stand to sit,0.6,0.375,0.46153846153846156,8.0,5,8 +Sitting,0.4375,0.875,0.5833333333333334,8.0,16,8 +Stair up,0.5,0.3333333333333333,0.4,3.0,2,3 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.3333333333333333,0.4,3.0,2,3 +accuracy,0.49333333333333335,0.49333333333333335,0.49333333333333335,0.49333333333333335,0,0 +macro avg,0.27710348162475823,0.2595785440613027,0.24166081127803618,75.0,0,0 +weighted avg,0.40811347517730495,0.49333333333333335,0.4094816995869627,75.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b53f008c1f25dcdb1343ad370c01031a52415534 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1090,0,12,2,0,0,0,3,0,0,8 +Sit to stand,3,5,0,23,0,0,0,0,0,0,0 +Stand to sit,6,0,8,14,0,0,0,0,0,0,0 +Sitting,0,3,0,339,0,0,0,0,0,0,0 +Stair up,23,0,0,0,27,0,0,0,0,0,0 +Stair down,26,0,0,0,0,1,0,0,0,0,0 +Ramp up,42,0,0,1,0,1,11,0,0,0,0 +Ramp down,97,0,0,0,0,3,0,24,0,0,0 +Grass walking,105,0,0,0,8,6,1,0,1,0,0 +Uneven ground walking,194,0,4,4,0,1,0,0,0,0,0 +Carry,143,0,0,0,0,1,0,2,0,0,30 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..32387efd149a7c93e87416657ec106e58d6eb7dc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1064,0,10,2,0,0,0,3,0,0,7 +Sit to stand,0,5,0,17,0,0,0,0,0,0,0 +Stand to sit,4,0,6,10,0,0,0,0,0,0,0 +Sitting,0,2,0,332,0,0,0,0,0,0,0 +Stair up,20,0,0,0,26,0,0,0,0,0,0 +Stair down,24,0,0,0,0,1,0,0,0,0,0 +Ramp up,40,0,0,1,0,1,11,0,0,0,0 +Ramp down,93,0,0,0,0,3,0,24,0,0,0 +Grass walking,102,0,0,0,8,6,1,0,1,0,0 +Uneven ground walking,191,0,4,4,0,1,0,0,0,0,0 +Carry,142,0,0,0,0,1,0,2,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e63c85b5229a6b953c1ddc4ffef7c59d1225ee5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,26,0,2,0,0,0,0,0,0,0,1 +Sit to stand,3,0,0,6,0,0,0,0,0,0,0 +Stand to sit,2,0,2,4,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0366cc853577b65572bcba5235acdebe105bfa3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6304222093695778,0.9775784753363229,0.7665260196905767,1115.0,1729,1115 +Sit to stand,0.625,0.16129032258064516,0.2564102564102564,31.0,8,31 +Stand to sit,0.3333333333333333,0.2857142857142857,0.3076923076923077,28.0,24,28 +Sitting,0.8851174934725848,0.9912280701754386,0.9351724137931035,342.0,383,342 +Stair up,0.7714285714285715,0.54,0.6352941176470588,50.0,35,50 +Stair down,0.07692307692307693,0.037037037037037035,0.05,27.0,13,27 +Ramp up,0.9166666666666666,0.2,0.3283582089552239,55.0,12,55 +Ramp down,0.8275862068965517,0.1935483870967742,0.3137254901960784,124.0,29,124 +Grass walking,1.0,0.008264462809917356,0.01639344262295082,121.0,1,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.7894736842105263,0.17045454545454544,0.2803738317757009,176.0,38,176 +accuracy,0.676056338028169,0.676056338028169,0.676056338028169,0.676056338028169,0,0 +macro avg,0.6232682947546263,0.32410141692772426,0.35363146261665973,2272.0,0,0 +weighted avg,0.6549174101845422,0.676056338028169,0.5864768262083808,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d1148bfaa6fe8162b4985f326aec01719873e6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6333333333333333,0.9797421731123389,0.7693420101229211,1086.0,1680,1086 +Sit to stand,0.7142857142857143,0.22727272727272727,0.3448275862068966,22.0,7,22 +Stand to sit,0.3,0.3,0.3,20.0,20,20 +Sitting,0.907103825136612,0.9940119760479041,0.9485714285714286,334.0,366,334 +Stair up,0.7647058823529411,0.5652173913043478,0.65,46.0,34,46 +Stair down,0.07692307692307693,0.04,0.05263157894736842,25.0,13,25 +Ramp up,0.9166666666666666,0.20754716981132076,0.3384615384615385,53.0,12,53 +Ramp down,0.8275862068965517,0.2,0.3221476510067114,120.0,29,120 +Grass walking,1.0,0.00847457627118644,0.01680672268907563,118.0,1,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.8055555555555556,0.16666666666666666,0.2761904761904762,174.0,36,174 +accuracy,0.6819836214740673,0.6819836214740673,0.6819836214740673,0.6819836214740673,0,0 +macro avg,0.6314691146500411,0.3353575164078629,0.36536172656331056,2198.0,0,0 +weighted avg,0.6622597159457746,0.6819836214740673,0.5931605060510948,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3af3b793ca316a85044ec423a1bed34f5bb133b2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5306122448979592,0.896551724137931,0.6666666666666666,29.0,49,29 +Sit to stand,0.0,0.0,0.0,9.0,1,9 +Stand to sit,0.5,0.25,0.3333333333333333,8.0,4,8 +Sitting,0.4117647058823529,0.875,0.56,8.0,17,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.2674888137073011,0.2519592476489028,0.22363636363636363,74.0,0,0 +weighted avg,0.37407936147431947,0.5,0.39297297297297296,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..142f32db15e578c2300c174a9465bdbb474f75e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1052,2,1,50,0,1,0,2,0,0,9 +Sit to stand,1,1,0,29,0,0,0,0,0,0,0 +Stand to sit,12,0,2,14,0,0,0,0,0,0,0 +Sitting,0,1,0,339,0,0,0,0,0,0,0 +Stair up,31,0,0,0,19,0,0,0,0,0,0 +Stair down,26,0,0,0,0,1,0,0,0,0,0 +Ramp up,50,0,0,1,0,2,2,0,0,0,0 +Ramp down,119,0,0,0,0,2,0,3,0,0,0 +Grass walking,112,0,0,0,3,6,0,0,0,0,0 +Uneven ground walking,191,0,0,12,0,0,0,0,0,0,0 +Carry,141,0,0,0,0,4,0,0,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c6bb4ef4831caf11ca750225456a8892cdcb1bff --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1026,2,1,49,0,0,0,2,0,0,8 +Sit to stand,0,0,0,22,0,0,0,0,0,0,0 +Stand to sit,8,0,1,11,0,0,0,0,0,0,0 +Sitting,0,0,0,332,0,0,0,0,0,0,0 +Stair up,27,0,0,0,19,0,0,0,0,0,0 +Stair down,24,0,0,0,0,1,0,0,0,0,0 +Ramp up,48,0,0,1,0,2,2,0,0,0,0 +Ramp down,115,0,0,0,0,2,0,3,0,0,0 +Grass walking,109,0,0,0,3,6,0,0,0,0,0 +Uneven ground walking,188,0,0,12,0,0,0,0,0,0,0 +Carry,140,0,0,0,0,4,0,0,0,0,30 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3f91240e0d88cb917b0ce6d7a9e8fdbf97543d3e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,26,0,0,1,0,1,0,0,0,0,1 +Sit to stand,1,1,0,7,0,0,0,0,0,0,0 +Stand to sit,4,0,1,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3fae45f584cdf880ccdb7976967ffe083a244e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6063400576368876,0.9418084153983886,0.7377279102384292,1117.0,1735,1117 +Sit to stand,0.25,0.03225806451612903,0.05714285714285714,31.0,4,31 +Stand to sit,0.6666666666666666,0.07142857142857142,0.12903225806451613,28.0,3,28 +Sitting,0.7617977528089888,0.9970588235294118,0.8636942675159236,340.0,445,340 +Stair up,0.8636363636363636,0.38,0.5277777777777778,50.0,22,50 +Stair down,0.0625,0.037037037037037035,0.046511627906976744,27.0,16,27 +Ramp up,1.0,0.03636363636363636,0.07017543859649122,55.0,2,55 +Ramp down,0.6,0.024193548387096774,0.046511627906976744,124.0,5,124 +Grass walking,0.0,0.0,0.0,121.0,0,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.775,0.17613636363636365,0.28703703703703703,176.0,40,176 +accuracy,0.6382042253521126,0.6382042253521126,0.6382042253521126,0.6382042253521126,0,0 +macro avg,0.5078128037044461,0.24511676911787586,0.25141916383518054,2272.0,0,0 +weighted avg,0.560466137845046,0.6382042253521126,0.5329545646272633,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..823c9f931db4451a060b22abb7548c1c51292467 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6089020771513353,0.9430147058823529,0.7399927875946628,1088.0,1685,1088 +Sit to stand,0.0,0.0,0.0,22.0,2,22 +Stand to sit,0.5,0.05,0.09090909090909091,20.0,2,20 +Sitting,0.7775175644028103,1.0,0.8748353096179183,332.0,427,332 +Stair up,0.8636363636363636,0.41304347826086957,0.5588235294117647,46.0,22,46 +Stair down,0.06666666666666667,0.04,0.05,25.0,15,25 +Ramp up,1.0,0.03773584905660377,0.07272727272727272,53.0,2,53 +Ramp down,0.6,0.025,0.048,120.0,5,120 +Grass walking,0.0,0.0,0.0,118.0,0,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.7894736842105263,0.1724137931034483,0.2830188679245283,174.0,38,174 +accuracy,0.643312101910828,0.643312101910828,0.643312101910828,0.643312101910828,0,0 +macro avg,0.4732905778243366,0.24374616602757043,0.2471188052895671,2198.0,0,0 +weighted avg,0.561594018093247,0.643312101910828,0.5383036252687344,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..83a8a61e4d5c04115c164890d79ad16507d1444f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.52,0.896551724137931,0.6582278481012658,29.0,50,29 +Sit to stand,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Stand to sit,1.0,0.125,0.2222222222222222,8.0,1,8 +Sitting,0.3888888888888889,0.875,0.5384615384615384,8.0,18,8 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,2.0,1,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.4864864864864865,0.4864864864864865,0.4864864864864865,0.4864864864864865,0,0 +macro avg,0.2644444444444444,0.22796934865900384,0.19097543550938256,74.0,0,0 +weighted avg,0.42825825825825825,0.4864864864864865,0.37581677455095175,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..80a2f6a3970d265ae42bb0d3e2d8957e7a8a9ac1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,1854,0,0,0,5,0,14,0,2,0 +Sit to stand,68,0,0,0,0,0,0,0,0,0 +Stand to sit,59,0,0,0,0,0,1,0,0,0 +Sitting,383,0,0,0,0,0,0,0,0,0 +Stair up,72,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0 +Ramp up,151,0,0,0,0,0,0,0,0,0 +Ramp down,137,0,0,0,0,0,0,0,0,0 +Grass walking,158,0,0,0,3,0,0,0,7,0 +Uneven ground walking,200,0,0,0,0,0,0,0,4,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6e8436a714ebf97234bd92c7e4e6a88f3961085b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,1823,0,0,0,5,0,14,0,1,0 +Sit to stand,57,0,0,0,0,0,0,0,0,0 +Stand to sit,49,0,0,0,0,0,1,0,0,0 +Sitting,373,0,0,0,0,0,0,0,0,0 +Stair up,68,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0 +Ramp down,133,0,0,0,0,0,0,0,0,0 +Grass walking,154,0,0,0,3,0,0,0,7,0 +Uneven ground walking,197,0,0,0,0,0,0,0,3,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f31fecd0b091179f0795c8f32b1a2bd68ad47802 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,31,0,0,0,0,0,0,0,1,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,0,0,0,0 +Sitting,10,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,1,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d4543c55eb64ba295d2f0f89eaf40c00fc661ab3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5859671302149179,0.9888,0.7358602897400278,1875.0,3164,1875 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.0,0.0,0.0,60.0,0,60 +Sitting,0.0,0.0,0.0,383.0,0,383 +Stair up,0.0,0.0,0.0,72.0,8,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,15,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.5384615384615384,0.041666666666666664,0.07734806629834254,168.0,13,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +accuracy,0.5815625,0.5815625,0.5815625,0.5815625,0,0 +macro avg,0.11244286686764564,0.10304666666666666,0.08132083560383704,3200.0,0,0 +weighted avg,0.3716093461295343,0.5815625,0.4352289120002105,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6a116cc702d1b6605baa811518b55ccc016344a4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.592267706302794,0.989148128052089,0.7409063198536883,1843.0,3078,1843 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.0,0.0,0.0,50.0,0,50 +Sitting,0.0,0.0,0.0,373.0,0,373 +Stair up,0.0,0.0,0.0,68.0,8,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,147.0,15,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.6363636363636364,0.042682926829268296,0.08,164.0,11,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +accuracy,0.5880462724935732,0.5880462724935732,0.5880462724935732,0.5880462724935732,0,0 +macro avg,0.12286313426664304,0.10318310548813572,0.08209063198536883,3112.0,0,0 +weighted avg,0.3842908158996419,0.5880462724935732,0.4429981836408571,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8efba61ab08f1f3cdb7274c3fb4a9d63d417ff01 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.36046511627906974,0.96875,0.5254237288135594,32.0,86,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,10.0,0,10 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,2,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +accuracy,0.3522727272727273,0.3522727272727273,0.3522727272727273,0.3522727272727273,0,0 +macro avg,0.03604651162790697,0.096875,0.05254237288135594,88.0,0,0 +weighted avg,0.1310782241014799,0.3522727272727273,0.1910631741140216,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..13319c3c24c2a764a731f705ecd758b6009b858d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,1826,0,1,0,16,0,26,0,4,0 +Sit to stand,66,0,0,0,0,0,0,0,0,0 +Stand to sit,60,0,0,0,0,0,3,0,0,0 +Sitting,381,0,0,0,0,0,0,0,0,0 +Stair up,72,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0 +Ramp up,152,0,0,0,0,0,0,0,0,0 +Ramp down,137,0,0,0,0,0,0,0,0,0 +Grass walking,157,0,0,0,4,0,0,0,8,0 +Uneven ground walking,201,0,0,0,0,0,0,0,4,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e50bb9cc44786ee7c485cb72109bf06c1ff7bca5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,1794,0,1,0,16,0,26,0,3,0 +Sit to stand,55,0,0,0,0,0,0,0,0,0 +Stand to sit,50,0,0,0,0,0,2,0,0,0 +Sitting,371,0,0,0,0,0,0,0,0,0 +Stair up,68,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0 +Ramp up,148,0,0,0,0,0,0,0,0,0 +Ramp down,133,0,0,0,0,0,0,0,0,0 +Grass walking,153,0,0,0,4,0,0,0,8,0 +Uneven ground walking,197,0,0,0,0,0,0,0,3,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b2ad831e5330e1d3844c70a5e79baf2ac8d0231c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,32,0,0,0,0,0,0,0,1,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,1,0,0,0 +Sitting,10,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,1,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f9a34d45f051889aa64cfdc2b93222f31e67302d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5826419910657307,0.9749065670048052,0.7293788695825844,1873.0,3134,1873 +Sit to stand,0.0,0.0,0.0,66.0,0,66 +Stand to sit,0.0,0.0,0.0,63.0,1,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,20,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,152.0,29,152 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.5,0.047337278106508875,0.08648648648648649,169.0,16,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +accuracy,0.573125,0.573125,0.573125,0.573125,0,0 +macro avg,0.10826419910657306,0.1022243845111314,0.08158653560690708,3200.0,0,0 +weighted avg,0.3674338903956605,0.573125,0.43148213717012396,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a095865620c523f13fced666bb8a0c6d96137354 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5889691398555482,0.975,0.7343430208759721,1840.0,3046,1840 +Sit to stand,0.0,0.0,0.0,55.0,0,55 +Stand to sit,0.0,0.0,0.0,52.0,1,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,20,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,148.0,28,148 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.5714285714285714,0.048484848484848485,0.0893854748603352,165.0,14,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +accuracy,0.57960759086523,0.57960759086523,0.57960759086523,0.57960759086523,0,0 +macro avg,0.11603977112841198,0.10234848484848484,0.08237284957363074,3109.0,0,0 +weighted avg,0.37889640772593214,0.57960759086523,0.4393501967718701,3109.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..23719ff50ad0e9e8e5948c5d77137f03f452a180 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.36363636363636365,0.9696969696969697,0.5289256198347108,33.0,88,33 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,11.0,0,11 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.0,0.0,0.0,4.0,1,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,2,4 +Uneven ground walking,0.0,0.0,0.0,5.0,0,5 +accuracy,0.3516483516483517,0.3516483516483517,0.3516483516483517,0.3516483516483517,0,0 +macro avg,0.03636363636363636,0.09696969696969697,0.05289256198347107,91.0,0,0 +weighted avg,0.13186813186813187,0.3516483516483517,0.19180819180819178,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..df88e0b31584d9d7cd93d27dd49c8881b13f7c73 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1814,0,1,0,14,0,41,0,5,0,0 +Sit to stand,67,0,0,0,0,0,0,0,0,0,0 +Stand to sit,55,0,1,0,0,0,4,0,0,0,1 +Sitting,381,0,0,0,0,0,0,0,0,0,0 +Stair up,71,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,151,0,0,0,0,0,0,0,0,0,0 +Ramp down,138,0,0,0,0,0,0,0,0,0,0 +Grass walking,155,0,0,0,4,0,1,0,9,0,0 +Uneven ground walking,202,0,0,0,0,0,0,0,3,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..067737623b4597384ab231053eee4576d20994a1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1782,0,1,0,14,0,41,0,4,0,0 +Sit to stand,56,0,0,0,0,0,0,0,0,0,0 +Stand to sit,44,0,1,0,0,0,4,0,0,0,1 +Sitting,371,0,0,0,0,0,0,0,0,0,0 +Stair up,67,0,0,0,0,0,0,0,0,0,0 +Stair down,78,0,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0,0 +Ramp down,134,0,0,0,0,0,0,0,0,0,0 +Grass walking,151,0,0,0,4,0,1,0,9,0,0 +Uneven ground walking,198,0,0,0,0,0,0,0,3,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b9fe5eee30d75aa1412c1538bbd919c60ebb7362 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,32,0,0,0,0,0,0,0,1,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,11,0,0,0,0,0,0,0,0,0 +Sitting,10,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3696a19de870c30bb4dbd4d3cda0290fa1390047 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5821566110397947,0.9674666666666667,0.72690843518333,1875.0,3116,1875 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.5,0.01639344262295082,0.031746031746031744,61.0,2,61 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,71.0,18,71 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,46,151 +Ramp down,0.0,0.0,0.0,138.0,0,138 +Grass walking,0.5294117647058824,0.05325443786982249,0.0967741935483871,169.0,17,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.57,0.57,0.57,0.57,0,0 +macro avg,0.1465062159768797,0.09428314065085819,0.07776624186161353,3200.0,0,0 +weighted avg,0.37859819810465906,0.57,0.4316389570671653,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..709b696d1f02e80d5c613eda0004ef9b96e02f64 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5885072655217966,0.9674267100977199,0.7318275154004107,1842.0,3028,1842 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.5,0.02,0.038461538461538464,50.0,2,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,67.0,18,67 +Stair down,0.0,0.0,0.0,78.0,0,78 +Ramp up,0.0,0.0,0.0,147.0,46,147 +Ramp down,0.0,0.0,0.0,134.0,0,134 +Grass walking,0.5625,0.05454545454545454,0.09944751381215469,165.0,16,165 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.5760205721632915,0.5760205721632915,0.5760205721632915,0.5760205721632915,0,0 +macro avg,0.15009156959289058,0.09472474224028858,0.0790669606976458,3111.0,0,0 +weighted avg,0.38632043815208916,0.5760205721632915,0.4392022501027448,3111.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2d817f61a347a35e3cdac27876138e09e8c4eee7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.36363636363636365,0.9696969696969697,0.5289256198347108,33.0,88,33 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,11.0,0,11 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +accuracy,0.3595505617977528,0.3595505617977528,0.3595505617977528,0.3595505617977528,0,0 +macro avg,0.03636363636363636,0.09696969696969697,0.05289256198347107,89.0,0,0 +weighted avg,0.1348314606741573,0.3595505617977528,0.1961184882533197,89.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b3f190efed4941b81e63c5a3faf2b9cce525700 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1783,0,1,0,37,0,48,0,5,0,0 +Sit to stand,67,0,0,0,0,0,0,0,0,0,0 +Stand to sit,54,0,2,0,0,0,6,0,0,0,1 +Sitting,381,0,0,0,0,0,0,0,0,0,0 +Stair up,71,0,0,0,1,0,0,0,0,0,0 +Stair down,81,0,0,0,0,0,0,0,0,0,0 +Ramp up,152,0,0,0,0,0,0,0,0,0,0 +Ramp down,136,0,0,0,0,0,0,0,0,0,0 +Grass walking,153,0,0,0,6,0,1,0,9,0,0 +Uneven ground walking,201,0,0,0,0,0,0,0,4,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1451580e3da08b6d6e502ac475297bb332980b2f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1753,0,1,0,36,0,47,0,4,0,0 +Sit to stand,56,0,0,0,0,0,0,0,0,0,0 +Stand to sit,43,0,2,0,0,0,6,0,0,0,1 +Sitting,371,0,0,0,0,0,0,0,0,0,0 +Stair up,67,0,0,0,1,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,148,0,0,0,0,0,0,0,0,0,0 +Ramp down,132,0,0,0,0,0,0,0,0,0,0 +Grass walking,149,0,0,0,6,0,1,0,9,0,0 +Uneven ground walking,196,0,0,0,0,0,0,0,4,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9c948679a98aa0c904866cf202469c49ac2b6cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,30,0,0,0,1,0,1,0,1,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,11,0,0,0,0,0,0,0,0,0 +Sitting,10,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e3a370deeae6389981d1dd89d465ac56a54624f3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5790841182202013,0.9514407684098186,0.719967696345649,1874.0,3079,1874 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.6666666666666666,0.031746031746031744,0.06060606060606061,63.0,3,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.022727272727272728,0.013888888888888888,0.017241379310344827,72.0,44,72 +Stair down,0.0,0.0,0.0,81.0,0,81 +Ramp up,0.0,0.0,0.0,152.0,55,152 +Ramp down,0.0,0.0,0.0,136.0,0,136 +Grass walking,0.5,0.05325443786982249,0.0962566844919786,169.0,18,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.5609375,0.5609375,0.5609375,0.5609375,0,0 +macro avg,0.16077073251037644,0.09548455699223289,0.08127925643218484,3200.0,0,0 +weighted avg,0.3791687503690691,0.5609375,0.42829575117481794,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fbc103e4a1338a9a8f70632a3e29eea738e3046c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5858957219251337,0.9521998913633895,0.7254293399544797,1841.0,2992,1841 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.6666666666666666,0.038461538461538464,0.07272727272727272,52.0,3,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.023255813953488372,0.014705882352941176,0.018018018018018018,68.0,43,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,148.0,54,148 +Ramp down,0.0,0.0,0.0,132.0,0,132 +Grass walking,0.5294117647058824,0.05454545454545454,0.0989010989010989,165.0,17,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.567524115755627,0.567524115755627,0.567524115755627,0.567524115755627,0,0 +macro avg,0.1641118152046519,0.09635570606575668,0.08318870269098812,3110.0,0,0 +weighted avg,0.3865707483138732,0.567524115755627,0.4362833246244121,3110.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ee41f2b1c93be5172af0771f7975f55191de7a35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.3448275862068966,0.9090909090909091,0.5,33.0,87,33 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,11.0,0,11 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,1,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,1,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,5.0,0,5 +accuracy,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0,0 +macro avg,0.034482758620689655,0.09090909090909091,0.05,90.0,0,0 +weighted avg,0.12643678160919541,0.3333333333333333,0.18333333333333332,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1be3276988adb0163a07d3ea9f0907c53e87fbf6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1702,0,14,0,46,2,105,0,8,0,0 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,39,0,6,0,0,0,13,0,0,0,2 +Sitting,381,0,0,0,0,0,0,0,0,0,0 +Stair up,71,0,0,0,1,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,150,0,0,0,0,0,1,0,0,0,0 +Ramp down,136,0,0,0,1,0,0,0,0,0,0 +Grass walking,146,0,1,0,8,0,2,0,11,0,0 +Uneven ground walking,198,0,0,0,0,0,0,0,6,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7b2f827d13a12a2e7a5f704cca493f09eb2fddce --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1673,0,13,0,45,2,104,0,8,0,0 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,32,0,5,0,0,0,11,0,0,0,2 +Sitting,371,0,0,0,0,0,0,0,0,0,0 +Stair up,67,0,0,0,1,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0,0 +Ramp down,132,0,0,0,1,0,0,0,0,0,0 +Grass walking,142,0,1,0,8,0,2,0,11,0,0 +Uneven ground walking,194,0,0,0,0,0,0,0,6,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..df4048955cd30078a020756cdc1ec39849936a4a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,29,0,1,0,1,0,1,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,7,0,1,0,0,0,2,0,0,0 +Sitting,10,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,1,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c6b8ae8d1223bd753552ed549563cd9ccf56aaf2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.572485704675412,0.906766116142781,0.7018556701030928,1877.0,2973,1877 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.2857142857142857,0.1,0.14814814814814814,60.0,21,60 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.017857142857142856,0.013888888888888888,0.015625,72.0,56,72 +Stair down,0.0,0.0,0.0,82.0,2,82 +Ramp up,0.008264462809917356,0.006622516556291391,0.007352941176470588,151.0,121,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.44,0.06547619047619048,0.11398963730569948,168.0,25,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,2,0 +accuracy,0.5378125,0.5378125,0.5378125,0.5378125,0,0 +macro avg,0.12039287236879619,0.09934124655128652,0.08972467243031008,3200.0,0,0 +weighted avg,0.36504755405894296,0.5378125,0.42114297964293707,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..30afb613511ec5158f4e99accc9b7c976d7efc6d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5784923928077456,0.9067750677506775,0.7063542326366898,1845.0,2892,1845 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.2631578947368421,0.1,0.14492753623188406,50.0,19,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.01818181818181818,0.014705882352941176,0.016260162601626018,68.0,55,68 +Stair down,0.0,0.0,0.0,77.0,2,77 +Ramp up,0.0,0.0,0.0,147.0,117,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.44,0.06707317073170732,0.1164021164021164,164.0,25,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,2,0 +accuracy,0.5430591259640103,0.5430591259640103,0.5430591259640103,0.5430591259640103,0,0 +macro avg,0.1181665550660369,0.09895946553048418,0.08944945889748329,3112.0,0,0 +weighted avg,0.370781723362306,0.5430591259640103,0.42759176547980227,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b83185093df4e93e73247cc11fed0f04b7accd2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.35802469135802467,0.90625,0.5132743362831859,32.0,81,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.5,0.1,0.16666666666666666,10.0,2,10 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,1,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.25,0.25,0.25,4.0,4,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +accuracy,0.3522727272727273,0.3522727272727273,0.3522727272727273,0.3522727272727273,0,0 +macro avg,0.11080246913580247,0.12562500000000001,0.09299410029498525,88.0,0,0 +weighted avg,0.19837261503928172,0.3522727272727273,0.21694824349691608,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6aa5e19cff9b0a509a704ae6309c431676aae688 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1632,0,0,0,80,10,136,0,12,0,9 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,30,0,1,1,4,0,18,0,0,0,6 +Sitting,374,0,1,1,0,0,3,0,0,0,0 +Stair up,72,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,148,0,0,0,0,1,2,0,0,0,0 +Ramp down,133,0,0,1,3,0,0,0,0,0,0 +Grass walking,146,0,0,0,8,0,4,0,10,0,0 +Uneven ground walking,199,0,0,0,0,0,0,0,5,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..84c2b701fd3992b393426c851536df0069c0e2be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1604,0,0,0,79,9,134,0,12,0,9 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,23,0,1,1,3,0,16,0,0,0,6 +Sitting,366,0,1,1,0,0,1,0,0,0,0 +Stair up,68,0,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,145,0,0,0,0,0,2,0,0,0,0 +Ramp down,129,0,0,1,3,0,0,0,0,0,0 +Grass walking,142,0,0,0,8,0,4,0,10,0,0 +Uneven ground walking,195,0,0,0,0,0,0,0,5,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..929c84513df7c63e684968f8a61a50e5ba392106 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,28,0,0,0,1,1,2,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,7,0,0,0,1,0,2,0,0,0 +Sitting,8,0,0,0,0,0,2,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,0,0,1,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9db98af30d47781502327218fb248f5227349299 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.565880721220527,0.8685470995210218,0.6852823850514381,1879.0,2884,1879 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.5,0.016666666666666666,0.03225806451612903,60.0,2,60 +Sitting,0.3333333333333333,0.002638522427440633,0.005235602094240838,379.0,3,379 +Stair up,0.0,0.0,0.0,72.0,95,72 +Stair down,0.0,0.0,0.0,82.0,11,82 +Ramp up,0.012269938650306749,0.013245033112582781,0.012738853503184714,151.0,163,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.37037037037037035,0.05952380952380952,0.10256410256410256,168.0,27,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,15,0 +accuracy,0.514375,0.514375,0.514375,0.514375,0,0 +macro avg,0.16198676032495793,0.08732919375013831,0.07618900070264502,3200.0,0,0 +weighted avg,0.4011556848328507,0.514375,0.40959991083940234,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d313bbe381ff921aadb1cba0ea3e97279de17c78 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.571632216678546,0.8684353004872767,0.6894476681710724,1847.0,2806,1847 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.5,0.02,0.038461538461538464,50.0,2,50 +Sitting,0.3333333333333333,0.0027100271002710027,0.005376344086021506,369.0,3,369 +Stair up,0.0,0.0,0.0,68.0,93,68 +Stair down,0.0,0.0,0.0,77.0,9,77 +Ramp up,0.012738853503184714,0.013605442176870748,0.013157894736842105,147.0,157,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.37037037037037035,0.06097560975609756,0.10471204188481675,164.0,27,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,15,0 +accuracy,0.5199228791773779,0.5199228791773779,0.5199228791773779,0.5199228791773779,0,0 +macro avg,0.16255225217140312,0.08779330722913782,0.07737777157639011,3112.0,0,0 +weighted avg,0.40694667622460906,0.5199228791773779,0.4165886170945422,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e27cb7444b2489072ee427043507c7a2ed4f810b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.358974358974359,0.875,0.509090909090909,32.0,78,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,10.0,0,10 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,2,4 +Stair down,0.0,0.0,0.0,5.0,2,5 +Ramp up,0.0,0.0,0.0,4.0,6,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +accuracy,0.3181818181818182,0.3181818181818182,0.3181818181818182,0.3181818181818182,0,0 +macro avg,0.035897435897435895,0.0875,0.050909090909090904,88.0,0,0 +weighted avg,0.13053613053613053,0.3181818181818182,0.18512396694214875,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..966b83ab913b48f9455e10a13a7e7d5c7850e57a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,467,1,0,36,230,50,0,27,2,4,28 +Sit to stand,2,25,0,7,0,0,0,0,0,0,0 +Stand to sit,15,2,27,4,0,2,0,0,0,0,3 +Sitting,0,8,0,162,0,0,0,0,0,0,0 +Stair up,2,4,0,0,46,0,0,2,0,0,0 +Stair down,0,0,0,1,11,45,0,0,0,0,0 +Ramp up,20,13,0,2,55,0,13,0,0,0,1 +Ramp down,10,0,0,1,3,25,0,62,0,0,0 +Grass walking,23,4,0,1,22,5,0,2,22,0,0 +Uneven ground walking,18,0,0,0,31,21,0,2,3,16,2 +Carry,143,0,2,0,12,84,0,71,1,0,49 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4e30a8ae2be6622843fa7ed891e858c607aa0f94 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,444,1,0,36,225,43,0,26,2,4,27 +Sit to stand,0,19,0,6,0,0,0,0,0,0,0 +Stand to sit,11,1,25,3,0,1,0,0,0,0,3 +Sitting,0,8,0,154,0,0,0,0,0,0,0 +Stair up,0,4,0,0,45,0,0,1,0,0,0 +Stair down,0,0,0,1,9,43,0,0,0,0,0 +Ramp up,16,13,0,2,55,0,13,0,0,0,1 +Ramp down,9,0,0,1,2,25,0,61,0,0,0 +Grass walking,19,4,0,1,22,5,0,1,22,0,0 +Uneven ground walking,17,0,0,0,31,20,0,1,3,16,1 +Carry,138,0,2,0,9,84,0,71,1,0,49 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..024e7390eba139320d0b41b727c81a429d09939b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,23,0,0,0,5,7,0,1,0,0,1 +Sit to stand,2,6,0,1,0,0,0,0,0,0,0 +Stand to sit,4,1,2,1,0,1,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,0,1,0,0,1,0,0,0 +Stair down,0,0,0,0,2,2,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,1,0,0,0 +Grass walking,4,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,1,0,0,0,0,1,0,1,0,0,1 +Carry,5,0,0,0,3,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d110ff8f7e1de7438f46be206b1f49e8dad20c85 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6671428571428571,0.5526627218934911,0.6045307443365696,845.0,700,845 +Sit to stand,0.43859649122807015,0.7352941176470589,0.5494505494505495,34.0,57,34 +Stand to sit,0.9310344827586207,0.5094339622641509,0.6585365853658537,53.0,29,53 +Sitting,0.7570093457943925,0.9529411764705882,0.84375,170.0,214,170 +Stair up,0.11219512195121951,0.8518518518518519,0.19827586206896552,54.0,410,54 +Stair down,0.1939655172413793,0.7894736842105263,0.31141868512110726,57.0,232,57 +Ramp up,1.0,0.125,0.2222222222222222,104.0,13,104 +Ramp down,0.37349397590361444,0.6138613861386139,0.46441947565543074,101.0,166,101 +Grass walking,0.7857142857142857,0.27848101265822783,0.411214953271028,79.0,28,79 +Uneven ground walking,0.8,0.17204301075268819,0.2831858407079646,93.0,20,93 +Carry,0.5903614457831325,0.13535911602209943,0.2202247191011236,362.0,83,362 +accuracy,0.47848360655737704,0.47848360655737704,0.47848360655737704,0.47848360655737704,0,0 +macro avg,0.6045012294106884,0.5196729127190269,0.4333845124818923,1952.0,0,0 +weighted avg,0.6484140091895668,0.47848360655737704,0.484051531370341,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3c47c588a0bc9baf0917f0ba7302d67abdd0fcd5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6788990825688074,0.5495049504950495,0.6073871409028728,808.0,654,808 +Sit to stand,0.38,0.76,0.5066666666666667,25.0,50,25 +Stand to sit,0.9259259259259259,0.5681818181818182,0.704225352112676,44.0,27,44 +Sitting,0.7549019607843137,0.9506172839506173,0.8415300546448088,162.0,204,162 +Stair up,0.11306532663316583,0.9,0.20089285714285715,50.0,398,50 +Stair down,0.19457013574660634,0.8113207547169812,0.31386861313868614,53.0,221,53 +Ramp up,1.0,0.13,0.23008849557522124,100.0,13,100 +Ramp down,0.37888198757763975,0.6224489795918368,0.47104247104247104,98.0,161,98 +Grass walking,0.7857142857142857,0.2972972972972973,0.43137254901960786,74.0,28,74 +Uneven ground walking,0.8,0.1797752808988764,0.29357798165137616,89.0,20,89 +Carry,0.6049382716049383,0.1384180790960452,0.22528735632183908,354.0,81,354 +accuracy,0.4798061389337641,0.4798061389337641,0.4798061389337641,0.4798061389337641,0,0 +macro avg,0.6015360887777894,0.5370513131116837,0.43872177620173486,1857.0,0,0 +weighted avg,0.6557201080792884,0.4798061389337641,0.48702298603507616,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5454a78600ed499184ff89533d7ebebfe5d4913 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5,0.6216216216216216,0.5542168674698795,37.0,46,37 +Sit to stand,0.8571428571428571,0.6666666666666666,0.75,9.0,7,9 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.8,1.0,0.8888888888888888,8.0,10,8 +Stair up,0.08333333333333333,0.25,0.125,4.0,12,4 +Stair down,0.18181818181818182,0.5,0.26666666666666666,4.0,11,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.2,0.3333333333333333,0.25,3.0,5,3 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,2,8 +accuracy,0.45263157894736844,0.45263157894736844,0.45263157894736844,0.45263157894736844,0,0 +macro avg,0.3292994883903975,0.32671307671307664,0.2907644351510726,95.0,0,0 +weighted avg,0.45552517657780817,0.45263157894736844,0.42059504365147987,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d737a3fd28da135631be431ccefb199b1d3dea0e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,462,1,1,35,232,54,0,28,4,2,28 +Sit to stand,2,28,0,6,0,0,0,0,0,0,0 +Stand to sit,17,2,23,4,0,1,0,0,0,0,4 +Sitting,0,11,1,157,0,0,0,0,0,0,0 +Stair up,3,3,0,0,46,0,0,1,0,0,0 +Stair down,0,0,0,3,7,48,0,0,0,0,0 +Ramp up,29,9,0,3,49,3,12,0,0,0,0 +Ramp down,10,0,0,1,3,29,0,59,0,0,0 +Grass walking,24,4,0,2,19,4,0,2,23,0,0 +Uneven ground walking,21,0,0,2,30,19,0,1,3,15,2 +Carry,128,0,2,0,12,95,0,75,1,0,47 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e69b4770f409534cc09aa7d752faec6dd2027e64 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,436,1,1,35,225,51,0,27,4,2,27 +Sit to stand,0,23,0,4,0,0,0,0,0,0,0 +Stand to sit,14,1,21,2,0,0,0,0,0,0,4 +Sitting,0,10,0,151,0,0,0,0,0,0,0 +Stair up,1,3,0,0,44,0,0,1,0,0,0 +Stair down,0,0,0,3,5,46,0,0,0,0,0 +Ramp up,25,9,0,3,49,3,12,0,0,0,0 +Ramp down,8,0,0,1,2,29,0,58,0,0,0 +Grass walking,20,4,0,2,19,4,0,1,23,0,0 +Uneven ground walking,20,0,0,2,30,18,0,0,3,15,1 +Carry,123,0,2,0,9,95,0,75,1,0,47 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..84bdf829d51ea9dc34e7694a667ceb9cfa2b9de8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,26,0,0,0,7,3,0,1,0,0,1 +Sit to stand,2,5,0,2,0,0,0,0,0,0,0 +Stand to sit,3,1,2,2,0,1,0,0,0,0,0 +Sitting,0,1,1,6,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,0,0,0,0,2,2,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,2,0,0,0,1,0,0,1,0,0,0 +Grass walking,4,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,1,0,0,0,0,1,0,1,0,0,1 +Carry,5,0,0,0,3,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..00edb613e0193d4f6b1e0f5c940a26dab3f598d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6637931034482759,0.5454545454545454,0.5988334413480233,847.0,696,847 +Sit to stand,0.4827586206896552,0.7777777777777778,0.5957446808510638,36.0,58,36 +Stand to sit,0.8518518518518519,0.45098039215686275,0.5897435897435898,51.0,27,51 +Sitting,0.7370892018779343,0.9289940828402367,0.8219895287958116,169.0,213,169 +Stair up,0.11557788944723618,0.8679245283018868,0.2039911308203991,53.0,398,53 +Stair down,0.18972332015810275,0.8275862068965517,0.3086816720257235,58.0,253,58 +Ramp up,1.0,0.11428571428571428,0.20512820512820512,105.0,12,105 +Ramp down,0.35542168674698793,0.5784313725490197,0.44029850746268656,102.0,166,102 +Grass walking,0.7419354838709677,0.2948717948717949,0.42201834862385323,78.0,31,78 +Uneven ground walking,0.8823529411764706,0.16129032258064516,0.2727272727272727,93.0,17,93 +Carry,0.5802469135802469,0.13055555555555556,0.21315192743764172,360.0,81,360 +accuracy,0.4713114754098361,0.4713114754098361,0.4713114754098361,0.4713114754098361,0,0 +macro avg,0.6000682738952481,0.5161956630245992,0.42475530045129734,1952.0,0,0 +weighted avg,0.6428411175438703,0.4713114754098361,0.4753235780841731,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..42c6f18e8ddb87bb120b3f082aa767454c963392 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6738794435857806,0.5389369592088998,0.5989010989010989,809.0,647,809 +Sit to stand,0.45098039215686275,0.8518518518518519,0.5897435897435898,27.0,51,27 +Stand to sit,0.875,0.5,0.6363636363636364,42.0,24,42 +Sitting,0.7438423645320197,0.937888198757764,0.8296703296703297,161.0,203,161 +Stair up,0.11488250652741515,0.8979591836734694,0.2037037037037037,49.0,383,49 +Stair down,0.18699186991869918,0.8518518518518519,0.30666666666666664,54.0,246,54 +Ramp up,1.0,0.1188118811881188,0.21238938053097345,101.0,12,101 +Ramp down,0.35802469135802467,0.5918367346938775,0.4461538461538462,98.0,162,98 +Grass walking,0.7419354838709677,0.3150684931506849,0.4423076923076923,73.0,31,73 +Uneven ground walking,0.8823529411764706,0.16853932584269662,0.2830188679245283,89.0,17,89 +Carry,0.5949367088607594,0.13352272727272727,0.21809744779582366,352.0,79,352 +accuracy,0.47223719676549863,0.47223719676549863,0.47223719676549863,0.47223719676549863,0,0 +macro avg,0.6020751274533637,0.5369333824992675,0.4333651145238081,1855.0,0,0 +weighted avg,0.651091756492507,0.47223719676549863,0.4780062479699854,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1399a5e7640267ac53b93259aca96691c17fe892 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5306122448979592,0.6842105263157895,0.5977011494252874,38.0,49,38 +Sit to stand,0.7142857142857143,0.5555555555555556,0.625,9.0,7,9 +Stand to sit,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Sitting,0.6,0.75,0.6666666666666666,8.0,10,8 +Stair up,0.13333333333333333,0.5,0.21052631578947367,4.0,15,4 +Stair down,0.2857142857142857,0.5,0.36363636363636365,4.0,7,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.25,0.25,0.25,4.0,4,4 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,2,8 +accuracy,0.4536082474226804,0.4536082474226804,0.4536082474226804,0.4536082474226804,0,0 +macro avg,0.2891465677179963,0.3147262094630516,0.2769876208046477,97.0,0,0 +weighted avg,0.4130724454730346,0.4536082474226804,0.41203739927007843,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..af743a4d448e27e4f2d7b02cfacc342076a72b54 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,466,0,0,36,242,45,0,31,1,0,26 +Sit to stand,3,26,0,6,0,0,0,0,0,0,0 +Stand to sit,20,2,21,5,0,0,0,0,0,0,4 +Sitting,0,12,0,156,0,0,0,0,0,0,0 +Stair up,9,2,0,0,43,0,0,0,0,0,0 +Stair down,0,0,0,1,11,45,0,0,0,0,0 +Ramp up,41,6,0,3,43,2,8,0,0,0,1 +Ramp down,8,0,0,1,4,24,0,65,0,0,0 +Grass walking,26,4,0,0,20,3,0,3,21,0,0 +Uneven ground walking,37,0,0,1,23,16,0,1,3,10,3 +Carry,121,0,1,0,16,94,0,77,1,0,52 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8f407cd9863bdb45ffc548a469aeae5635a4f0c7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,442,0,0,36,234,42,0,29,1,0,26 +Sit to stand,0,22,0,4,0,0,0,0,0,0,0 +Stand to sit,15,2,19,3,0,0,0,0,0,0,4 +Sitting,0,12,0,148,0,0,0,0,0,0,0 +Stair up,6,2,0,0,42,0,0,0,0,0,0 +Stair down,0,0,0,1,9,43,0,0,0,0,0 +Ramp up,38,6,0,3,42,2,8,0,0,0,1 +Ramp down,7,0,0,1,3,24,0,63,0,0,0 +Grass walking,24,4,0,0,20,3,0,1,21,0,0 +Uneven ground walking,36,0,0,1,23,15,0,0,3,10,2 +Carry,116,0,1,0,13,94,0,77,1,0,52 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0972d31c5ad6f752c4933ab980efaca9742067d5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,24,0,0,0,8,3,0,2,0,0,0 +Sit to stand,3,4,0,2,0,0,0,0,0,0,0 +Stand to sit,5,0,2,2,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,0,0,0,0,2,2,0,0,0,0,0 +Ramp up,3,0,0,0,1,0,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,2,0,0,0 +Grass walking,2,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,1,0,0,0,0,1,0,1,0,0,1 +Carry,5,0,0,0,3,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e6778161f65e69e9b0d1b568600f7218468df0d5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6374829001367989,0.5501770956316411,0.5906210392902408,847.0,731,847 +Sit to stand,0.5,0.7428571428571429,0.5977011494252874,35.0,52,35 +Stand to sit,0.9545454545454546,0.40384615384615385,0.5675675675675675,52.0,22,52 +Sitting,0.7464114832535885,0.9285714285714286,0.8275862068965517,168.0,209,168 +Stair up,0.10696517412935323,0.7962962962962963,0.18859649122807018,54.0,402,54 +Stair down,0.1965065502183406,0.7894736842105263,0.3146853146853147,57.0,229,57 +Ramp up,1.0,0.07692307692307693,0.14285714285714285,104.0,8,104 +Ramp down,0.3672316384180791,0.6372549019607843,0.4659498207885305,102.0,177,102 +Grass walking,0.8076923076923077,0.2727272727272727,0.4077669902912621,77.0,26,77 +Uneven ground walking,1.0,0.10638297872340426,0.19230769230769232,94.0,10,94 +Carry,0.6046511627906976,0.143646408839779,0.23214285714285715,362.0,86,362 +accuracy,0.4677254098360656,0.4677254098360656,0.4677254098360656,0.4677254098360656,0,0 +macro avg,0.6292260610167837,0.4952869491443188,0.4116165702255015,1952.0,0,0 +weighted avg,0.6485615562220542,0.4677254098360656,0.4681042778877405,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4fe865c3599fb3298371952c57d4eeb74f46d8b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6461988304093568,0.5456790123456791,0.5917001338688086,810.0,684,810 +Sit to stand,0.4583333333333333,0.8461538461538461,0.5945945945945946,26.0,48,26 +Stand to sit,0.95,0.4418604651162791,0.6031746031746031,43.0,20,43 +Sitting,0.751269035532995,0.925,0.8291316526610645,160.0,197,160 +Stair up,0.10880829015544041,0.84,0.1926605504587156,50.0,386,50 +Stair down,0.19282511210762332,0.8113207547169812,0.3115942028985507,53.0,223,53 +Ramp up,1.0,0.08,0.14814814814814814,100.0,8,100 +Ramp down,0.37058823529411766,0.6428571428571429,0.4701492537313433,98.0,170,98 +Grass walking,0.8076923076923077,0.2876712328767123,0.42424242424242425,73.0,26,73 +Uneven ground walking,1.0,0.1111111111111111,0.2,90.0,10,90 +Carry,0.611764705882353,0.14689265536723164,0.23690205011389523,354.0,85,354 +accuracy,0.46849757673667203,0.46849757673667203,0.46849757673667203,0.46849757673667203,0,0 +macro avg,0.6270436227643206,0.5162314745949984,0.41839069217201347,1857.0,0,0 +weighted avg,0.6536859460612362,0.46849757673667203,0.4702230074973258,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..238538969473070e1911633b4dc7c0bc6798dfc7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5106382978723404,0.6486486486486487,0.5714285714285714,37.0,47,37 +Sit to stand,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.6666666666666666,1.0,0.8,8.0,12,8 +Stair up,0.0625,0.25,0.1,4.0,16,4 +Stair down,0.3333333333333333,0.5,0.4,4.0,6,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.2857142857142857,0.5,0.36363636363636365,4.0,7,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,1,8 +accuracy,0.45263157894736844,0.45263157894736844,0.45263157894736844,0.45263157894736844,0,0 +macro avg,0.3508047803260569,0.3241195741195741,0.2921896285532649,95.0,0,0 +weighted avg,0.47319095611368844,0.45263157894736844,0.41903780430096216,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e003bb70a005fb6769d67f5ba246819c43989412 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,478,0,0,37,247,30,0,28,1,0,23 +Sit to stand,5,23,0,7,0,0,0,0,0,0,0 +Stand to sit,24,2,16,7,0,0,0,0,0,0,4 +Sitting,0,17,0,151,0,0,0,0,0,0,0 +Stair up,15,0,0,0,38,0,0,0,0,0,0 +Stair down,0,0,0,1,11,45,0,0,0,0,0 +Ramp up,52,2,0,2,43,3,4,0,0,0,0 +Ramp down,12,0,0,0,5,18,0,67,0,0,0 +Grass walking,33,0,0,0,19,3,0,2,21,0,0 +Uneven ground walking,44,0,0,0,24,10,0,1,2,10,3 +Carry,126,0,0,0,14,94,0,70,2,0,56 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9aa57b1bda3e9204fe4846c3bfa936bfcf8f88a1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,457,0,0,37,237,25,0,26,1,0,23 +Sit to stand,2,19,0,5,0,0,0,0,0,0,0 +Stand to sit,19,2,15,4,0,0,0,0,0,0,4 +Sitting,0,15,0,145,0,0,0,0,0,0,0 +Stair up,12,0,0,0,37,0,0,0,0,0,0 +Stair down,0,0,0,1,9,43,0,0,0,0,0 +Ramp up,49,2,0,2,42,3,4,0,0,0,0 +Ramp down,11,0,0,0,4,18,0,65,0,0,0 +Grass walking,31,0,0,0,19,3,0,1,21,0,0 +Uneven ground walking,42,0,0,0,24,9,0,1,2,10,2 +Carry,120,0,0,0,10,94,0,70,2,0,56 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..298b03e657f00bda7643071396161398edb25809 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,21,0,0,0,10,5,0,2,0,0,0 +Sit to stand,3,4,0,2,0,0,0,0,0,0,0 +Stand to sit,5,0,1,3,0,0,0,0,0,0,0 +Sitting,0,2,0,6,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,0,0,0,0,2,2,0,0,0,0,0 +Ramp up,3,0,0,0,1,0,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,2,0,0,0 +Grass walking,2,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,2,0,0,0,0,1,0,0,0,0,1 +Carry,6,0,0,0,4,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..fa7553ed12b8c9b60c2a24dc3407d899dad0d240 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.605830164765526,0.566350710900474,0.5854255970606246,844.0,789,844 +Sit to stand,0.5227272727272727,0.6571428571428571,0.5822784810126582,35.0,44,35 +Stand to sit,1.0,0.3018867924528302,0.463768115942029,53.0,16,53 +Sitting,0.7365853658536585,0.8988095238095238,0.8096514745308311,168.0,205,168 +Stair up,0.09476309226932668,0.7169811320754716,0.16740088105726872,53.0,401,53 +Stair down,0.22167487684729065,0.7894736842105263,0.34615384615384615,57.0,203,57 +Ramp up,1.0,0.03773584905660377,0.07272727272727272,106.0,4,106 +Ramp down,0.39880952380952384,0.6568627450980392,0.4962962962962963,102.0,168,102 +Grass walking,0.8076923076923077,0.2692307692307692,0.40384615384615385,78.0,26,78 +Uneven ground walking,1.0,0.10638297872340426,0.19230769230769232,94.0,10,94 +Carry,0.6511627906976745,0.15469613259668508,0.25,362.0,86,362 +accuracy,0.4656762295081967,0.4656762295081967,0.4656762295081967,0.4656762295081967,0,0 +macro avg,0.6399313995147801,0.4686866522997441,0.3972596191758793,1952.0,0,0 +weighted avg,0.6472437851448117,0.4656762295081967,0.46213696760028583,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fcfc4167ed09a533b928b2a387bd4340969f2add --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6150740242261103,0.5669975186104218,0.5900581020012912,806.0,743,806 +Sit to stand,0.5,0.7307692307692307,0.59375,26.0,38,26 +Stand to sit,1.0,0.3409090909090909,0.5084745762711864,44.0,15,44 +Sitting,0.7474226804123711,0.90625,0.8192090395480226,160.0,194,160 +Stair up,0.0968586387434555,0.7551020408163265,0.1716937354988399,49.0,382,49 +Stair down,0.2205128205128205,0.8113207547169812,0.3467741935483871,53.0,195,53 +Ramp up,1.0,0.0392156862745098,0.07547169811320754,102.0,4,102 +Ramp down,0.3987730061349693,0.6632653061224489,0.49808429118773945,98.0,163,98 +Grass walking,0.8076923076923077,0.28,0.4158415841584158,75.0,26,75 +Uneven ground walking,1.0,0.1111111111111111,0.2,90.0,10,90 +Carry,0.6588235294117647,0.1590909090909091,0.2562929061784897,352.0,85,352 +accuracy,0.47008086253369274,0.47008086253369274,0.47008086253369274,0.47008086253369274,0,0 +macro avg,0.6404688188303453,0.48763924076554815,0.40687728422778,1855.0,0,0 +weighted avg,0.653548843778396,0.47008086253369274,0.46748047370610213,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b75f7cc5ebc226d6babcc3caebd5b0005d0d00b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.45652173913043476,0.5526315789473685,0.5,38.0,46,38 +Sit to stand,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Stand to sit,1.0,0.1111111111111111,0.2,9.0,1,9 +Sitting,0.5454545454545454,0.75,0.631578947368421,8.0,11,8 +Stair up,0.05263157894736842,0.25,0.08695652173913043,4.0,19,4 +Stair down,0.25,0.5,0.3333333333333333,4.0,8,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.4,0.5,0.4444444444444444,4.0,5,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,10.0,1,10 +accuracy,0.38144329896907214,0.38144329896907214,0.38144329896907214,0.38144329896907214,0,0 +macro avg,0.306479502745365,0.28256246677299307,0.24814968911078747,97.0,0,0 +weighted avg,0.407443183158581,0.38144329896907214,0.351665657495,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..970aae98bc4283e99b4709ea05d9efe1a1d936bd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,487,0,0,40,244,30,0,19,5,0,22 +Sit to stand,8,17,0,9,0,0,0,0,0,0,0 +Stand to sit,27,2,11,8,0,1,0,0,0,0,4 +Sitting,1,16,0,151,0,0,0,0,0,0,0 +Stair up,23,0,0,0,31,0,0,0,0,0,0 +Stair down,0,0,0,6,15,36,0,0,0,0,0 +Ramp up,65,0,0,0,34,4,1,0,0,0,0 +Ramp down,25,0,0,1,6,10,0,59,0,0,0 +Grass walking,47,0,0,0,15,0,0,2,15,0,0 +Uneven ground walking,60,0,0,1,23,3,0,1,0,2,3 +Carry,120,0,0,1,17,97,0,67,3,0,57 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2f75734a828af64d0979a394ba2fdd09bcde2d4d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,466,0,0,40,235,27,0,17,4,0,21 +Sit to stand,3,15,0,7,0,0,0,0,0,0,0 +Stand to sit,21,2,10,5,0,1,0,0,0,0,4 +Sitting,1,15,0,144,0,0,0,0,0,0,0 +Stair up,20,0,0,0,30,0,0,0,0,0,0 +Stair down,0,0,0,6,13,34,0,0,0,0,0 +Ramp up,63,0,0,0,33,3,1,0,0,0,0 +Ramp down,25,0,0,1,5,10,0,57,0,0,0 +Grass walking,44,0,0,0,13,0,0,2,15,0,0 +Uneven ground walking,57,0,0,1,23,2,0,1,0,2,3 +Carry,115,0,0,1,14,97,0,67,3,0,57 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4cf38df92b98f4effe3cdb5526b36e424a4407f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,21,0,0,0,9,3,0,2,1,0,1 +Sit to stand,5,2,0,2,0,0,0,0,0,0,0 +Stand to sit,6,0,1,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,0,0,0,0,2,2,0,0,0,0,0 +Ramp up,2,0,0,0,1,1,0,0,0,0,0 +Ramp down,0,0,0,0,1,0,0,2,0,0,0 +Grass walking,3,0,0,0,2,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,1,0,0,0,0,0 +Carry,5,0,0,0,3,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..feb6f18808be0dd81818ef203d5cc3cc58f82d3c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5643105446118193,0.5749704840613932,0.5695906432748538,847.0,863,847 +Sit to stand,0.4857142857142857,0.5,0.4927536231884058,34.0,35,34 +Stand to sit,1.0,0.20754716981132076,0.34375,53.0,11,53 +Sitting,0.695852534562212,0.8988095238095238,0.7844155844155845,168.0,217,168 +Stair up,0.08051948051948052,0.5740740740740741,0.14123006833712984,54.0,385,54 +Stair down,0.19889502762430938,0.631578947368421,0.3025210084033613,57.0,181,57 +Ramp up,1.0,0.009615384615384616,0.01904761904761905,104.0,1,104 +Ramp down,0.39864864864864863,0.5841584158415841,0.4738955823293173,101.0,148,101 +Grass walking,0.6521739130434783,0.189873417721519,0.29411764705882354,79.0,23,79 +Uneven ground walking,1.0,0.021505376344086023,0.042105263157894736,93.0,2,93 +Carry,0.6627906976744186,0.1574585635359116,0.2544642857142857,362.0,86,362 +accuracy,0.44415983606557374,0.44415983606557374,0.44415983606557374,0.44415983606557374,0,0 +macro avg,0.6126277393089684,0.3954173961075653,0.33799012044793414,1952.0,0,0 +weighted avg,0.6192567092887673,0.44415983606557374,0.4319565310498657,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5595cb22aa047ca4ec429a00e7bdf25d301b5baa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5717791411042945,0.5753086419753086,0.5735384615384616,810.0,815,810 +Sit to stand,0.46875,0.6,0.5263157894736842,25.0,32,25 +Stand to sit,1.0,0.23255813953488372,0.37735849056603776,43.0,10,43 +Sitting,0.7024390243902439,0.9,0.7890410958904109,160.0,205,160 +Stair up,0.08196721311475409,0.6,0.14423076923076922,50.0,366,50 +Stair down,0.19540229885057472,0.6415094339622641,0.29955947136563876,53.0,174,53 +Ramp up,1.0,0.01,0.019801980198019802,100.0,1,100 +Ramp down,0.3958333333333333,0.5816326530612245,0.47107438016528924,98.0,144,98 +Grass walking,0.6818181818181818,0.20270270270270271,0.3125,74.0,22,74 +Uneven ground walking,1.0,0.02247191011235955,0.04395604395604396,89.0,2,89 +Carry,0.6705882352941176,0.16101694915254236,0.25968109339407747,354.0,85,354 +accuracy,0.44773706896551724,0.44773706896551724,0.44773706896551724,0.44773706896551724,0,0 +macro avg,0.6153252207186818,0.4115636755001168,0.3470052341616757,1856.0,0,0 +weighted avg,0.6251827737645828,0.44773706896551724,0.436635189500706,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bebfd7c1cf736bef8c7fc67849f1c2dfe4593d6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4375,0.5675675675675675,0.49411764705882355,37.0,48,37 +Sit to stand,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Stand to sit,1.0,0.1,0.18181818181818182,10.0,1,10 +Sitting,0.5833333333333334,0.875,0.7,8.0,12,8 +Stair up,0.05263157894736842,0.25,0.08695652173913043,4.0,19,4 +Stair down,0.2857142857142857,0.5,0.36363636363636365,4.0,7,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.5,0.6666666666666666,0.5714285714285714,3.0,4,3 +Grass walking,0.0,0.0,0.0,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,1,8 +accuracy,0.375,0.375,0.375,0.375,0,0 +macro avg,0.32053144224196856,0.2892233142233142,0.24829914718312765,96.0,0,0 +weighted avg,0.41362031380534675,0.375,0.3355957501577706,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..24dfea3c8c4df9401872c2ffd3cd44c3a9d3c9db --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,488,0,3,39,236,33,0,16,9,0,25 +Sit to stand,18,1,0,15,0,0,0,0,0,0,0 +Stand to sit,35,0,8,4,0,2,0,0,0,0,4 +Sitting,12,3,1,150,0,0,0,0,0,0,0 +Stair up,29,0,1,0,24,0,0,0,0,0,0 +Stair down,10,0,0,1,15,31,0,0,0,0,0 +Ramp up,76,0,1,0,19,8,0,0,0,0,0 +Ramp down,51,0,0,0,8,5,0,37,0,0,0 +Grass walking,59,0,0,0,7,0,0,1,12,0,0 +Uneven ground walking,72,0,0,0,14,1,0,0,1,0,5 +Carry,123,0,1,2,18,93,0,54,7,0,64 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..77168afb84a8e4eade4f8877808c25bfe6887594 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,469,0,2,39,230,27,0,14,8,0,23 +Sit to stand,12,1,0,12,0,0,0,0,0,0,0 +Stand to sit,29,0,7,2,0,2,0,0,0,0,3 +Sitting,10,3,0,145,0,0,0,0,0,0,0 +Stair up,27,0,1,0,22,0,0,0,0,0,0 +Stair down,9,0,0,1,13,30,0,0,0,0,0 +Ramp up,74,0,1,0,18,7,0,0,0,0,0 +Ramp down,49,0,0,0,7,5,0,37,0,0,0 +Grass walking,55,0,0,0,7,0,0,1,11,0,0 +Uneven ground walking,68,0,0,0,14,1,0,0,1,0,5 +Carry,117,0,1,2,16,93,0,54,7,0,64 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..43e2e3dd242896cbbfaaeea3b65f2f0dc4824992 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,19,0,1,0,6,6,0,2,1,0,2 +Sit to stand,6,0,0,3,0,0,0,0,0,0,0 +Stand to sit,6,0,1,2,0,0,0,0,0,0,1 +Sitting,2,0,1,5,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,1,0,0,0,2,1,0,0,0,0,0 +Ramp up,2,0,0,0,1,1,0,0,0,0,0 +Ramp down,2,0,0,0,1,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,1,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,6,0,0,0,2,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1bd9714e53a7c6d05e16332fd2215d8fbea0e36d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5015416238437821,0.574793875147232,0.535675082327113,849.0,973,849 +Sit to stand,0.25,0.029411764705882353,0.05263157894736842,34.0,4,34 +Stand to sit,0.5333333333333333,0.1509433962264151,0.23529411764705882,53.0,15,53 +Sitting,0.7109004739336493,0.9036144578313253,0.7957559681697612,166.0,211,166 +Stair up,0.07038123167155426,0.4444444444444444,0.12151898734177215,54.0,341,54 +Stair down,0.1791907514450867,0.543859649122807,0.26956521739130435,57.0,173,57 +Ramp up,0.0,0.0,0.0,104.0,0,104 +Ramp down,0.3425925925925926,0.36633663366336633,0.35406698564593303,101.0,108,101 +Grass walking,0.41379310344827586,0.1518987341772152,0.2222222222222222,79.0,29,79 +Uneven ground walking,0.0,0.0,0.0,93.0,0,93 +Carry,0.6530612244897959,0.17679558011049723,0.2782608695652174,362.0,98,362 +accuracy,0.4175204918032787,0.4175204918032787,0.4175204918032787,0.4175204918032787,0,0 +macro avg,0.3322540304325518,0.3038271395844714,0.2604537299325228,1952.0,0,0 +weighted avg,0.46019421804058874,0.4175204918032787,0.398113573835844,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..69e766878104c24ef80506b1244db3fce6ce911f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5103373231773667,0.5775862068965517,0.5418833044482958,812.0,919,812 +Sit to stand,0.25,0.04,0.06896551724137931,25.0,4,25 +Stand to sit,0.5833333333333334,0.16279069767441862,0.2545454545454545,43.0,12,43 +Sitting,0.7213930348258707,0.9177215189873418,0.807799442896936,158.0,201,158 +Stair up,0.0672782874617737,0.44,0.11671087533156499,50.0,327,50 +Stair down,0.18181818181818182,0.5660377358490566,0.27522935779816515,53.0,165,53 +Ramp up,0.0,0.0,0.0,100.0,0,100 +Ramp down,0.3490566037735849,0.37755102040816324,0.3627450980392157,98.0,106,98 +Grass walking,0.4074074074074074,0.14864864864864866,0.21782178217821782,74.0,27,74 +Uneven ground walking,0.0,0.0,0.0,89.0,0,89 +Carry,0.6736842105263158,0.1807909604519774,0.28507795100222716,354.0,95,354 +accuracy,0.4234913793103448,0.4234913793103448,0.4234913793103448,0.4234913793103448,0,0 +macro avg,0.34039167112034857,0.3101024353560144,0.2664344348619506,1856.0,0,0 +weighted avg,0.47173896719265634,0.4234913793103448,0.4058832292779751,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a25750f2da91d02b81ce1b6a7b5a952594a450d1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.35185185185185186,0.5135135135135135,0.4175824175824176,37.0,54,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +Sitting,0.5,0.625,0.5555555555555556,8.0,10,8 +Stair up,0.14285714285714285,0.5,0.2222222222222222,4.0,14,4 +Stair down,0.125,0.25,0.16666666666666666,4.0,8,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,3.0,2,3 +Grass walking,0.5,0.2,0.2857142857142857,5.0,2,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,3,8 +accuracy,0.3020833333333333,0.3020833333333333,0.3020833333333333,0.3020833333333333,0,0 +macro avg,0.17754930254930254,0.19895577395577393,0.16378066378066378,96.0,0,0 +weighted avg,0.24920083774250443,0.3020833333333333,0.2543498168498169,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv new file mode 100644 index 0000000000000000000000000000000000000000..46201276612e8d6ff3920cb4c2bb707681af54e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv @@ -0,0 +1,13 @@ 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b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..edaabc191f00dfc59ed9cb6f6e03032ed514955e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17404,27,13,211,286,78,17,673,18,5,1036 +Sit to stand,232,326,51,551,0,0,0,0,0,0,0 +Stand to sit,579,11,492,384,0,2,1,0,0,0,27 +Sitting,517,40,62,3265,0,0,0,0,0,0,2 +Stair up,513,19,0,120,560,0,2,2,0,0,8 +Stair down,944,1,3,6,11,235,0,2,0,0,1 +Ramp up,1322,13,0,20,78,2,412,0,1,3,21 +Ramp down,1593,1,0,1,16,37,0,803,0,0,1 +Grass walking,1605,7,1,5,107,34,9,125,380,62,29 +Uneven ground walking,1818,0,4,1,59,35,5,40,50,273,17 +Carry,3450,0,2,0,12,93,0,425,1,0,1810 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..858402f8afb1de12cf157869bcdb7eab6654ad6d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,16812,21,5,172,270,65,17,657,14,5,989 +Sit to stand,132,264,44,424,0,0,0,0,0,0,0 +Stand to sit,454,8,457,262,0,1,1,0,0,0,17 +Sitting,475,24,61,3075,0,0,0,0,0,0,2 +Stair up,457,19,0,119,546,0,2,1,0,0,4 +Stair down,891,1,3,6,9,226,0,2,0,0,1 +Ramp up,1268,13,0,19,78,2,410,0,1,3,15 +Ramp down,1534,0,0,1,14,37,0,790,0,0,1 +Grass walking,1549,7,1,5,107,34,9,118,376,62,25 +Uneven ground walking,1769,0,4,1,59,32,5,35,48,267,12 +Carry,3351,0,2,0,9,93,0,424,1,0,1790 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..013d2a0bf60580ba3f7b0722bf62ceff8a74451d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,592,6,8,39,16,13,0,16,4,0,47 +Sit to stand,100,62,7,127,0,0,0,0,0,0,0 +Stand to sit,125,3,35,122,0,1,0,0,0,0,10 +Sitting,42,16,1,190,0,0,0,0,0,0,0 +Stair up,56,0,0,1,14,0,0,1,0,0,4 +Stair down,53,0,0,0,2,9,0,0,0,0,0 +Ramp up,54,0,0,1,0,0,2,0,0,0,6 +Ramp down,59,1,0,0,2,0,0,13,0,0,0 +Grass walking,56,0,0,0,0,0,0,7,4,0,4 +Uneven ground walking,49,0,0,0,0,3,0,5,2,6,5 +Carry,99,0,0,0,3,0,0,1,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a85ac0f18e58717d45449dbfb6ed777201631e01 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5805784434733295,0.8804127883447996,0.6997286159413006,19768.0,29977,19768 +Sit to stand,0.7325842696629213,0.2810344827586207,0.4062305295950156,1160.0,445,1160 +Stand to sit,0.7834394904458599,0.32887700534759357,0.4632768361581921,1496.0,628,1496 +Sitting,0.7153812445223489,0.8401955738548637,0.7727810650887574,3886.0,4564,3886 +Stair up,0.49601417183348095,0.45751633986928103,0.47598810029749256,1224.0,1129,1224 +Stair down,0.45542635658914726,0.19534497090606817,0.2734147760325771,1203.0,516,1203 +Ramp up,0.9237668161434978,0.22008547008547008,0.3554788610871441,1872.0,446,1872 +Ramp down,0.3879227053140097,0.32748776508972266,0.35515258735072974,2452.0,2070,2452 +Grass walking,0.8444444444444444,0.16074450084602368,0.27007818052594174,2364.0,450,2364 +Uneven ground walking,0.7959183673469388,0.11859252823631625,0.2064272211720227,2302.0,343,2302 +Carry,0.6131436314363143,0.3124460555843259,0.41395082904516867,5793.0,2952,5793 +accuracy,0.5965073529411765,0.5965073529411765,0.5965073529411765,0.5965073529411765,0,0 +macro avg,0.6662381764738449,0.3747943164475531,0.4265916002085765,43520.0,0,0 +weighted avg,0.6317683462562503,0.5965073529411765,0.5505295835734338,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..aa0cc900d6179815324352e05ede64474eba327d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5859473023839398,0.8835864823671624,0.704624992141495,19027.0,28692,19027 +Sit to stand,0.7394957983193278,0.3055555555555556,0.43243243243243246,864.0,357,864 +Stand to sit,0.7920277296360485,0.38083333333333336,0.5143500281373101,1200.0,577,1200 +Sitting,0.7529382957884427,0.8454770415177344,0.7965289470275871,3637.0,4084,3637 +Stair up,0.5,0.47560975609756095,0.4875,1148.0,1092,1148 +Stair down,0.46122448979591835,0.1984196663740123,0.2774708410067526,1139.0,490,1139 +Ramp up,0.9234234234234234,0.22664455500276395,0.36395916555703506,1809.0,444,1809 +Ramp down,0.38973852984706464,0.33235170382835505,0.35876475930971846,2377.0,2027,2377 +Grass walking,0.8545454545454545,0.1639773222852159,0.2751555067691182,2293.0,440,2293 +Uneven ground walking,0.7922848664688428,0.1196236559139785,0.20786298170494355,2232.0,337,2232 +Carry,0.626750700280112,0.31569664902998235,0.41989209476894207,5670.0,2856,5670 +accuracy,0.6042371243598416,0.6042371243598416,0.6042371243598416,0.6042371243598416,0,0 +macro avg,0.6743978718625976,0.386161429209605,0.4398674317141213,41396.0,0,0 +weighted avg,0.6390559165539995,0.6042371243598416,0.5594082119530256,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..91df5651446c74b933851cf3b809929f2f93ae3d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46070038910505834,0.7989203778677463,0.5844027640671273,741.0,1285,741 +Sit to stand,0.7045454545454546,0.20945945945945946,0.3229166666666667,296.0,88,296 +Stand to sit,0.6862745098039216,0.11824324324324324,0.2017291066282421,296.0,51,296 +Sitting,0.3958333333333333,0.7630522088353414,0.5212620027434842,249.0,480,249 +Stair up,0.3783783783783784,0.18421052631578946,0.24778761061946902,76.0,37,76 +Stair down,0.34615384615384615,0.140625,0.2,64.0,26,64 +Ramp up,1.0,0.031746031746031744,0.06153846153846154,63.0,2,63 +Ramp down,0.3023255813953488,0.17333333333333334,0.22033898305084745,75.0,43,75 +Grass walking,0.4,0.056338028169014086,0.09876543209876543,71.0,10,71 +Uneven ground walking,1.0,0.08571428571428572,0.15789473684210525,70.0,6,70 +Carry,0.20833333333333334,0.16260162601626016,0.182648401826484,123.0,96,123 +accuracy,0.4458568738229755,0.4458568738229755,0.4458568738229755,0.4458568738229755,0,0 +macro avg,0.5347768023680612,0.24765855642731865,0.2544803787346957,2124.0,0,0 +weighted avg,0.5236507623773623,0.4458568738229755,0.3816839791184536,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..a85ac0f18e58717d45449dbfb6ed777201631e01 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5805784434733295,0.8804127883447996,0.6997286159413006,19768.0,29977,19768 +Sit to stand,0.7325842696629213,0.2810344827586207,0.4062305295950156,1160.0,445,1160 +Stand to sit,0.7834394904458599,0.32887700534759357,0.4632768361581921,1496.0,628,1496 +Sitting,0.7153812445223489,0.8401955738548637,0.7727810650887574,3886.0,4564,3886 +Stair up,0.49601417183348095,0.45751633986928103,0.47598810029749256,1224.0,1129,1224 +Stair down,0.45542635658914726,0.19534497090606817,0.2734147760325771,1203.0,516,1203 +Ramp up,0.9237668161434978,0.22008547008547008,0.3554788610871441,1872.0,446,1872 +Ramp down,0.3879227053140097,0.32748776508972266,0.35515258735072974,2452.0,2070,2452 +Grass walking,0.8444444444444444,0.16074450084602368,0.27007818052594174,2364.0,450,2364 +Uneven ground walking,0.7959183673469388,0.11859252823631625,0.2064272211720227,2302.0,343,2302 +Carry,0.6131436314363143,0.3124460555843259,0.41395082904516867,5793.0,2952,5793 +accuracy,0.5965073529411765,0.5965073529411765,0.5965073529411765,0.5965073529411765,0,0 +macro avg,0.6662381764738449,0.3747943164475531,0.4265916002085765,43520.0,0,0 +weighted avg,0.6317683462562503,0.5965073529411765,0.5505295835734338,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..aa0cc900d6179815324352e05ede64474eba327d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5859473023839398,0.8835864823671624,0.704624992141495,19027.0,28692,19027 +Sit to stand,0.7394957983193278,0.3055555555555556,0.43243243243243246,864.0,357,864 +Stand to sit,0.7920277296360485,0.38083333333333336,0.5143500281373101,1200.0,577,1200 +Sitting,0.7529382957884427,0.8454770415177344,0.7965289470275871,3637.0,4084,3637 +Stair up,0.5,0.47560975609756095,0.4875,1148.0,1092,1148 +Stair down,0.46122448979591835,0.1984196663740123,0.2774708410067526,1139.0,490,1139 +Ramp up,0.9234234234234234,0.22664455500276395,0.36395916555703506,1809.0,444,1809 +Ramp down,0.38973852984706464,0.33235170382835505,0.35876475930971846,2377.0,2027,2377 +Grass walking,0.8545454545454545,0.1639773222852159,0.2751555067691182,2293.0,440,2293 +Uneven ground walking,0.7922848664688428,0.1196236559139785,0.20786298170494355,2232.0,337,2232 +Carry,0.626750700280112,0.31569664902998235,0.41989209476894207,5670.0,2856,5670 +accuracy,0.6042371243598416,0.6042371243598416,0.6042371243598416,0.6042371243598416,0,0 +macro avg,0.6743978718625976,0.386161429209605,0.4398674317141213,41396.0,0,0 +weighted avg,0.6390559165539995,0.6042371243598416,0.5594082119530256,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..91df5651446c74b933851cf3b809929f2f93ae3d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46070038910505834,0.7989203778677463,0.5844027640671273,741.0,1285,741 +Sit to stand,0.7045454545454546,0.20945945945945946,0.3229166666666667,296.0,88,296 +Stand to sit,0.6862745098039216,0.11824324324324324,0.2017291066282421,296.0,51,296 +Sitting,0.3958333333333333,0.7630522088353414,0.5212620027434842,249.0,480,249 +Stair up,0.3783783783783784,0.18421052631578946,0.24778761061946902,76.0,37,76 +Stair down,0.34615384615384615,0.140625,0.2,64.0,26,64 +Ramp up,1.0,0.031746031746031744,0.06153846153846154,63.0,2,63 +Ramp down,0.3023255813953488,0.17333333333333334,0.22033898305084745,75.0,43,75 +Grass walking,0.4,0.056338028169014086,0.09876543209876543,71.0,10,71 +Uneven ground walking,1.0,0.08571428571428572,0.15789473684210525,70.0,6,70 +Carry,0.20833333333333334,0.16260162601626016,0.182648401826484,123.0,96,123 +accuracy,0.4458568738229755,0.4458568738229755,0.4458568738229755,0.4458568738229755,0,0 +macro avg,0.5347768023680612,0.24765855642731865,0.2544803787346957,2124.0,0,0 +weighted avg,0.5236507623773623,0.4458568738229755,0.3816839791184536,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7f6fb38c944e20b22e3cbac18a659f4e41c833f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17425,25,27,210,296,89,30,665,23,3,992 +Sit to stand,222,318,52,566,0,0,0,0,0,0,0 +Stand to sit,604,10,470,376,0,1,3,0,0,0,35 +Sitting,518,43,60,3251,0,0,0,0,0,0,2 +Stair up,546,13,0,120,530,0,2,1,0,0,9 +Stair down,946,0,4,7,7,243,0,0,0,0,0 +Ramp up,1351,9,0,20,66,7,395,0,1,1,21 +Ramp down,1572,1,0,1,13,41,0,820,0,0,1 +Grass walking,1645,6,0,4,95,24,8,132,374,49,29 +Uneven ground walking,1852,0,5,3,53,36,4,42,42,244,22 +Carry,3422,0,2,0,12,113,2,442,1,0,1793 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..10f5478238048acb2322357fabc3d3aaf0dcc24d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,16815,19,19,174,276,79,30,649,18,3,945 +Sit to stand,131,241,46,443,0,0,0,0,0,0,0 +Stand to sit,480,8,429,264,0,0,2,0,0,0,22 +Sitting,475,29,56,3072,0,0,0,0,0,0,2 +Stair up,495,13,0,119,510,0,2,1,0,0,5 +Stair down,891,0,4,7,5,233,0,0,0,0,0 +Ramp up,1299,9,0,19,66,7,392,0,1,1,13 +Ramp down,1514,0,0,1,12,41,0,806,0,0,1 +Grass walking,1587,6,0,4,95,24,8,125,369,49,26 +Uneven ground walking,1800,0,5,3,53,33,4,39,41,238,16 +Carry,3314,0,2,0,9,113,2,441,1,0,1780 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2844cf729113629b3e8a1cae4a9710220974bcab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,610,6,8,36,20,10,0,16,5,0,47 +Sit to stand,91,77,6,123,0,0,0,0,0,0,0 +Stand to sit,124,2,41,112,0,1,1,0,0,0,13 +Sitting,43,14,4,179,0,0,0,0,0,0,0 +Stair up,51,0,0,1,20,0,0,0,0,0,4 +Stair down,55,0,0,0,2,10,0,0,0,0,0 +Ramp up,52,0,0,1,0,0,3,0,0,0,8 +Ramp down,58,1,0,0,1,0,0,14,0,0,0 +Grass walking,58,0,0,0,0,0,0,7,5,0,3 +Uneven ground walking,52,0,0,0,0,3,0,3,1,6,6 +Carry,108,0,0,0,3,0,0,1,0,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..879d367b220e7fcde5d470d3b1d7f123cfc52043 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5788459621964588,0.8807177154409906,0.6985647851186658,19785.0,30103,19785 +Sit to stand,0.7482352941176471,0.27461139896373055,0.40176879343019584,1158.0,425,1158 +Stand to sit,0.7580645161290323,0.3135423615743829,0.44360547428032093,1499.0,620,1499 +Sitting,0.7132514260640632,0.8391843056272587,0.7711100569259962,3874.0,4558,3874 +Stair up,0.4944029850746269,0.43407043407043405,0.46227649367640644,1221.0,1072,1221 +Stair down,0.43862815884476536,0.20132560066280034,0.27597955706984667,1207.0,554,1207 +Ramp up,0.8896396396396397,0.21111704970603956,0.3412526997840173,1871.0,444,1871 +Ramp down,0.390104662226451,0.33483054307880766,0.36036036036036034,2449.0,2102,2449 +Grass walking,0.8480725623582767,0.158072696534235,0.26647666547915927,2366.0,441,2366 +Uneven ground walking,0.8215488215488216,0.10594876248371689,0.18769230769230769,2303.0,297,2303 +Carry,0.6174242424242424,0.30983238292725074,0.412610746749511,5787.0,2904,5787 +accuracy,0.5942784926470588,0.5942784926470588,0.5942784926470588,0.5942784926470588,0,0 +macro avg,0.6634743882385478,0.3693866591881498,0.4201543582333443,43520.0,0,0 +weighted avg,0.6305829869584232,0.5942784926470588,0.5470512021461763,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7850aee469ae4ea8206da51643ee831f90e5dbaa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5838338946564355,0.8837441530456719,0.7031446014886678,19027.0,28801,19027 +Sit to stand,0.7415384615384616,0.27990708478513354,0.40640809443507586,861.0,325,861 +Stand to sit,0.7647058823529411,0.35601659751037346,0.48584371460928655,1205.0,561,1205 +Sitting,0.7481734047735021,0.8453494771601541,0.7937984496124031,3634.0,4106,3634 +Stair up,0.49707602339181284,0.44541484716157204,0.4698295716259788,1145.0,1026,1145 +Stair down,0.439622641509434,0.2043859649122807,0.27904191616766466,1140.0,530,1140 +Ramp up,0.8909090909090909,0.21693414499169894,0.34890965732087226,1807.0,440,1807 +Ramp down,0.391072295002426,0.3393684210526316,0.36339044183949504,2375.0,2061,2375 +Grass walking,0.858139534883721,0.1609245529873528,0.27102460521483657,2293.0,430,2293 +Uneven ground walking,0.8178694158075601,0.10663082437275985,0.18866428854538247,2232.0,291,2232 +Carry,0.6334519572953736,0.31437654539032145,0.4202077431539188,5662.0,2810,5662 +accuracy,0.6013629443464392,0.6013629443464392,0.6013629443464392,0.6013629443464392,0,0 +macro avg,0.6696720547382508,0.37755023757908646,0.43002391672850737,41381.0,0,0 +weighted avg,0.637398797225295,0.6013629443464392,0.5550886636728946,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4e492496fd6d2401be7a890d8972c3c2bc9faed1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4685099846390169,0.8047493403693932,0.5922330097087378,758.0,1302,758 +Sit to stand,0.77,0.25925925925925924,0.3879093198992443,297.0,100,297 +Stand to sit,0.6949152542372882,0.13945578231292516,0.23229461756373937,294.0,59,294 +Sitting,0.39601769911504425,0.7458333333333333,0.5173410404624278,240.0,452,240 +Stair up,0.43478260869565216,0.2631578947368421,0.32786885245901637,76.0,46,76 +Stair down,0.4166666666666667,0.14925373134328357,0.21978021978021978,67.0,24,67 +Ramp up,0.75,0.046875,0.08823529411764706,64.0,4,64 +Ramp down,0.34146341463414637,0.1891891891891892,0.24347826086956523,74.0,41,74 +Grass walking,0.45454545454545453,0.0684931506849315,0.11904761904761904,73.0,11,73 +Uneven ground walking,1.0,0.08450704225352113,0.15584415584415584,71.0,6,71 +Carry,0.13829787234042554,0.104,0.1187214611872146,125.0,94,125 +accuracy,0.45722300140252453,0.45722300140252453,0.45722300140252453,0.45722300140252453,0,0 +macro avg,0.5331999049885177,0.25952488395297074,0.2729776228126898,2139.0,0,0 +weighted avg,0.5324298226856393,0.45722300140252453,0.39947709592700853,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..879d367b220e7fcde5d470d3b1d7f123cfc52043 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5788459621964588,0.8807177154409906,0.6985647851186658,19785.0,30103,19785 +Sit to stand,0.7482352941176471,0.27461139896373055,0.40176879343019584,1158.0,425,1158 +Stand to sit,0.7580645161290323,0.3135423615743829,0.44360547428032093,1499.0,620,1499 +Sitting,0.7132514260640632,0.8391843056272587,0.7711100569259962,3874.0,4558,3874 +Stair up,0.4944029850746269,0.43407043407043405,0.46227649367640644,1221.0,1072,1221 +Stair down,0.43862815884476536,0.20132560066280034,0.27597955706984667,1207.0,554,1207 +Ramp up,0.8896396396396397,0.21111704970603956,0.3412526997840173,1871.0,444,1871 +Ramp down,0.390104662226451,0.33483054307880766,0.36036036036036034,2449.0,2102,2449 +Grass walking,0.8480725623582767,0.158072696534235,0.26647666547915927,2366.0,441,2366 +Uneven ground walking,0.8215488215488216,0.10594876248371689,0.18769230769230769,2303.0,297,2303 +Carry,0.6174242424242424,0.30983238292725074,0.412610746749511,5787.0,2904,5787 +accuracy,0.5942784926470588,0.5942784926470588,0.5942784926470588,0.5942784926470588,0,0 +macro avg,0.6634743882385478,0.3693866591881498,0.4201543582333443,43520.0,0,0 +weighted avg,0.6305829869584232,0.5942784926470588,0.5470512021461763,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..7850aee469ae4ea8206da51643ee831f90e5dbaa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5838338946564355,0.8837441530456719,0.7031446014886678,19027.0,28801,19027 +Sit to stand,0.7415384615384616,0.27990708478513354,0.40640809443507586,861.0,325,861 +Stand to sit,0.7647058823529411,0.35601659751037346,0.48584371460928655,1205.0,561,1205 +Sitting,0.7481734047735021,0.8453494771601541,0.7937984496124031,3634.0,4106,3634 +Stair up,0.49707602339181284,0.44541484716157204,0.4698295716259788,1145.0,1026,1145 +Stair down,0.439622641509434,0.2043859649122807,0.27904191616766466,1140.0,530,1140 +Ramp up,0.8909090909090909,0.21693414499169894,0.34890965732087226,1807.0,440,1807 +Ramp down,0.391072295002426,0.3393684210526316,0.36339044183949504,2375.0,2061,2375 +Grass walking,0.858139534883721,0.1609245529873528,0.27102460521483657,2293.0,430,2293 +Uneven ground walking,0.8178694158075601,0.10663082437275985,0.18866428854538247,2232.0,291,2232 +Carry,0.6334519572953736,0.31437654539032145,0.4202077431539188,5662.0,2810,5662 +accuracy,0.6013629443464392,0.6013629443464392,0.6013629443464392,0.6013629443464392,0,0 +macro avg,0.6696720547382508,0.37755023757908646,0.43002391672850737,41381.0,0,0 +weighted avg,0.637398797225295,0.6013629443464392,0.5550886636728946,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..4e492496fd6d2401be7a890d8972c3c2bc9faed1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4685099846390169,0.8047493403693932,0.5922330097087378,758.0,1302,758 +Sit to stand,0.77,0.25925925925925924,0.3879093198992443,297.0,100,297 +Stand to sit,0.6949152542372882,0.13945578231292516,0.23229461756373937,294.0,59,294 +Sitting,0.39601769911504425,0.7458333333333333,0.5173410404624278,240.0,452,240 +Stair up,0.43478260869565216,0.2631578947368421,0.32786885245901637,76.0,46,76 +Stair down,0.4166666666666667,0.14925373134328357,0.21978021978021978,67.0,24,67 +Ramp up,0.75,0.046875,0.08823529411764706,64.0,4,64 +Ramp down,0.34146341463414637,0.1891891891891892,0.24347826086956523,74.0,41,74 +Grass walking,0.45454545454545453,0.0684931506849315,0.11904761904761904,73.0,11,73 +Uneven ground walking,1.0,0.08450704225352113,0.15584415584415584,71.0,6,71 +Carry,0.13829787234042554,0.104,0.1187214611872146,125.0,94,125 +accuracy,0.45722300140252453,0.45722300140252453,0.45722300140252453,0.45722300140252453,0,0 +macro avg,0.5331999049885177,0.25952488395297074,0.2729776228126898,2139.0,0,0 +weighted avg,0.5324298226856393,0.45722300140252453,0.39947709592700853,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4181ebe7e29d3c4193d271b81145ced701d147b0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17380,19,32,217,301,77,46,673,18,1,1035 +Sit to stand,225,313,42,580,0,0,0,0,0,0,0 +Stand to sit,624,11,423,388,0,0,4,1,0,0,38 +Sitting,527,50,51,3243,0,0,0,0,0,0,1 +Stair up,560,8,0,116,519,0,2,0,0,0,12 +Stair down,957,0,5,7,11,223,0,3,0,0,0 +Ramp up,1380,6,0,20,52,8,377,0,1,1,28 +Ramp down,1577,0,0,1,15,32,0,824,0,0,1 +Grass walking,1681,5,0,2,83,21,11,140,342,45,31 +Uneven ground walking,1916,0,6,3,38,26,1,39,33,225,22 +Carry,3315,0,1,1,16,122,11,431,1,0,1886 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f6a12dd43e4e1d4c882bcda141190654ced9e38f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,16771,15,25,178,282,68,46,654,14,1,988 +Sit to stand,139,241,37,449,0,0,0,0,0,0,0 +Stand to sit,494,10,395,269,0,0,4,0,0,0,27 +Sitting,485,36,49,3060,0,0,0,0,0,0,1 +Stair up,507,8,0,116,502,0,2,0,0,0,8 +Stair down,903,0,5,7,9,217,0,3,0,0,0 +Ramp up,1327,6,0,18,51,8,375,0,1,1,21 +Ramp down,1521,0,0,1,12,32,0,809,0,0,1 +Grass walking,1630,5,0,2,83,21,11,127,336,45,29 +Uneven ground walking,1862,0,6,3,38,24,1,36,33,221,16 +Carry,3212,0,1,1,13,122,11,430,1,0,1872 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bcc993039b896a98db65e4eb8f07556a0edabf93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,609,4,7,39,19,9,0,19,4,0,47 +Sit to stand,86,72,5,131,0,0,0,0,0,0,0 +Stand to sit,130,1,28,119,0,0,0,1,0,0,11 +Sitting,42,14,2,183,0,0,0,0,0,0,0 +Stair up,53,0,0,0,17,0,0,0,0,0,4 +Stair down,54,0,0,0,2,6,0,0,0,0,0 +Ramp up,53,0,0,2,1,0,2,0,0,0,7 +Ramp down,56,0,0,0,3,0,0,15,0,0,0 +Grass walking,51,0,0,0,0,0,0,13,6,0,2 +Uneven ground walking,54,0,0,0,0,2,0,3,0,4,6 +Carry,103,0,0,0,3,0,0,1,0,0,14 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..25ebe0e6eff423f77688ff21b5cc64f7653f85de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.576604074049499,0.8778221122278903,0.6960213051400653,19799.0,30142,19799 +Sit to stand,0.7597087378640777,0.26982758620689656,0.3982188295165394,1160.0,412,1160 +Stand to sit,0.7553571428571428,0.28408327736736066,0.4128843338213763,1489.0,560,1489 +Sitting,0.7083879423328965,0.837551652892562,0.7675739644970414,3872.0,4578,3872 +Stair up,0.5014492753623189,0.4264585045193098,0.46092362344582594,1217.0,1035,1217 +Stair down,0.4381139489194499,0.18490878938640132,0.2600583090379009,1206.0,509,1206 +Ramp up,0.834070796460177,0.201281366791244,0.3243010752688172,1873.0,452,1873 +Ramp down,0.39033633349123636,0.3363265306122449,0.36132427099320324,2450.0,2111,2450 +Grass walking,0.8658227848101265,0.144853875476493,0.24818577648766327,2361.0,395,2361 +Uneven ground walking,0.8272058823529411,0.097444781290602,0.1743510267338241,2309.0,272,2309 +Carry,0.6175507531106745,0.3260719225449516,0.42679339217017426,5784.0,3054,5784 +accuracy,0.591796875,0.591796875,0.591796875,0.591796875,0,0 +macro avg,0.6613279701464129,0.36242094539235964,0.4118759915556756,43520.0,0,0 +weighted avg,0.6284089714860674,0.591796875,0.5435119874534259,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5af35a5eb8589ac20439d4b02b10cc9236c38643 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5812970087691934,0.880737317508665,0.7003528699392395,19042.0,28851,19042 +Sit to stand,0.7507788161993769,0.27829099307159355,0.4060657118786858,866.0,321,866 +Stand to sit,0.7625482625482626,0.329441201000834,0.46010483401281305,1199.0,518,1199 +Sitting,0.7456140350877193,0.8427430459928394,0.7912087912087912,3631.0,4104,3631 +Stair up,0.5070707070707071,0.43919510061242345,0.4706985466479137,1143.0,990,1143 +Stair down,0.4410569105691057,0.1896853146853147,0.265281173594132,1144.0,492,1144 +Ramp up,0.8333333333333334,0.20741150442477876,0.33215234720992026,1808.0,450,1808 +Ramp down,0.3929091792132103,0.3404882154882155,0.36482525366403606,2376.0,2059,2376 +Grass walking,0.8727272727272727,0.14678899082568808,0.2513089005235602,2289.0,385,2289 +Uneven ground walking,0.8246268656716418,0.09866071428571428,0.1762360446570973,2240.0,268,2240 +Carry,0.6317921025987175,0.330566837365354,0.4340366334338048,5663.0,2963,5663 +accuracy,0.5989951933528176,0.5989951933528176,0.5989951933528176,0.5989951933528176,0,0 +macro avg,0.6676140448898674,0.3712735668419473,0.4229337369790903,41401.0,0,0 +weighted avg,0.6349580301865749,0.5989951933528176,0.5518979659686463,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c93798b352822c0588d3100f1c26937cfa5036b7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47172734314484893,0.8044914134742405,0.5947265625,757.0,1291,757 +Sit to stand,0.7912087912087912,0.24489795918367346,0.37402597402597404,294.0,91,294 +Stand to sit,0.6666666666666666,0.09655172413793103,0.1686746987951807,290.0,42,290 +Sitting,0.3860759493670886,0.7593360995850622,0.5118881118881119,241.0,474,241 +Stair up,0.37777777777777777,0.22972972972972974,0.2857142857142857,74.0,45,74 +Stair down,0.35294117647058826,0.0967741935483871,0.1518987341772152,62.0,17,62 +Ramp up,1.0,0.03076923076923077,0.05970149253731343,65.0,2,65 +Ramp down,0.28846153846153844,0.20270270270270271,0.23809523809523808,74.0,52,74 +Grass walking,0.6,0.08333333333333333,0.14634146341463414,72.0,10,72 +Uneven ground walking,1.0,0.057971014492753624,0.1095890410958904,69.0,4,69 +Carry,0.15384615384615385,0.11570247933884298,0.1320754716981132,121.0,91,121 +accuracy,0.45115620575743276,0.45115620575743276,0.45115620575743276,0.45115620575743276,0,0 +macro avg,0.5535186724494049,0.24747817093598978,0.25206646126745064,2119.0,0,0 +weighted avg,0.539447884598918,0.45115620575743276,0.3863104890818938,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..25ebe0e6eff423f77688ff21b5cc64f7653f85de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.576604074049499,0.8778221122278903,0.6960213051400653,19799.0,30142,19799 +Sit to stand,0.7597087378640777,0.26982758620689656,0.3982188295165394,1160.0,412,1160 +Stand to sit,0.7553571428571428,0.28408327736736066,0.4128843338213763,1489.0,560,1489 +Sitting,0.7083879423328965,0.837551652892562,0.7675739644970414,3872.0,4578,3872 +Stair up,0.5014492753623189,0.4264585045193098,0.46092362344582594,1217.0,1035,1217 +Stair down,0.4381139489194499,0.18490878938640132,0.2600583090379009,1206.0,509,1206 +Ramp up,0.834070796460177,0.201281366791244,0.3243010752688172,1873.0,452,1873 +Ramp down,0.39033633349123636,0.3363265306122449,0.36132427099320324,2450.0,2111,2450 +Grass walking,0.8658227848101265,0.144853875476493,0.24818577648766327,2361.0,395,2361 +Uneven ground walking,0.8272058823529411,0.097444781290602,0.1743510267338241,2309.0,272,2309 +Carry,0.6175507531106745,0.3260719225449516,0.42679339217017426,5784.0,3054,5784 +accuracy,0.591796875,0.591796875,0.591796875,0.591796875,0,0 +macro avg,0.6613279701464129,0.36242094539235964,0.4118759915556756,43520.0,0,0 +weighted avg,0.6284089714860674,0.591796875,0.5435119874534259,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..5af35a5eb8589ac20439d4b02b10cc9236c38643 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5812970087691934,0.880737317508665,0.7003528699392395,19042.0,28851,19042 +Sit to stand,0.7507788161993769,0.27829099307159355,0.4060657118786858,866.0,321,866 +Stand to sit,0.7625482625482626,0.329441201000834,0.46010483401281305,1199.0,518,1199 +Sitting,0.7456140350877193,0.8427430459928394,0.7912087912087912,3631.0,4104,3631 +Stair up,0.5070707070707071,0.43919510061242345,0.4706985466479137,1143.0,990,1143 +Stair down,0.4410569105691057,0.1896853146853147,0.265281173594132,1144.0,492,1144 +Ramp up,0.8333333333333334,0.20741150442477876,0.33215234720992026,1808.0,450,1808 +Ramp down,0.3929091792132103,0.3404882154882155,0.36482525366403606,2376.0,2059,2376 +Grass walking,0.8727272727272727,0.14678899082568808,0.2513089005235602,2289.0,385,2289 +Uneven ground walking,0.8246268656716418,0.09866071428571428,0.1762360446570973,2240.0,268,2240 +Carry,0.6317921025987175,0.330566837365354,0.4340366334338048,5663.0,2963,5663 +accuracy,0.5989951933528176,0.5989951933528176,0.5989951933528176,0.5989951933528176,0,0 +macro avg,0.6676140448898674,0.3712735668419473,0.4229337369790903,41401.0,0,0 +weighted avg,0.6349580301865749,0.5989951933528176,0.5518979659686463,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..c93798b352822c0588d3100f1c26937cfa5036b7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47172734314484893,0.8044914134742405,0.5947265625,757.0,1291,757 +Sit to stand,0.7912087912087912,0.24489795918367346,0.37402597402597404,294.0,91,294 +Stand to sit,0.6666666666666666,0.09655172413793103,0.1686746987951807,290.0,42,290 +Sitting,0.3860759493670886,0.7593360995850622,0.5118881118881119,241.0,474,241 +Stair up,0.37777777777777777,0.22972972972972974,0.2857142857142857,74.0,45,74 +Stair down,0.35294117647058826,0.0967741935483871,0.1518987341772152,62.0,17,62 +Ramp up,1.0,0.03076923076923077,0.05970149253731343,65.0,2,65 +Ramp down,0.28846153846153844,0.20270270270270271,0.23809523809523808,74.0,52,74 +Grass walking,0.6,0.08333333333333333,0.14634146341463414,72.0,10,72 +Uneven ground walking,1.0,0.057971014492753624,0.1095890410958904,69.0,4,69 +Carry,0.15384615384615385,0.11570247933884298,0.1320754716981132,121.0,91,121 +accuracy,0.45115620575743276,0.45115620575743276,0.45115620575743276,0.45115620575743276,0,0 +macro avg,0.5535186724494049,0.24747817093598978,0.25206646126745064,2119.0,0,0 +weighted avg,0.539447884598918,0.45115620575743276,0.3863104890818938,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4fd3e037078655edc91966735817a7f5cae5684 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17538,20,26,222,329,57,57,552,18,2,977 +Sit to stand,237,287,37,602,0,0,0,0,0,0,0 +Stand to sit,676,13,366,402,0,0,6,1,0,0,40 +Sitting,525,62,40,3230,0,0,0,0,0,0,1 +Stair up,608,3,0,113,480,0,1,0,0,0,15 +Stair down,973,0,4,8,13,201,0,3,0,0,0 +Ramp up,1418,2,0,20,50,9,344,1,1,1,26 +Ramp down,1654,0,0,0,12,26,0,755,0,0,1 +Grass walking,1765,0,0,1,81,12,9,125,306,29,35 +Uneven ground walking,1969,0,4,2,37,15,1,36,27,189,23 +Carry,3362,0,0,1,14,124,15,405,2,0,1866 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6757b71c91892ccd45bff2ba88bafee8c2cd0b94 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,16944,17,22,179,305,47,56,528,13,1,930 +Sit to stand,147,224,31,468,0,0,0,0,0,0,0 +Stand to sit,544,13,338,279,0,0,6,0,0,0,30 +Sitting,486,47,40,3044,0,0,0,0,0,0,1 +Stair up,556,3,0,113,464,0,1,0,0,0,10 +Stair down,915,0,4,8,11,196,0,3,0,0,0 +Ramp up,1370,2,0,17,49,9,339,1,1,1,20 +Ramp down,1596,0,0,0,10,26,0,741,0,0,1 +Grass walking,1713,0,0,1,81,12,9,115,300,29,32 +Uneven ground walking,1915,0,4,2,37,13,1,34,27,180,17 +Carry,3255,0,0,1,10,124,15,405,2,0,1852 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff058b3b44d83ddfa879be1dca9e1c00e197c5c3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,594,3,4,43,24,10,1,24,5,1,47 +Sit to stand,90,63,6,134,0,0,0,0,0,0,0 +Stand to sit,132,0,28,123,0,0,0,1,0,0,10 +Sitting,39,15,0,186,0,0,0,0,0,0,0 +Stair up,52,0,0,0,16,0,0,0,0,0,5 +Stair down,58,0,0,0,2,5,0,0,0,0,0 +Ramp up,48,0,0,3,1,0,5,0,0,0,6 +Ramp down,58,0,0,0,2,0,0,14,0,0,0 +Grass walking,52,0,0,0,0,0,0,10,6,0,3 +Uneven ground walking,54,0,0,0,0,2,0,2,0,9,6 +Carry,107,0,0,0,4,0,0,0,0,0,14 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9e9b83572923815c36701e91109ee2539a674a19 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5708055329536208,0.8858470552581069,0.6942580606852324,19798.0,30725,19798 +Sit to stand,0.7416020671834626,0.2467755803955288,0.37032258064516127,1163.0,387,1163 +Stand to sit,0.7672955974842768,0.24335106382978725,0.36951034830893487,1504.0,477,1504 +Sitting,0.7020212997174528,0.8372213582166926,0.7636836505497103,3858.0,4601,3858 +Stair up,0.47244094488188976,0.39344262295081966,0.4293381037567084,1220.0,1016,1220 +Stair down,0.4527027027027027,0.16722129783693843,0.244228432563791,1202.0,444,1202 +Ramp up,0.7944572748267898,0.18376068376068377,0.2984815618221258,1872.0,433,1872 +Ramp down,0.4020234291799787,0.3084150326797386,0.34905224225612574,2448.0,1878,2448 +Grass walking,0.864406779661017,0.12949640287769784,0.22524843577475157,2363.0,354,2363 +Uneven ground walking,0.8552036199095022,0.08206686930091185,0.14976228209191758,2303.0,221,2303 +Carry,0.6253351206434317,0.3223354638106754,0.42539610167559555,5789.0,2984,5789 +accuracy,0.5873621323529412,0.5873621323529412,0.5873621323529412,0.5873621323529412,0,0 +macro avg,0.658935851740375,0.34544849371978015,0.392661981830005,43520.0,0,0 +weighted avg,0.6261442565115974,0.5873621323529412,0.5341915531182513,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..02277a05b6241bfaadda33ec7980aebe130d6c34 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5755239292143609,0.8898224976368029,0.698966648103459,19042.0,29441,19042 +Sit to stand,0.7320261437908496,0.2574712643678161,0.38095238095238093,870.0,306,870 +Stand to sit,0.7699316628701595,0.2793388429752066,0.4099454214675561,1210.0,439,1210 +Sitting,0.7402723735408561,0.8413488114980652,0.7875808538163002,3618.0,4112,3618 +Stair up,0.47983453981385726,0.4045335658238884,0.4389782403027436,1147.0,967,1147 +Stair down,0.45901639344262296,0.1723834652594547,0.2506393861892583,1137.0,427,1137 +Ramp up,0.7939110070257611,0.18739635157545606,0.3032200357781753,1809.0,427,1809 +Ramp down,0.40558292282430214,0.3121314237573715,0.35277314925017855,2374.0,1827,2374 +Grass walking,0.8746355685131195,0.13089005235602094,0.22770398481973433,2292.0,343,2292 +Uneven ground walking,0.8530805687203792,0.08071748878923767,0.1474805407619828,2230.0,211,2230 +Carry,0.6401659177324577,0.3269774011299435,0.4328619843403062,5664.0,2893,5664 +accuracy,0.5948348754620346,0.5948348754620346,0.5948348754620346,0.5948348754620346,0,0 +macro avg,0.6658164570444297,0.35300101501538755,0.402827511434734,41393.0,0,0 +weighted avg,0.6332026439509585,0.5948348754620346,0.5426921440068219,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc709de3701167e8cc8186c6ea8d58d32df58311 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46261682242990654,0.7857142857142857,0.5823529411764706,756.0,1284,756 +Sit to stand,0.7777777777777778,0.2150170648464164,0.33689839572192515,293.0,81,293 +Stand to sit,0.7368421052631579,0.09523809523809523,0.1686746987951807,294.0,38,294 +Sitting,0.3803680981595092,0.775,0.5102880658436214,240.0,489,240 +Stair up,0.32653061224489793,0.2191780821917808,0.26229508196721313,73.0,49,73 +Stair down,0.29411764705882354,0.07692307692307693,0.12195121951219512,65.0,17,65 +Ramp up,0.8333333333333334,0.07936507936507936,0.14492753623188406,63.0,6,63 +Ramp down,0.27450980392156865,0.1891891891891892,0.224,74.0,51,74 +Grass walking,0.5454545454545454,0.08450704225352113,0.14634146341463414,71.0,11,71 +Uneven ground walking,0.9,0.1232876712328767,0.21686746987951808,73.0,10,73 +Carry,0.15384615384615385,0.112,0.12962962962962962,125.0,91,125 +accuracy,0.4419370004701457,0.4419370004701457,0.4419370004701457,0.4419370004701457,0,0 +macro avg,0.5168542635899706,0.2504926897231201,0.25856604565202473,2127.0,0,0 +weighted avg,0.5289014002597499,0.4419370004701457,0.37904825043067397,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..9e9b83572923815c36701e91109ee2539a674a19 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5708055329536208,0.8858470552581069,0.6942580606852324,19798.0,30725,19798 +Sit to stand,0.7416020671834626,0.2467755803955288,0.37032258064516127,1163.0,387,1163 +Stand to sit,0.7672955974842768,0.24335106382978725,0.36951034830893487,1504.0,477,1504 +Sitting,0.7020212997174528,0.8372213582166926,0.7636836505497103,3858.0,4601,3858 +Stair up,0.47244094488188976,0.39344262295081966,0.4293381037567084,1220.0,1016,1220 +Stair down,0.4527027027027027,0.16722129783693843,0.244228432563791,1202.0,444,1202 +Ramp up,0.7944572748267898,0.18376068376068377,0.2984815618221258,1872.0,433,1872 +Ramp down,0.4020234291799787,0.3084150326797386,0.34905224225612574,2448.0,1878,2448 +Grass walking,0.864406779661017,0.12949640287769784,0.22524843577475157,2363.0,354,2363 +Uneven ground walking,0.8552036199095022,0.08206686930091185,0.14976228209191758,2303.0,221,2303 +Carry,0.6253351206434317,0.3223354638106754,0.42539610167559555,5789.0,2984,5789 +accuracy,0.5873621323529412,0.5873621323529412,0.5873621323529412,0.5873621323529412,0,0 +macro avg,0.658935851740375,0.34544849371978015,0.392661981830005,43520.0,0,0 +weighted avg,0.6261442565115974,0.5873621323529412,0.5341915531182513,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..02277a05b6241bfaadda33ec7980aebe130d6c34 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5755239292143609,0.8898224976368029,0.698966648103459,19042.0,29441,19042 +Sit to stand,0.7320261437908496,0.2574712643678161,0.38095238095238093,870.0,306,870 +Stand to sit,0.7699316628701595,0.2793388429752066,0.4099454214675561,1210.0,439,1210 +Sitting,0.7402723735408561,0.8413488114980652,0.7875808538163002,3618.0,4112,3618 +Stair up,0.47983453981385726,0.4045335658238884,0.4389782403027436,1147.0,967,1147 +Stair down,0.45901639344262296,0.1723834652594547,0.2506393861892583,1137.0,427,1137 +Ramp up,0.7939110070257611,0.18739635157545606,0.3032200357781753,1809.0,427,1809 +Ramp down,0.40558292282430214,0.3121314237573715,0.35277314925017855,2374.0,1827,2374 +Grass walking,0.8746355685131195,0.13089005235602094,0.22770398481973433,2292.0,343,2292 +Uneven ground walking,0.8530805687203792,0.08071748878923767,0.1474805407619828,2230.0,211,2230 +Carry,0.6401659177324577,0.3269774011299435,0.4328619843403062,5664.0,2893,5664 +accuracy,0.5948348754620346,0.5948348754620346,0.5948348754620346,0.5948348754620346,0,0 +macro avg,0.6658164570444297,0.35300101501538755,0.402827511434734,41393.0,0,0 +weighted avg,0.6332026439509585,0.5948348754620346,0.5426921440068219,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc709de3701167e8cc8186c6ea8d58d32df58311 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46261682242990654,0.7857142857142857,0.5823529411764706,756.0,1284,756 +Sit to stand,0.7777777777777778,0.2150170648464164,0.33689839572192515,293.0,81,293 +Stand to sit,0.7368421052631579,0.09523809523809523,0.1686746987951807,294.0,38,294 +Sitting,0.3803680981595092,0.775,0.5102880658436214,240.0,489,240 +Stair up,0.32653061224489793,0.2191780821917808,0.26229508196721313,73.0,49,73 +Stair down,0.29411764705882354,0.07692307692307693,0.12195121951219512,65.0,17,65 +Ramp up,0.8333333333333334,0.07936507936507936,0.14492753623188406,63.0,6,63 +Ramp down,0.27450980392156865,0.1891891891891892,0.224,74.0,51,74 +Grass walking,0.5454545454545454,0.08450704225352113,0.14634146341463414,71.0,11,71 +Uneven ground walking,0.9,0.1232876712328767,0.21686746987951808,73.0,10,73 +Carry,0.15384615384615385,0.112,0.12962962962962962,125.0,91,125 +accuracy,0.4419370004701457,0.4419370004701457,0.4419370004701457,0.4419370004701457,0,0 +macro avg,0.5168542635899706,0.2504926897231201,0.25856604565202473,2127.0,0,0 +weighted avg,0.5289014002597499,0.4419370004701457,0.37904825043067397,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..fce5ec6969562472bd4290f51d69fcf3cbbf8e1c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17625,17,42,248,322,60,120,425,25,4,898 +Sit to stand,247,257,18,637,0,0,0,0,0,0,0 +Stand to sit,718,23,263,428,0,1,13,1,0,0,50 +Sitting,525,71,21,3249,0,0,0,0,0,0,2 +Stair up,665,4,0,115,418,0,1,2,0,0,19 +Stair down,991,0,1,20,17,169,2,3,0,0,0 +Ramp up,1464,0,0,16,38,12,306,2,0,0,34 +Ramp down,1768,0,0,3,14,17,0,650,0,0,0 +Grass walking,1878,0,1,1,67,7,10,86,253,24,37 +Uneven ground walking,2021,0,4,7,31,8,0,25,16,162,28 +Carry,3330,0,0,3,17,143,25,384,3,2,1886 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b8f7f4637b6943b052c355a0e01c070af0ce5579 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17042,14,38,200,303,52,117,407,21,2,848 +Sit to stand,168,200,15,480,0,0,0,0,0,0,0 +Stand to sit,586,20,246,296,0,1,11,0,0,0,40 +Sitting,488,46,20,3064,0,0,0,0,0,0,2 +Stair up,608,4,0,112,409,0,1,2,0,0,12 +Stair down,935,0,1,20,15,163,2,3,0,0,0 +Ramp up,1419,0,0,13,37,11,301,2,0,0,26 +Ramp down,1716,0,0,3,10,17,0,631,0,0,0 +Grass walking,1823,0,1,1,65,7,10,80,247,24,35 +Uneven ground walking,1963,0,4,7,31,7,0,25,16,155,24 +Carry,3223,0,0,3,14,143,25,384,3,2,1873 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d31a6bc80997aecce71005af15dfd68779fa0d0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,583,3,4,48,19,8,3,18,4,2,50 +Sit to stand,79,57,3,157,0,0,0,0,0,0,0 +Stand to sit,132,3,17,132,0,0,2,1,0,0,10 +Sitting,37,25,1,185,0,0,0,0,0,0,0 +Stair up,57,0,0,3,9,0,0,0,0,0,7 +Stair down,56,0,0,0,2,6,0,0,0,0,0 +Ramp up,45,0,0,3,1,1,5,0,0,0,8 +Ramp down,52,0,0,0,4,0,0,19,0,0,0 +Grass walking,55,0,0,0,2,0,0,6,6,0,2 +Uneven ground walking,58,0,0,0,0,1,0,0,0,7,4 +Carry,107,0,0,0,3,0,0,0,0,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..cba8667e67da24ddbd8d69b6091bafa4513229a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5643250512295082,0.8907813605579703,0.6909326120192874,19786.0,31232,19786 +Sit to stand,0.6908602150537635,0.22174288179465057,0.3357282821685173,1159.0,372,1159 +Stand to sit,0.7514285714285714,0.17568470273881096,0.28478613968597727,1497.0,350,1497 +Sitting,0.6873281150835625,0.8399689762150983,0.7560209424083769,3868.0,4727,3868 +Stair up,0.4523809523809524,0.3415032679738562,0.3891992551210428,1224.0,924,1224 +Stair down,0.4052757793764988,0.1404821280133001,0.20864197530864198,1203.0,417,1203 +Ramp up,0.6415094339622641,0.16346153846153846,0.26053639846743293,1872.0,477,1872 +Ramp down,0.41191381495564006,0.26508972267536707,0.3225806451612903,2452.0,1578,2452 +Grass walking,0.8518518518518519,0.10702199661590525,0.19015407741450582,2364.0,297,2364 +Uneven ground walking,0.84375,0.07037358818418767,0.12991178829190056,2302.0,192,2302 +Carry,0.6384563303994584,0.3255653374762645,0.43123356579398653,5793.0,2954,5793 +accuracy,0.5799172794117647,0.5799172794117647,0.5799172794117647,0.5799172794117647,0,0 +macro avg,0.6308254650656429,0.32197050006426814,0.3636114256219054,43520.0,0,0 +weighted avg,0.612517540353419,0.5799172794117647,0.5207559945662643,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3253e66777cb86700ba7cff78aaef21ec9c1885c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5686163291181475,0.8948750262549885,0.6953789656227686,19044.0,29971,19044 +Sit to stand,0.704225352112676,0.23174971031286212,0.34873583260680036,863.0,284,863 +Stand to sit,0.7569230769230769,0.205,0.3226229508196721,1200.0,325,1200 +Sitting,0.7296975470350083,0.8464088397790055,0.783731935030055,3620.0,4199,3620 +Stair up,0.4626696832579186,0.35627177700348434,0.40255905511811024,1148.0,884,1148 +Stair down,0.40648379052369077,0.1431079894644425,0.21168831168831168,1139.0,401,1139 +Ramp up,0.6445396145610278,0.1663902708678828,0.26449912126537783,1809.0,467,1809 +Ramp down,0.41134289439374183,0.2654606647034077,0.3226796215801585,2377.0,1534,2377 +Grass walking,0.8606271777003485,0.1077191452245966,0.19147286821705425,2293.0,287,2293 +Uneven ground walking,0.8469945355191257,0.06944444444444445,0.12836438923395446,2232.0,183,2232 +Carry,0.6548951048951049,0.33033509700176367,0.4391559202813599,5670.0,2860,5670 +accuracy,0.5877763014856867,0.5877763014856867,0.5877763014856867,0.5877763014856867,0,0 +macro avg,0.6406377369127152,0.32879663318698893,0.3737171792239657,41395.0,0,0 +weighted avg,0.6208797653382266,0.5877763014856867,0.529830245570551,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..91fcfe394b01e8e169bd57711e0560d6c163b494 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4623314829500397,0.7857142857142857,0.582126809785322,742.0,1261,742 +Sit to stand,0.6477272727272727,0.19256756756756757,0.296875,296.0,88,296 +Stand to sit,0.68,0.05723905723905724,0.10559006211180125,297.0,25,297 +Sitting,0.3503787878787879,0.7459677419354839,0.47680412371134023,248.0,528,248 +Stair up,0.225,0.11842105263157894,0.15517241379310345,76.0,40,76 +Stair down,0.375,0.09375,0.15,64.0,16,64 +Ramp up,0.5,0.07936507936507936,0.136986301369863,63.0,10,63 +Ramp down,0.4318181818181818,0.25333333333333335,0.31932773109243695,75.0,44,75 +Grass walking,0.6,0.08450704225352113,0.14814814814814814,71.0,10,71 +Uneven ground walking,0.7777777777777778,0.1,0.17721518987341772,70.0,9,70 +Carry,0.13829787234042554,0.10569105691056911,0.11981566820276497,123.0,94,123 +accuracy,0.4268235294117647,0.4268235294117647,0.4268235294117647,0.4268235294117647,0,0 +macro avg,0.471666488681135,0.23786874699549782,0.24255104073529077,2125.0,0,0 +weighted avg,0.49066946769356334,0.4268235294117647,0.35814329094279246,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..cba8667e67da24ddbd8d69b6091bafa4513229a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5643250512295082,0.8907813605579703,0.6909326120192874,19786.0,31232,19786 +Sit to stand,0.6908602150537635,0.22174288179465057,0.3357282821685173,1159.0,372,1159 +Stand to sit,0.7514285714285714,0.17568470273881096,0.28478613968597727,1497.0,350,1497 +Sitting,0.6873281150835625,0.8399689762150983,0.7560209424083769,3868.0,4727,3868 +Stair up,0.4523809523809524,0.3415032679738562,0.3891992551210428,1224.0,924,1224 +Stair down,0.4052757793764988,0.1404821280133001,0.20864197530864198,1203.0,417,1203 +Ramp up,0.6415094339622641,0.16346153846153846,0.26053639846743293,1872.0,477,1872 +Ramp down,0.41191381495564006,0.26508972267536707,0.3225806451612903,2452.0,1578,2452 +Grass walking,0.8518518518518519,0.10702199661590525,0.19015407741450582,2364.0,297,2364 +Uneven ground walking,0.84375,0.07037358818418767,0.12991178829190056,2302.0,192,2302 +Carry,0.6384563303994584,0.3255653374762645,0.43123356579398653,5793.0,2954,5793 +accuracy,0.5799172794117647,0.5799172794117647,0.5799172794117647,0.5799172794117647,0,0 +macro avg,0.6308254650656429,0.32197050006426814,0.3636114256219054,43520.0,0,0 +weighted avg,0.612517540353419,0.5799172794117647,0.5207559945662643,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..3253e66777cb86700ba7cff78aaef21ec9c1885c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5686163291181475,0.8948750262549885,0.6953789656227686,19044.0,29971,19044 +Sit to stand,0.704225352112676,0.23174971031286212,0.34873583260680036,863.0,284,863 +Stand to sit,0.7569230769230769,0.205,0.3226229508196721,1200.0,325,1200 +Sitting,0.7296975470350083,0.8464088397790055,0.783731935030055,3620.0,4199,3620 +Stair up,0.4626696832579186,0.35627177700348434,0.40255905511811024,1148.0,884,1148 +Stair down,0.40648379052369077,0.1431079894644425,0.21168831168831168,1139.0,401,1139 +Ramp up,0.6445396145610278,0.1663902708678828,0.26449912126537783,1809.0,467,1809 +Ramp down,0.41134289439374183,0.2654606647034077,0.3226796215801585,2377.0,1534,2377 +Grass walking,0.8606271777003485,0.1077191452245966,0.19147286821705425,2293.0,287,2293 +Uneven ground walking,0.8469945355191257,0.06944444444444445,0.12836438923395446,2232.0,183,2232 +Carry,0.6548951048951049,0.33033509700176367,0.4391559202813599,5670.0,2860,5670 +accuracy,0.5877763014856867,0.5877763014856867,0.5877763014856867,0.5877763014856867,0,0 +macro avg,0.6406377369127152,0.32879663318698893,0.3737171792239657,41395.0,0,0 +weighted avg,0.6208797653382266,0.5877763014856867,0.529830245570551,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..91fcfe394b01e8e169bd57711e0560d6c163b494 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4623314829500397,0.7857142857142857,0.582126809785322,742.0,1261,742 +Sit to stand,0.6477272727272727,0.19256756756756757,0.296875,296.0,88,296 +Stand to sit,0.68,0.05723905723905724,0.10559006211180125,297.0,25,297 +Sitting,0.3503787878787879,0.7459677419354839,0.47680412371134023,248.0,528,248 +Stair up,0.225,0.11842105263157894,0.15517241379310345,76.0,40,76 +Stair down,0.375,0.09375,0.15,64.0,16,64 +Ramp up,0.5,0.07936507936507936,0.136986301369863,63.0,10,63 +Ramp down,0.4318181818181818,0.25333333333333335,0.31932773109243695,75.0,44,75 +Grass walking,0.6,0.08450704225352113,0.14814814814814814,71.0,10,71 +Uneven ground walking,0.7777777777777778,0.1,0.17721518987341772,70.0,9,70 +Carry,0.13829787234042554,0.10569105691056911,0.11981566820276497,123.0,94,123 +accuracy,0.4268235294117647,0.4268235294117647,0.4268235294117647,0.4268235294117647,0,0 +macro avg,0.471666488681135,0.23786874699549782,0.24255104073529077,2125.0,0,0 +weighted avg,0.49066946769356334,0.4268235294117647,0.35814329094279246,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc179226186b2fd35a99cec0584b3e84c2cae8ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17875,15,27,396,336,71,159,178,34,16,698 +Sit to stand,301,200,7,651,0,0,0,0,0,0,0 +Stand to sit,850,42,60,426,4,2,19,0,0,0,95 +Sitting,524,47,2,3273,0,0,3,0,0,0,0 +Stair up,885,0,3,93,219,0,0,2,0,0,21 +Stair down,1036,0,0,17,17,129,3,1,0,0,0 +Ramp up,1564,0,1,10,19,20,196,0,0,0,62 +Ramp down,2068,0,0,1,12,9,0,360,0,0,2 +Grass walking,2055,0,0,2,34,6,6,29,156,38,38 +Uneven ground walking,2100,0,0,12,16,1,0,10,8,115,40 +Carry,3370,0,1,3,19,133,41,217,9,2,1998 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b53e2f3c9c2f8633f8a74d8a4d195dd6b20f5ef8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,17330,9,23,303,323,58,157,169,29,10,651 +Sit to stand,226,157,5,475,0,0,0,0,0,0,0 +Stand to sit,722,25,52,308,3,2,17,0,0,0,72 +Sitting,491,18,1,3090,0,0,1,0,0,0,0 +Stair up,825,0,3,88,213,0,0,1,0,0,17 +Stair down,979,0,0,16,15,125,3,1,0,0,0 +Ramp up,1521,0,1,7,18,18,191,0,0,0,53 +Ramp down,2003,0,0,1,11,9,0,351,0,0,2 +Grass walking,1994,0,0,2,34,6,6,26,150,38,37 +Uneven ground walking,2042,0,0,12,16,1,0,10,8,107,36 +Carry,3262,0,1,3,17,133,41,217,9,2,1985 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8b432d3a0f2408813c92e02113e7058f6ecbe833 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,545,6,4,93,13,13,2,9,5,6,47 +Sit to stand,75,43,2,176,0,0,0,0,0,0,0 +Stand to sit,128,17,8,118,1,0,2,0,0,0,23 +Sitting,33,29,1,183,0,0,2,0,0,0,0 +Stair up,60,0,0,5,6,0,0,1,0,0,4 +Stair down,57,0,0,1,2,4,0,0,0,0,0 +Ramp up,43,0,0,3,1,2,5,0,0,0,9 +Ramp down,65,0,0,0,1,0,0,9,0,0,0 +Grass walking,61,0,0,0,0,0,0,3,6,0,1 +Uneven ground walking,58,0,0,0,0,0,0,0,0,8,4 +Carry,108,0,0,0,2,0,0,0,0,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3dec500c4e1f904e8312a1d70741aae4ab2622eb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5478423439990192,0.9025498611461752,0.6818225163542044,19805.0,32628,19805 +Sit to stand,0.6578947368421053,0.1725625539257981,0.2734107997265892,1159.0,304,1159 +Stand to sit,0.594059405940594,0.04005340453938585,0.075046904315197,1498.0,101,1498 +Sitting,0.6701474201474201,0.8503507404520655,0.7495705942974923,3849.0,4884,3849 +Stair up,0.3239644970414201,0.17906786590351595,0.23064770932069512,1223.0,676,1223 +Stair down,0.3477088948787062,0.10723192019950124,0.1639135959339263,1203.0,371,1203 +Ramp up,0.45901639344262296,0.1047008547008547,0.17050891692040018,1872.0,427,1872 +Ramp down,0.451693851944793,0.1468189233278956,0.22160664819944598,2452.0,797,2452 +Grass walking,0.7536231884057971,0.06598984771573604,0.12135355892648775,2364.0,207,2364 +Uneven ground walking,0.672514619883041,0.04995655951346655,0.09300444803881924,2302.0,171,2302 +Carry,0.6763710223425863,0.3448990160538581,0.45684234594718187,5793.0,2954,5793 +accuracy,0.5648207720588235,0.5648207720588235,0.5648207720588235,0.5648207720588235,0,0 +macro avg,0.559530579533464,0.2694710497707502,0.29433891254367633,43520.0,0,0 +weighted avg,0.5770004970554604,0.5648207720588235,0.48959562716959354,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..094a392bdc337d7d5e708c00d8314dd5a25ac4d7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5519987259117694,0.9091386003567307,0.6869215371504449,19062.0,31395,19062 +Sit to stand,0.7511961722488039,0.18192352259559674,0.292910447761194,863.0,209,863 +Stand to sit,0.6046511627906976,0.04329725228975854,0.08080808080808081,1201.0,86,1201 +Sitting,0.7177700348432056,0.8580949736184393,0.7816847963571971,3601.0,4305,3601 +Stair up,0.32769230769230767,0.1857018308631212,0.2370617696160267,1147.0,650,1147 +Stair down,0.35511363636363635,0.10974539069359086,0.1676727028839705,1139.0,352,1139 +Ramp up,0.45913461538461536,0.10558319513543395,0.17168539325842697,1809.0,416,1809 +Ramp down,0.4529032258064516,0.14766512410601598,0.22271573604060912,2377.0,775,2377 +Grass walking,0.7653061224489796,0.06541648495420846,0.12053033346725593,2293.0,196,2293 +Uneven ground walking,0.6815286624203821,0.047939068100358424,0.0895772289660946,2232.0,157,2232 +Carry,0.6957588503329828,0.35008818342151676,0.4657984277836443,5670.0,2853,5670 +accuracy,0.5737788085229744,0.5737788085229744,0.5737788085229744,0.5737788085229744,0,0 +macro avg,0.578459410567621,0.27314487510316093,0.30157876855390414,41394.0,0,0 +weighted avg,0.5892108166005376,0.5737788085229744,0.4995658856077188,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b8df5c3c41469a08f44b84e396b6d4fdf6728a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4420113544201135,0.7335127860026918,0.5516194331983806,743.0,1233,743 +Sit to stand,0.45263157894736844,0.14527027027027026,0.21994884910485935,296.0,95,296 +Stand to sit,0.5333333333333333,0.026936026936026935,0.05128205128205128,297.0,15,297 +Sitting,0.3160621761658031,0.7379032258064516,0.44256348246674726,248.0,579,248 +Stair up,0.23076923076923078,0.07894736842105263,0.11764705882352941,76.0,26,76 +Stair down,0.21052631578947367,0.0625,0.0963855421686747,64.0,19,64 +Ramp up,0.45454545454545453,0.07936507936507936,0.13513513513513514,63.0,11,63 +Ramp down,0.4090909090909091,0.12,0.18556701030927836,75.0,22,75 +Grass walking,0.5454545454545454,0.08450704225352113,0.14634146341463414,71.0,11,71 +Uneven ground walking,0.5714285714285714,0.11428571428571428,0.19047619047619047,70.0,14,70 +Carry,0.12871287128712872,0.10569105691056911,0.11607142857142858,123.0,101,123 +accuracy,0.39040451552210725,0.39040451552210725,0.39040451552210725,0.39040451552210725,0,0 +macro avg,0.39041512193017563,0.2080835063864888,0.20482160408644629,2126.0,0,0 +weighted avg,0.4158354124432944,0.39040451552210725,0.3177261827328827,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..3dec500c4e1f904e8312a1d70741aae4ab2622eb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5478423439990192,0.9025498611461752,0.6818225163542044,19805.0,32628,19805 +Sit to stand,0.6578947368421053,0.1725625539257981,0.2734107997265892,1159.0,304,1159 +Stand to sit,0.594059405940594,0.04005340453938585,0.075046904315197,1498.0,101,1498 +Sitting,0.6701474201474201,0.8503507404520655,0.7495705942974923,3849.0,4884,3849 +Stair up,0.3239644970414201,0.17906786590351595,0.23064770932069512,1223.0,676,1223 +Stair down,0.3477088948787062,0.10723192019950124,0.1639135959339263,1203.0,371,1203 +Ramp up,0.45901639344262296,0.1047008547008547,0.17050891692040018,1872.0,427,1872 +Ramp down,0.451693851944793,0.1468189233278956,0.22160664819944598,2452.0,797,2452 +Grass walking,0.7536231884057971,0.06598984771573604,0.12135355892648775,2364.0,207,2364 +Uneven ground walking,0.672514619883041,0.04995655951346655,0.09300444803881924,2302.0,171,2302 +Carry,0.6763710223425863,0.3448990160538581,0.45684234594718187,5793.0,2954,5793 +accuracy,0.5648207720588235,0.5648207720588235,0.5648207720588235,0.5648207720588235,0,0 +macro avg,0.559530579533464,0.2694710497707502,0.29433891254367633,43520.0,0,0 +weighted avg,0.5770004970554604,0.5648207720588235,0.48959562716959354,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..094a392bdc337d7d5e708c00d8314dd5a25ac4d7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5519987259117694,0.9091386003567307,0.6869215371504449,19062.0,31395,19062 +Sit to stand,0.7511961722488039,0.18192352259559674,0.292910447761194,863.0,209,863 +Stand to sit,0.6046511627906976,0.04329725228975854,0.08080808080808081,1201.0,86,1201 +Sitting,0.7177700348432056,0.8580949736184393,0.7816847963571971,3601.0,4305,3601 +Stair up,0.32769230769230767,0.1857018308631212,0.2370617696160267,1147.0,650,1147 +Stair down,0.35511363636363635,0.10974539069359086,0.1676727028839705,1139.0,352,1139 +Ramp up,0.45913461538461536,0.10558319513543395,0.17168539325842697,1809.0,416,1809 +Ramp down,0.4529032258064516,0.14766512410601598,0.22271573604060912,2377.0,775,2377 +Grass walking,0.7653061224489796,0.06541648495420846,0.12053033346725593,2293.0,196,2293 +Uneven ground walking,0.6815286624203821,0.047939068100358424,0.0895772289660946,2232.0,157,2232 +Carry,0.6957588503329828,0.35008818342151676,0.4657984277836443,5670.0,2853,5670 +accuracy,0.5737788085229744,0.5737788085229744,0.5737788085229744,0.5737788085229744,0,0 +macro avg,0.578459410567621,0.27314487510316093,0.30157876855390414,41394.0,0,0 +weighted avg,0.5892108166005376,0.5737788085229744,0.4995658856077188,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b8df5c3c41469a08f44b84e396b6d4fdf6728a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4420113544201135,0.7335127860026918,0.5516194331983806,743.0,1233,743 +Sit to stand,0.45263157894736844,0.14527027027027026,0.21994884910485935,296.0,95,296 +Stand to sit,0.5333333333333333,0.026936026936026935,0.05128205128205128,297.0,15,297 +Sitting,0.3160621761658031,0.7379032258064516,0.44256348246674726,248.0,579,248 +Stair up,0.23076923076923078,0.07894736842105263,0.11764705882352941,76.0,26,76 +Stair down,0.21052631578947367,0.0625,0.0963855421686747,64.0,19,64 +Ramp up,0.45454545454545453,0.07936507936507936,0.13513513513513514,63.0,11,63 +Ramp down,0.4090909090909091,0.12,0.18556701030927836,75.0,22,75 +Grass walking,0.5454545454545454,0.08450704225352113,0.14634146341463414,71.0,11,71 +Uneven ground walking,0.5714285714285714,0.11428571428571428,0.19047619047619047,70.0,14,70 +Carry,0.12871287128712872,0.10569105691056911,0.11607142857142858,123.0,101,123 +accuracy,0.39040451552210725,0.39040451552210725,0.39040451552210725,0.39040451552210725,0,0 +macro avg,0.39041512193017563,0.2080835063864888,0.20482160408644629,2126.0,0,0 +weighted avg,0.4158354124432944,0.39040451552210725,0.3177261827328827,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5864a9574dc5d0989684f878f34392b43b115d6e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3228,22,27,0,5,3,4,6,15,9,74 +Sit to stand,16,530,0,18,0,0,0,0,0,0,0 +Stand to sit,26,0,589,34,0,0,0,0,0,0,0 +Sitting,0,39,10,782,0,0,0,0,0,0,0 +Stair up,12,0,0,0,234,0,0,0,0,2,0 +Stair down,12,0,0,0,0,229,0,0,0,0,0 +Ramp up,18,0,0,0,0,0,354,0,0,0,0 +Ramp down,6,0,0,0,0,0,0,465,0,0,0 +Grass walking,50,0,0,0,0,0,0,0,404,4,4 +Uneven ground walking,15,0,0,0,1,0,0,0,5,275,0 +Carry,19,0,0,0,0,0,0,0,0,0,1254 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8bc9efb56a7977331b4738b1442974ef2d7c891 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2893,3,5,0,2,1,0,1,8,4,57 +Sit to stand,0,224,0,2,0,0,0,0,0,0,0 +Stand to sit,4,0,310,0,0,0,0,0,0,0,0 +Sitting,0,5,0,604,0,0,0,0,0,0,0 +Stair up,2,0,0,0,212,0,0,0,0,2,0 +Stair down,3,0,0,0,0,205,0,0,0,0,0 +Ramp up,1,0,0,0,0,0,339,0,0,0,0 +Ramp down,0,0,0,0,0,0,0,431,0,0,0 +Grass walking,33,0,0,0,0,0,0,0,386,2,4 +Uneven ground walking,6,0,0,0,1,0,0,0,4,254,0 +Carry,9,0,0,0,0,0,0,0,0,0,1219 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6bb2585af3131bdbe720dcfa18e6d7fef147fbe2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,335,19,22,0,3,2,4,5,7,5,17 +Sit to stand,16,306,0,16,0,0,0,0,0,0,0 +Stand to sit,22,0,279,34,0,0,0,0,0,0,0 +Sitting,0,34,10,178,0,0,0,0,0,0,0 +Stair up,10,0,0,0,22,0,0,0,0,0,0 +Stair down,9,0,0,0,0,24,0,0,0,0,0 +Ramp up,17,0,0,0,0,0,15,0,0,0,0 +Ramp down,6,0,0,0,0,0,0,34,0,0,0 +Grass walking,17,0,0,0,0,0,0,0,18,2,0 +Uneven ground walking,9,0,0,0,0,0,0,0,1,21,0 +Carry,10,0,0,0,0,0,0,0,0,0,35 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0156778dfdf2f2cc66f9d4bfbdda8729683bb085 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9488536155202821,0.9513704686118479,0.9501103752759382,3393.0,3402,3393 +Sit to stand,0.8967851099830795,0.9397163120567376,0.9177489177489178,564.0,591,564 +Stand to sit,0.9408945686900958,0.9075500770416025,0.923921568627451,649.0,626,649 +Sitting,0.9376498800959233,0.941034897713598,0.9393393393393393,831.0,834,831 +Stair up,0.975,0.9435483870967742,0.9590163934426229,248.0,240,248 +Stair down,0.9870689655172413,0.950207468879668,0.9682875264270613,241.0,232,241 +Ramp up,0.9888268156424581,0.9516129032258065,0.9698630136986301,372.0,358,372 +Ramp down,0.9872611464968153,0.9872611464968153,0.9872611464968153,471.0,471,471 +Grass walking,0.9528301886792453,0.8744588744588745,0.9119638826185101,462.0,424,462 +Uneven ground walking,0.9482758620689655,0.9290540540540541,0.9385665529010239,296.0,290,296 +Carry,0.9414414414414415,0.9850746268656716,0.962763915547025,1273.0,1332,1273 +accuracy,0.9481818181818182,0.9481818181818182,0.9481818181818182,0.9481818181818182,0,0 +macro avg,0.9549897812850499,0.94189901968195,0.9480766029203033,8800.0,0,0 +weighted avg,0.9485175111745667,0.9481818181818182,0.9480994159557107,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f5a23b1e76c6ce0d87479b20c1146022cbb28255 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9803456455438835,0.972763954270343,0.9765400843881856,2974.0,2951,2974 +Sit to stand,0.9655172413793104,0.9911504424778761,0.9781659388646288,226.0,232,226 +Stand to sit,0.9841269841269841,0.9872611464968153,0.985691573926868,314.0,315,314 +Sitting,0.9966996699669967,0.9917898193760263,0.994238683127572,609.0,606,609 +Stair up,0.986046511627907,0.9814814814814815,0.9837587006960556,216.0,215,216 +Stair down,0.9951456310679612,0.9855769230769231,0.9903381642512077,208.0,206,208 +Ramp up,1.0,0.9970588235294118,0.9985272459499264,340.0,339,340 +Ramp down,0.9976851851851852,1.0,0.9988412514484357,431.0,432,431 +Grass walking,0.9698492462311558,0.908235294117647,0.9380315917375456,425.0,398,425 +Uneven ground walking,0.9694656488549618,0.9584905660377359,0.9639468690702088,265.0,262,265 +Carry,0.95234375,0.992671009771987,0.9720893141945773,1228.0,1280,1228 +accuracy,0.9780265339966833,0.9780265339966833,0.9780265339966833,0.9780265339966833,0,0 +macro avg,0.9815659558167589,0.9787708600578405,0.9800154016050192,7236.0,0,0 +weighted avg,0.9782078389453279,0.9780265339966833,0.977972817927923,7236.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..715ae7224488eb78db1f66230fc50d278bbb08a4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7427937915742794,0.7995226730310262,0.7701149425287356,419.0,451,419 +Sit to stand,0.8523676880222841,0.9053254437869822,0.8780487804878049,338.0,359,338 +Stand to sit,0.8971061093247589,0.8328358208955224,0.8637770897832817,335.0,311,335 +Sitting,0.7807017543859649,0.8018018018018018,0.7911111111111111,222.0,228,222 +Stair up,0.88,0.6875,0.7719298245614035,32.0,25,32 +Stair down,0.9230769230769231,0.7272727272727273,0.8135593220338984,33.0,26,33 +Ramp up,0.7894736842105263,0.46875,0.5882352941176471,32.0,19,32 +Ramp down,0.8717948717948718,0.85,0.8607594936708861,40.0,39,40 +Grass walking,0.6923076923076923,0.4864864864864865,0.5714285714285714,37.0,26,37 +Uneven ground walking,0.75,0.6774193548387096,0.711864406779661,31.0,28,31 +Carry,0.6730769230769231,0.7777777777777778,0.7216494845360825,45.0,52,45 +accuracy,0.8101023017902813,0.8101023017902813,0.8101023017902813,0.8101023017902813,0,0 +macro avg,0.8047908579794748,0.7286083714446395,0.7584071200944621,1564.0,0,0 +weighted avg,0.8127158252561061,0.8101023017902813,0.8087842980801269,1564.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f58ccc57e488b75c4653bfcf3c183ec16db7a2d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9434072345390898,0.9531388152077808,0.9482480574695792,3393.0,3428,3393 +Sit to stand,0.8993288590604027,0.950354609929078,0.9241379310344827,564.0,596,564 +Stand to sit,0.9388083735909822,0.8983050847457628,0.9181102362204724,649.0,621,649 +Sitting,0.931924882629108,0.9554753309265944,0.9435531788472965,831.0,852,831 +Stair up,0.9914529914529915,0.9354838709677419,0.9626556016597511,248.0,234,248 +Stair down,0.9745762711864406,0.9543568464730291,0.9643605870020965,241.0,236,241 +Ramp up,0.9805013927576601,0.946236559139785,0.9630642954856361,372.0,359,372 +Ramp down,0.9851380042462845,0.9851380042462845,0.9851380042462845,471.0,471,471 +Grass walking,0.979746835443038,0.8376623376623377,0.9031505250875146,462.0,395,462 +Uneven ground walking,0.9623287671232876,0.9493243243243243,0.95578231292517,296.0,292,296 +Carry,0.9430091185410334,0.9748625294579732,0.9586713016608729,1273.0,1316,1273 +accuracy,0.9470454545454545,0.9470454545454545,0.9470454545454545,0.9470454545454545,0,0 +macro avg,0.9572929755063925,0.9400307557346083,0.9478974574217415,8800.0,0,0 +weighted avg,0.947654674717565,0.9470454545454545,0.9468784965746903,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..135d77ad43e1c38c1dfcdd907c14803f03598cb3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9770966655439542,0.9754539340954943,0.9762746087834427,2974.0,2969,2974 +Sit to stand,0.9696969696969697,0.9911504424778761,0.9803063457330415,226.0,231,226 +Stand to sit,0.9717868338557993,0.9872611464968153,0.9794628751974723,314.0,319,314 +Sitting,0.9967051070840197,0.993431855500821,0.9950657894736842,609.0,607,609 +Stair up,1.0,0.9768518518518519,0.9882903981264637,216.0,211,216 +Stair down,1.0,0.9903846153846154,0.9951690821256038,208.0,206,208 +Ramp up,0.9941002949852508,0.9911764705882353,0.9926362297496318,340.0,339,340 +Ramp down,0.9953810623556582,1.0,0.9976851851851852,431.0,433,431 +Grass walking,0.9973474801061007,0.8847058823529412,0.9376558603491272,425.0,377,425 +Uneven ground walking,0.9776119402985075,0.9886792452830189,0.9831144465290806,265.0,268,265 +Carry,0.9529780564263323,0.990228013029316,0.9712460063897763,1228.0,1276,1228 +accuracy,0.9783029297954671,0.9783029297954671,0.9783029297954671,0.9783029297954671,0,0 +macro avg,0.9847913100320537,0.9790294051873623,0.9815369843311372,7236.0,0,0 +weighted avg,0.9786306950262758,0.9783029297954671,0.9781951384869358,7236.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..cac5491531c025f2dd40cf07377f63a1b32b5ee9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7254901960784313,0.7947494033412887,0.7585421412300684,419.0,459,419 +Sit to stand,0.8547945205479452,0.9230769230769231,0.887624466571835,338.0,365,338 +Stand to sit,0.9039735099337748,0.8149253731343283,0.8571428571428571,335.0,302,335 +Sitting,0.7714285714285715,0.8513513513513513,0.8094218415417559,222.0,245,222 +Stair up,0.9130434782608695,0.65625,0.7636363636363637,32.0,23,32 +Stair down,0.8,0.7272727272727273,0.7619047619047619,33.0,30,33 +Ramp up,0.75,0.46875,0.5769230769230769,32.0,20,32 +Ramp down,0.868421052631579,0.825,0.8461538461538461,40.0,38,40 +Grass walking,0.6111111111111112,0.2972972972972973,0.4,37.0,18,37 +Uneven ground walking,0.7916666666666666,0.6129032258064516,0.6909090909090909,31.0,24,31 +Carry,0.625,0.5555555555555556,0.5882352941176471,45.0,40,45 +accuracy,0.8024296675191815,0.8024296675191815,0.8024296675191815,0.8024296675191815,0,0 +macro avg,0.7831753733326317,0.6842847142578111,0.721863067284664,1564.0,0,0 +weighted avg,0.803466253180572,0.8024296675191815,0.7987572992213523,1564.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..35e0ff74bb271f78ae123004b0a200b82c398fbc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3211,24,38,0,6,5,7,8,13,11,71 +Sit to stand,10,533,0,36,0,0,0,0,0,0,0 +Stand to sit,33,0,588,14,0,0,0,0,0,0,0 +Sitting,0,38,23,768,0,0,0,0,0,0,0 +Stair up,15,0,0,0,223,0,0,2,0,2,0 +Stair down,17,0,0,0,0,223,0,0,0,0,0 +Ramp up,21,0,0,0,0,0,354,0,0,0,0 +Ramp down,3,0,0,0,3,0,0,463,0,0,0 +Grass walking,59,0,0,0,0,0,0,0,397,2,5 +Uneven ground walking,22,0,0,0,0,0,0,1,1,270,0 +Carry,32,0,0,0,0,0,0,0,0,0,1248 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..55783f794cd8351ad812bfea8a9ff4947b7d2f94 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2884,3,19,0,4,0,3,2,8,3,51 +Sit to stand,0,232,0,6,0,0,0,0,0,0,0 +Stand to sit,10,0,297,1,0,0,0,0,0,0,0 +Sitting,0,5,1,610,0,0,0,0,0,0,0 +Stair up,5,0,0,0,203,0,0,0,0,2,0 +Stair down,4,0,0,0,0,205,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,340,0,0,0,0 +Ramp down,0,0,0,0,0,0,0,429,0,0,0 +Grass walking,40,0,0,0,0,0,0,0,380,2,5 +Uneven ground walking,10,0,0,0,0,0,0,1,0,255,0 +Carry,18,0,0,0,0,0,0,0,0,0,1217 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..26500e181be0ad76b9cbcdc4cde56f69d0cfd746 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,327,21,19,0,2,5,4,6,5,8,20 +Sit to stand,10,301,0,30,0,0,0,0,0,0,0 +Stand to sit,23,0,291,13,0,0,0,0,0,0,0 +Sitting,0,33,22,158,0,0,0,0,0,0,0 +Stair up,10,0,0,0,20,0,0,2,0,0,0 +Stair down,13,0,0,0,0,18,0,0,0,0,0 +Ramp up,18,0,0,0,0,0,14,0,0,0,0 +Ramp down,3,0,0,0,3,0,0,34,0,0,0 +Grass walking,19,0,0,0,0,0,0,0,17,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,1,15,0 +Carry,14,0,0,0,0,0,0,0,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..55d3b60856bf8e17d0b21bf866b07b57c4c72782 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9380660239555945,0.946081319976429,0.9420566231480123,3394.0,3423,3394 +Sit to stand,0.8957983193277311,0.9205526770293609,0.9080068143100511,579.0,595,579 +Stand to sit,0.9060092449922958,0.925984251968504,0.9158878504672897,635.0,649,635 +Sitting,0.9388753056234719,0.9264173703256936,0.9326047358834244,829.0,818,829 +Stair up,0.9612068965517241,0.9214876033057852,0.9409282700421941,242.0,232,242 +Stair down,0.9780701754385965,0.9291666666666667,0.9529914529914529,240.0,228,240 +Ramp up,0.9806094182825484,0.944,0.9619565217391305,375.0,361,375 +Ramp down,0.9767932489451476,0.9872068230277186,0.9819724284199364,469.0,474,469 +Grass walking,0.9659367396593674,0.857451403887689,0.9084668192219679,463.0,411,463 +Uneven ground walking,0.9473684210526315,0.9183673469387755,0.9326424870466321,294.0,285,294 +Carry,0.9425981873111783,0.975,0.9585253456221198,1280.0,1324,1280 +accuracy,0.9406818181818182,0.9406818181818182,0.9406818181818182,0.9406818181818182,0,0 +macro avg,0.9483029073763898,0.9319741330115111,0.9396399408083828,8800.0,0,0 +weighted avg,0.9410887492977374,0.9406818181818182,0.9405937569410271,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b48a5d9356068100736231c864de74bdeff4656 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9697377269670477,0.9687604971447766,0.969248865736851,2977.0,2974,2977 +Sit to stand,0.9666666666666667,0.9747899159663865,0.9707112970711297,238.0,240,238 +Stand to sit,0.9369085173501577,0.9642857142857143,0.9504,308.0,317,308 +Sitting,0.9886547811993517,0.9902597402597403,0.9894566098945661,616.0,617,616 +Stair up,0.9806763285024155,0.9666666666666667,0.973621103117506,210.0,207,210 +Stair down,1.0,0.9808612440191388,0.9903381642512077,209.0,205,209 +Ramp up,0.9912536443148688,0.9912536443148688,0.9912536443148688,343.0,343,343 +Ramp down,0.9930555555555556,1.0,0.9965156794425087,429.0,432,429 +Grass walking,0.979381443298969,0.8899297423887588,0.9325153374233128,427.0,388,427 +Uneven ground walking,0.9732824427480916,0.9586466165413534,0.9659090909090909,266.0,262,266 +Carry,0.9560094265514533,0.9854251012145749,0.970494417862839,1235.0,1273,1235 +accuracy,0.9716175254891155,0.9716175254891155,0.9716175254891155,0.9716175254891155,0,0 +macro avg,0.975966048468598,0.9700798984365435,0.9727694736385346,7258.0,0,0 +weighted avg,0.9717936840148462,0.9716175254891155,0.9715258255005209,7258.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f482524a4d924a12c5fbf94b17d82b990dcf049b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7282850779510023,0.7841726618705036,0.7551963048498845,417.0,449,417 +Sit to stand,0.847887323943662,0.8826979472140762,0.8649425287356322,341.0,355,341 +Stand to sit,0.8765060240963856,0.8899082568807339,0.8831562974203339,327.0,332,327 +Sitting,0.7860696517412935,0.7417840375586855,0.7632850241545893,213.0,201,213 +Stair up,0.8,0.625,0.7017543859649122,32.0,25,32 +Stair down,0.782608695652174,0.5806451612903226,0.6666666666666666,31.0,23,31 +Ramp up,0.7777777777777778,0.4375,0.56,32.0,18,32 +Ramp down,0.8095238095238095,0.85,0.8292682926829268,40.0,42,40 +Grass walking,0.7391304347826086,0.4722222222222222,0.576271186440678,36.0,23,36 +Uneven ground walking,0.6521739130434783,0.5357142857142857,0.5882352941176471,28.0,23,28 +Carry,0.6078431372549019,0.6888888888888889,0.6458333333333334,45.0,51,45 +accuracy,0.795071335927367,0.795071335927367,0.795071335927367,0.795071335927367,0,0 +macro avg,0.7643459859788266,0.6807757692399744,0.712237210396964,1542.0,0,0 +weighted avg,0.7952191815173092,0.795071335927367,0.7922999160146877,1542.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..dcc14956a67dfc99aa93f2d122c4536085408cde --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.940198366394399,0.9496169711255156,0.9448841981823513,3394.0,3428,3394 +Sit to stand,0.9089347079037801,0.9136442141623489,0.9112833763996555,579.0,582,579 +Stand to sit,0.9213483146067416,0.9039370078740158,0.9125596184419714,635.0,623,635 +Sitting,0.9198606271777003,0.9553679131483716,0.9372781065088758,829.0,861,829 +Stair up,0.9781659388646288,0.9256198347107438,0.9511677282377919,242.0,229,242 +Stair down,0.9705882352941176,0.9625,0.9665271966527197,240.0,238,240 +Ramp up,0.977961432506887,0.9466666666666667,0.962059620596206,375.0,363,375 +Ramp down,0.9747368421052631,0.9872068230277186,0.9809322033898306,469.0,475,469 +Grass walking,0.9800498753117207,0.8488120950323974,0.9097222222222222,463.0,401,463 +Uneven ground walking,0.9614035087719298,0.9319727891156463,0.9464594127806563,294.0,285,294 +Carry,0.9444866920152091,0.9703125,0.9572254335260115,1280.0,1315,1280 +accuracy,0.9431818181818182,0.9431818181818182,0.9431818181818182,0.9431818181818182,0,0 +macro avg,0.9525213219047616,0.9359688013512204,0.9436453742671174,8800.0,0,0 +weighted avg,0.9436170716551698,0.9431818181818182,0.9430382546904674,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..be378e7a5fdb634689f77590f7fd2f996532a5e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9701342281879195,0.9711118575747397,0.9706227967097533,2977.0,2980,2977 +Sit to stand,0.966804979253112,0.9789915966386554,0.9728601252609603,238.0,241,238 +Stand to sit,0.9462025316455697,0.9707792207792207,0.9583333333333334,308.0,316,308 +Sitting,0.9919093851132686,0.9951298701298701,0.993517017828201,616.0,618,616 +Stair up,0.9951219512195122,0.9714285714285714,0.983132530120482,210.0,205,210 +Stair down,1.0,0.9856459330143541,0.9927710843373494,209.0,206,209 +Ramp up,0.9941348973607038,0.9883381924198251,0.9912280701754386,343.0,341,343 +Ramp down,0.988479262672811,1.0,0.9942062572421785,429.0,434,429 +Grass walking,0.989501312335958,0.882903981264637,0.9331683168316832,427.0,381,427 +Uneven ground walking,0.9847908745247148,0.9736842105263158,0.9792060491493384,266.0,263,266 +Carry,0.9544383346425765,0.9838056680161943,0.9688995215311005,1235.0,1273,1235 +accuracy,0.9734086525213558,0.9734086525213558,0.9734086525213558,0.9734086525213558,0,0 +macro avg,0.9801379779051043,0.9728926456174893,0.9761768275018018,7258.0,0,0 +weighted avg,0.9736649218608916,0.9734086525213558,0.9733030056622377,7258.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..03b2c256167ab44b4fd212a7c1dae22dbbf8dd5d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7410714285714286,0.7961630695443646,0.7676300578034682,417.0,448,417 +Sit to stand,0.8680351906158358,0.8680351906158358,0.8680351906158358,341.0,341,341 +Stand to sit,0.8957654723127035,0.8409785932721713,0.8675078864353313,327.0,307,327 +Sitting,0.7366255144032922,0.8403755868544601,0.7850877192982456,213.0,243,213 +Stair up,0.8333333333333334,0.625,0.7142857142857143,32.0,24,32 +Stair down,0.78125,0.8064516129032258,0.7936507936507936,31.0,32,31 +Ramp up,0.7272727272727273,0.5,0.5925925925925926,32.0,22,32 +Ramp down,0.8292682926829268,0.85,0.8395061728395061,40.0,41,40 +Grass walking,0.8,0.4444444444444444,0.5714285714285714,36.0,20,36 +Uneven ground walking,0.6818181818181818,0.5357142857142857,0.6,28.0,22,28 +Carry,0.6428571428571429,0.6,0.6206896551724138,45.0,42,45 +accuracy,0.8009079118028535,0.8009079118028535,0.8009079118028535,0.8009079118028535,0,0 +macro avg,0.7761179348970519,0.700651162122617,0.7291285776474975,1542.0,0,0 +weighted avg,0.8034965537578678,0.8009079118028535,0.7991611462840297,1542.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c151b23518ca7a6aaf626b65bc93d28ae72fd79a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3204,15,57,0,7,3,7,10,15,10,78 +Sit to stand,15,528,0,39,0,0,0,0,0,0,0 +Stand to sit,42,0,570,16,0,0,0,0,0,0,0 +Sitting,0,42,20,762,0,0,0,0,0,0,0 +Stair up,23,0,0,0,220,0,0,0,0,1,0 +Stair down,13,0,0,0,0,224,0,0,0,0,0 +Ramp up,21,0,0,0,0,0,357,0,0,0,0 +Ramp down,6,0,0,0,2,0,0,458,0,0,0 +Grass walking,57,0,0,0,0,0,0,0,404,3,6 +Uneven ground walking,23,0,0,0,0,0,0,1,0,268,1 +Carry,32,0,0,0,0,0,0,0,0,1,1239 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a4be8d2998cd64ff4a314ab5800902b5d0448b58 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2873,0,31,0,4,1,2,5,11,2,55 +Sit to stand,0,238,0,8,0,0,0,0,0,0,0 +Stand to sit,9,0,291,1,0,0,0,0,0,0,0 +Sitting,0,12,0,600,0,0,0,0,0,0,0 +Stair up,10,0,0,0,202,0,0,0,0,1,0 +Stair down,4,0,0,0,0,204,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,343,0,0,0,0 +Ramp down,1,0,0,0,0,0,0,427,0,0,0 +Grass walking,39,0,0,0,0,0,0,0,388,2,6 +Uneven ground walking,12,0,0,0,0,0,0,1,0,249,0 +Carry,18,0,0,0,0,0,0,0,0,1,1205 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..40aa1689217783d93685edae007cdf7fd1469ac1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,331,15,26,0,3,2,5,5,4,8,23 +Sit to stand,15,290,0,31,0,0,0,0,0,0,0 +Stand to sit,33,0,279,15,0,0,0,0,0,0,0 +Sitting,0,30,20,162,0,0,0,0,0,0,0 +Stair up,13,0,0,0,18,0,0,0,0,0,0 +Stair down,9,0,0,0,0,20,0,0,0,0,0 +Ramp up,18,0,0,0,0,0,14,0,0,0,0 +Ramp down,5,0,0,0,2,0,0,31,0,0,0 +Grass walking,18,0,0,0,0,0,0,0,16,1,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,19,1 +Carry,14,0,0,0,0,0,0,0,0,0,34 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1798999c153dd0a34c0464fc9cef9a152e4727e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9324796274738067,0.9406928948913682,0.9365682548962292,3406.0,3436,3406 +Sit to stand,0.9025641025641026,0.9072164948453608,0.9048843187660668,582.0,585,582 +Stand to sit,0.8809891808346213,0.9076433121019108,0.8941176470588236,628.0,647,628 +Sitting,0.9326805385556916,0.9247572815533981,0.9287020109689214,824.0,817,824 +Stair up,0.9606986899563319,0.9016393442622951,0.9302325581395349,244.0,229,244 +Stair down,0.986784140969163,0.9451476793248945,0.9655172413793104,237.0,227,237 +Ramp up,0.9807692307692307,0.9444444444444444,0.9622641509433962,378.0,364,378 +Ramp down,0.976545842217484,0.9828326180257511,0.9796791443850268,466.0,469,466 +Grass walking,0.964200477326969,0.8595744680851064,0.9088863892013498,470.0,419,470 +Uneven ground walking,0.9469964664310954,0.9146757679180887,0.9305555555555556,293.0,283,293 +Carry,0.9358006042296072,0.9740566037735849,0.9545454545454546,1272.0,1324,1272 +accuracy,0.9356818181818182,0.9356818181818182,0.9356818181818182,0.9356818181818182,0,0 +macro avg,0.9455008092116458,0.9275164462932913,0.9359957023490608,8800.0,0,0 +weighted avg,0.936155670369696,0.9356818181818182,0.9356173123530613,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c391098015a49a3e61bac83c4cd5a46bc05c003 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9676658807679354,0.9628016085790885,0.9652276163279019,2984.0,2969,2984 +Sit to stand,0.952,0.967479674796748,0.9596774193548387,246.0,250,246 +Stand to sit,0.9037267080745341,0.9667774086378738,0.9341894060995185,301.0,322,301 +Sitting,0.9852216748768473,0.9803921568627451,0.9828009828009828,612.0,609,612 +Stair up,0.9805825242718447,0.9483568075117371,0.964200477326969,213.0,206,213 +Stair down,0.9951219512195122,0.9807692307692307,0.9878934624697336,208.0,205,208 +Ramp up,0.9942028985507246,0.9913294797687862,0.9927641099855282,346.0,345,346 +Ramp down,0.9861431870669746,0.9976635514018691,0.991869918699187,428.0,433,428 +Grass walking,0.9724310776942355,0.8919540229885058,0.9304556354916067,435.0,399,435 +Uneven ground walking,0.9764705882352941,0.950381679389313,0.9632495164410058,262.0,255,262 +Carry,0.9518167456556083,0.9844771241830066,0.9678714859437751,1224.0,1266,1224 +accuracy,0.9670753547320567,0.9670753547320567,0.9670753547320567,0.9670753547320567,0,0 +macro avg,0.9695802942194099,0.9656711586262641,0.9672909119037314,7259.0,0,0 +weighted avg,0.9674147723447398,0.9670753547320567,0.9670274952001755,7259.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f097e11fad4b4b1727203869256463f831348ff9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.708779443254818,0.7843601895734598,0.7446569178852643,422.0,467,422 +Sit to stand,0.8656716417910447,0.8630952380952381,0.8643815201192251,336.0,335,336 +Stand to sit,0.8584615384615385,0.8532110091743119,0.8558282208588958,327.0,325,327 +Sitting,0.7788461538461539,0.7641509433962265,0.7714285714285715,212.0,208,212 +Stair up,0.782608695652174,0.5806451612903226,0.6666666666666666,31.0,23,31 +Stair down,0.9090909090909091,0.6896551724137931,0.7843137254901961,29.0,22,29 +Ramp up,0.7368421052631579,0.4375,0.5490196078431373,32.0,19,32 +Ramp down,0.8611111111111112,0.8157894736842105,0.8378378378378378,38.0,36,38 +Grass walking,0.8,0.45714285714285713,0.5818181818181818,35.0,20,35 +Uneven ground walking,0.6785714285714286,0.6129032258064516,0.6440677966101694,31.0,28,31 +Carry,0.5862068965517241,0.7083333333333334,0.6415094339622641,48.0,58,48 +accuracy,0.7878001297858533,0.7878001297858533,0.7878001297858533,0.7878001297858533,0,0 +macro avg,0.7787445385085509,0.6878896912645641,0.7219571345927647,1541.0,0,0 +weighted avg,0.7916302564745789,0.7878001297858533,0.7865129891984415,1541.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..283a2986407f4b3e96dc325f8a1972e81c10c269 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9339486587828093,0.9506752789195537,0.9422377418885494,3406.0,3467,3406 +Sit to stand,0.9006734006734006,0.9192439862542955,0.9098639455782312,582.0,594,582 +Stand to sit,0.9155629139072847,0.8805732484076433,0.8977272727272727,628.0,604,628 +Sitting,0.9261025029797377,0.9429611650485437,0.9344558027660854,824.0,839,824 +Stair up,0.973568281938326,0.9057377049180327,0.9384288747346072,244.0,227,244 +Stair down,0.987012987012987,0.9620253164556962,0.9743589743589743,237.0,231,237 +Ramp up,0.9781420765027322,0.9470899470899471,0.9623655913978495,378.0,366,378 +Ramp down,0.9767441860465116,0.9914163090128756,0.9840255591054313,466.0,473,466 +Grass walking,0.9801980198019802,0.8425531914893617,0.9061784897025171,470.0,404,470 +Uneven ground walking,0.9608540925266904,0.9215017064846417,0.9407665505226481,293.0,281,293 +Carry,0.941400304414003,0.9724842767295597,0.9566898685228151,1272.0,1314,1272 +accuracy,0.9403409090909091,0.9403409090909091,0.9403409090909091,0.9403409090909091,0,0 +macro avg,0.9522006749624056,0.9305692846191047,0.9406453337549983,8800.0,0,0 +weighted avg,0.9408364503815735,0.9403409090909091,0.9401425798437603,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..97ad9bde286cac287bf67ec782d8b3d29ee0eae9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9695142378559464,0.9698391420911529,0.9696766627575808,2984.0,2985,2984 +Sit to stand,0.967479674796748,0.967479674796748,0.967479674796748,246.0,246,246 +Stand to sit,0.9299363057324841,0.9700996677740864,0.9495934959349593,301.0,314,301 +Sitting,0.9853420195439739,0.988562091503268,0.9869494290375204,612.0,614,612 +Stair up,0.9950980392156863,0.9530516431924883,0.973621103117506,213.0,204,213 +Stair down,0.9951690821256038,0.9903846153846154,0.9927710843373494,208.0,207,208 +Ramp up,0.9884057971014493,0.9855491329479769,0.9869753979739508,346.0,345,346 +Ramp down,0.9884526558891455,1.0,0.9941927990708479,428.0,433,428 +Grass walking,0.9921671018276762,0.8735632183908046,0.9290953545232273,435.0,383,435 +Uneven ground walking,0.9806201550387597,0.9656488549618321,0.9730769230769231,262.0,258,262 +Carry,0.9511811023622048,0.9869281045751634,0.9687249398556536,1224.0,1270,1224 +accuracy,0.9709326353492217,0.9709326353492217,0.9709326353492217,0.9709326353492217,0,0 +macro avg,0.976669651953607,0.968282376874376,0.9720142604074787,7259.0,0,0 +weighted avg,0.9713085360115427,0.9709326353492217,0.9708036231120803,7259.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b652dd93113e2346982e10033eba4ab570cb002 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7136929460580913,0.8151658767772512,0.7610619469026548,422.0,482,422 +Sit to stand,0.853448275862069,0.8839285714285714,0.868421052631579,336.0,348,336 +Stand to sit,0.9,0.7981651376146789,0.8460291734197731,327.0,290,327 +Sitting,0.7644444444444445,0.8113207547169812,0.7871853546910755,212.0,225,212 +Stair up,0.782608695652174,0.5806451612903226,0.6666666666666666,31.0,23,31 +Stair down,0.9166666666666666,0.7586206896551724,0.8301886792452831,29.0,24,29 +Ramp up,0.8095238095238095,0.53125,0.6415094339622641,32.0,21,32 +Ramp down,0.85,0.8947368421052632,0.8717948717948718,38.0,40,38 +Grass walking,0.7619047619047619,0.45714285714285713,0.5714285714285714,35.0,21,35 +Uneven ground walking,0.7391304347826086,0.5483870967741935,0.6296296296296297,31.0,23,31 +Carry,0.6590909090909091,0.6041666666666666,0.6304347826086957,48.0,44,48 +accuracy,0.7962362102530824,0.7962362102530824,0.7962362102530824,0.7962362102530824,0,0 +macro avg,0.7955009949077758,0.6985026958338144,0.7367591057255514,1541.0,0,0 +weighted avg,0.8011449089766358,0.7962362102530824,0.7947245189120169,1541.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9f613549cea2ed0acefec3ba6e1802694700f817 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3180,25,64,0,10,5,11,14,28,6,71 +Sit to stand,9,522,0,45,0,0,0,0,0,0,0 +Stand to sit,48,0,557,14,0,0,0,0,0,0,0 +Sitting,0,38,25,769,0,0,0,0,0,0,0 +Stair up,28,0,0,0,214,0,0,1,0,1,0 +Stair down,15,0,0,0,0,221,1,0,0,0,0 +Ramp up,15,0,0,0,0,1,360,0,0,0,0 +Ramp down,4,0,0,0,4,0,0,454,0,0,0 +Grass walking,55,0,0,0,0,0,0,0,403,3,7 +Uneven ground walking,23,0,0,0,0,0,0,1,0,269,1 +Carry,34,0,0,0,0,0,0,0,0,1,1243 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..88b796f06f1b2e6323a132b5509737166e06e5fc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2847,2,44,0,7,1,5,6,16,2,56 +Sit to stand,0,230,0,11,0,0,0,0,0,0,0 +Stand to sit,10,0,283,0,0,0,0,0,0,0,0 +Sitting,0,9,1,606,0,0,0,0,0,0,0 +Stair up,13,0,0,0,198,0,0,0,0,1,0 +Stair down,5,0,0,0,0,201,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,338,0,0,0,0 +Ramp down,0,0,0,0,0,0,0,423,0,0,0 +Grass walking,37,0,0,0,0,0,0,0,385,2,7 +Uneven ground walking,16,0,0,0,0,0,0,1,0,248,0 +Carry,18,0,0,0,0,0,0,0,0,1,1212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e217239130ae929d8cb22f3fd9c7777035f24d66 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,333,23,20,0,3,4,6,8,12,4,15 +Sit to stand,9,292,0,34,0,0,0,0,0,0,0 +Stand to sit,38,0,274,14,0,0,0,0,0,0,0 +Sitting,0,29,24,163,0,0,0,0,0,0,0 +Stair up,15,0,0,0,16,0,0,1,0,0,0 +Stair down,10,0,0,0,0,20,1,0,0,0,0 +Ramp up,9,0,0,0,0,1,22,0,0,0,0 +Ramp down,4,0,0,0,4,0,0,31,0,0,0 +Grass walking,18,0,0,0,0,0,0,0,18,1,0 +Uneven ground walking,7,0,0,0,0,0,0,0,0,21,1 +Carry,16,0,0,0,0,0,0,0,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2d35ea83c0b9845225dcfdeb48c4b222e01f17c0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9322779243623571,0.9314586994727593,0.9318681318681319,3414.0,3411,3414 +Sit to stand,0.8923076923076924,0.90625,0.8992248062015504,576.0,585,576 +Stand to sit,0.8622291021671826,0.8998384491114702,0.8806324110671937,619.0,646,619 +Sitting,0.928743961352657,0.9242788461538461,0.9265060240963855,832.0,828,832 +Stair up,0.9385964912280702,0.8770491803278688,0.9067796610169492,244.0,228,244 +Stair down,0.973568281938326,0.9324894514767933,0.9525862068965517,237.0,227,237 +Ramp up,0.967741935483871,0.9574468085106383,0.9625668449197861,376.0,372,376 +Ramp down,0.9659574468085106,0.9826839826839827,0.9742489270386266,462.0,470,462 +Grass walking,0.9350348027842227,0.8611111111111112,0.896551724137931,468.0,431,468 +Uneven ground walking,0.9607142857142857,0.9149659863945578,0.9372822299651568,294.0,280,294 +Carry,0.9402420574886535,0.9726134585289515,0.9561538461538461,1278.0,1322,1278 +accuracy,0.9309090909090909,0.9309090909090909,0.9309090909090909,0.9309090909090909,0,0 +macro avg,0.9361285437850754,0.9236532703429071,0.9294909830329189,8800.0,0,0 +weighted avg,0.931224207573776,0.9309090909090909,0.9308491896890804,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..81ffeeccbe7a6e179a40a6fe39ac6284ba8c3bfb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9644308943089431,0.9534494306764902,0.9589087234759178,2986.0,2952,2986 +Sit to stand,0.9543568464730291,0.9543568464730291,0.9543568464730291,241.0,241,241 +Stand to sit,0.8628048780487805,0.9658703071672355,0.9114331723027376,293.0,328,293 +Sitting,0.9821717990275527,0.9837662337662337,0.9829683698296837,616.0,617,616 +Stair up,0.9658536585365853,0.9339622641509434,0.9496402877697842,212.0,205,212 +Stair down,0.995049504950495,0.9757281553398058,0.9852941176470589,206.0,202,206 +Ramp up,0.9854227405247813,0.9825581395348837,0.9839883551673945,344.0,343,344 +Ramp down,0.9837209302325581,1.0,0.9917936694021102,423.0,430,423 +Grass walking,0.9600997506234414,0.8932714617169374,0.9254807692307693,431.0,401,431 +Uneven ground walking,0.9763779527559056,0.9358490566037736,0.9556840077071291,265.0,254,265 +Carry,0.9505882352941176,0.9845653939886271,0.9672785315243416,1231.0,1275,1231 +accuracy,0.9617825607064018,0.9617825607064018,0.9617825607064018,0.9617825607064018,0,0 +macro avg,0.9618979264341991,0.9603070263107235,0.9606206227754506,7248.0,0,0 +weighted avg,0.9623576331926463,0.9617825607064018,0.9617871516367769,7248.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2673f2d9c7fd3fc495ee4197a6a2581dfc235412 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7254901960784313,0.7780373831775701,0.7508455467869222,428.0,459,428 +Sit to stand,0.8488372093023255,0.8716417910447761,0.8600883652430045,335.0,344,335 +Stand to sit,0.8616352201257862,0.8404907975460123,0.8509316770186336,326.0,318,326 +Sitting,0.7725118483412322,0.7546296296296297,0.7634660421545667,216.0,211,216 +Stair up,0.6956521739130435,0.5,0.5818181818181818,32.0,23,32 +Stair down,0.8,0.6451612903225806,0.7142857142857143,31.0,25,31 +Ramp up,0.7586206896551724,0.6875,0.7213114754098361,32.0,29,32 +Ramp down,0.775,0.7948717948717948,0.7848101265822784,39.0,40,39 +Grass walking,0.6,0.4864864864864865,0.5373134328358209,37.0,30,37 +Uneven ground walking,0.8076923076923077,0.7241379310344828,0.7636363636363637,29.0,26,29 +Carry,0.6595744680851063,0.6595744680851063,0.6595744680851063,47.0,47,47 +accuracy,0.7867268041237113,0.7867268041237113,0.7867268041237113,0.7867268041237113,0,0 +macro avg,0.7550012830175823,0.7038665065634945,0.7261892176233116,1552.0,0,0 +weighted avg,0.7866048444573582,0.7867268041237113,0.7856189051971086,1552.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..4ccde3b22f338e7db7b363edc6d23c968414c93a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9235832856325129,0.9452255418863503,0.9342790966994788,3414.0,3494,3414 +Sit to stand,0.8798646362098139,0.9027777777777778,0.8911739502999143,576.0,591,576 +Stand to sit,0.9103214890016921,0.8691437802907916,0.8892561983471075,619.0,591,619 +Sitting,0.9238095238095239,0.9326923076923077,0.9282296650717703,832.0,840,832 +Stair up,0.9555555555555556,0.8811475409836066,0.9168443496801706,244.0,225,244 +Stair down,0.9655172413793104,0.9451476793248945,0.9552238805970149,237.0,232,237 +Ramp up,0.9675675675675676,0.9521276595744681,0.9597855227882037,376.0,370,376 +Ramp down,0.9660297239915074,0.9848484848484849,0.9753483386923901,462.0,471,462 +Grass walking,0.964735516372796,0.8183760683760684,0.8855491329479769,468.0,397,468 +Uneven ground walking,0.9712230215827338,0.9183673469387755,0.9440559440559441,294.0,278,294 +Carry,0.9420289855072463,0.9663536776212832,0.9540363074546157,1278.0,1311,1278 +accuracy,0.9319318181818181,0.9319318181818181,0.9319318181818181,0.9319318181818181,0,0 +macro avg,0.942748776964569,0.9196552604831645,0.9303438533304168,8800.0,0,0 +weighted avg,0.9323928416188421,0.9319318181818181,0.9316497627713805,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..04b9edcc7310379628b20fc8fd84a69726672833 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.964,0.9685197588747488,0.9662545940527898,2986.0,3000,2986 +Sit to stand,0.9665271966527197,0.9585062240663901,0.9625,241.0,239,241 +Stand to sit,0.9215686274509803,0.962457337883959,0.9415692821368948,293.0,306,293 +Sitting,0.9838709677419355,0.9902597402597403,0.9870550161812298,616.0,620,616 +Stair up,0.9851485148514851,0.9386792452830188,0.961352657004831,212.0,202,212 +Stair down,0.9951219512195122,0.9902912621359223,0.9927007299270073,206.0,205,206 +Ramp up,0.9882697947214076,0.9796511627906976,0.983941605839416,344.0,341,344 +Ramp down,0.9883177570093458,1.0,0.9941245593419507,423.0,428,423 +Grass walking,0.9893048128342246,0.8584686774941995,0.9192546583850931,431.0,374,431 +Uneven ground walking,0.9803149606299213,0.939622641509434,0.9595375722543352,265.0,254,265 +Carry,0.9499609069585614,0.9870024370430545,0.9681274900398407,1231.0,1279,1231 +accuracy,0.967439293598234,0.967439293598234,0.967439293598234,0.967439293598234,0,0 +macro avg,0.9738550445518265,0.9612234988491969,0.9669471059239444,7248.0,0,0 +weighted avg,0.9678486094686527,0.967439293598234,0.9672515558479838,7248.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c78d822121b9442e4f7da8226b317b0158ca7e9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6781376518218624,0.7827102803738317,0.7266811279826464,428.0,494,428 +Sit to stand,0.8210227272727273,0.8626865671641791,0.8413391557496361,335.0,352,335 +Stand to sit,0.8982456140350877,0.7852760736196319,0.8379705400981997,326.0,285,326 +Sitting,0.7545454545454545,0.7685185185185185,0.7614678899082569,216.0,220,216 +Stair up,0.6956521739130435,0.5,0.5818181818181818,32.0,23,32 +Stair down,0.7407407407407407,0.6451612903225806,0.6896551724137931,31.0,27,31 +Ramp up,0.7241379310344828,0.65625,0.6885245901639344,32.0,29,32 +Ramp down,0.7441860465116279,0.8205128205128205,0.7804878048780488,39.0,43,39 +Grass walking,0.5652173913043478,0.35135135135135137,0.43333333333333335,37.0,23,37 +Uneven ground walking,0.875,0.7241379310344828,0.7924528301886793,29.0,24,29 +Carry,0.625,0.425531914893617,0.5063291139240507,47.0,32,47 +accuracy,0.7661082474226805,0.7661082474226805,0.7661082474226805,0.7661082474226805,0,0 +macro avg,0.7383532482890341,0.6656487952537286,0.694550885496251,1552.0,0,0 +weighted avg,0.7694445635224714,0.7661082474226805,0.7640495086640671,1552.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b69319ec6ee25598d8e595f90fba06cd9066c69 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3161,23,65,0,12,4,13,16,21,15,76 +Sit to stand,14,486,0,73,0,0,0,0,0,0,0 +Stand to sit,73,0,530,25,0,0,0,0,0,0,0 +Sitting,0,30,18,777,0,0,0,0,0,0,0 +Stair up,38,0,0,0,207,0,0,1,0,1,0 +Stair down,20,0,0,0,0,215,0,0,0,0,0 +Ramp up,32,0,1,0,0,1,348,0,0,0,0 +Ramp down,5,0,0,0,3,0,0,450,0,0,0 +Grass walking,65,0,0,0,0,0,0,0,401,4,9 +Uneven ground walking,35,0,0,0,0,0,0,1,0,252,2 +Carry,34,0,0,0,0,0,0,0,1,1,1241 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc232ad326a3db8e5400547408c8c9d22cbfdc94 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2838,2,54,0,7,1,7,8,14,5,57 +Sit to stand,0,210,0,26,0,0,0,0,0,0,0 +Stand to sit,17,0,286,0,0,0,0,0,0,0,0 +Sitting,0,10,0,598,0,0,0,0,0,0,0 +Stair up,21,0,0,0,189,0,0,1,0,1,0 +Stair down,9,0,0,0,0,195,0,0,0,0,0 +Ramp up,15,0,0,0,0,0,333,0,0,0,0 +Ramp down,1,0,0,0,0,0,0,418,0,0,0 +Grass walking,45,0,0,0,0,0,0,0,385,2,9 +Uneven ground walking,25,0,0,0,0,0,0,1,0,231,2 +Carry,18,0,0,0,0,0,0,0,1,0,1211 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ab98e85aa835aa84b518731a80275bbd24b79fc7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,323,21,11,0,5,3,6,8,7,10,19 +Sit to stand,14,276,0,47,0,0,0,0,0,0,0 +Stand to sit,56,0,244,25,0,0,0,0,0,0,0 +Sitting,0,20,18,179,0,0,0,0,0,0,0 +Stair up,17,0,0,0,18,0,0,0,0,0,0 +Stair down,11,0,0,0,0,20,0,0,0,0,0 +Ramp up,17,0,1,0,0,1,15,0,0,0,0 +Ramp down,4,0,0,0,3,0,0,32,0,0,0 +Grass walking,20,0,0,0,0,0,0,0,16,2,0 +Uneven ground walking,10,0,0,0,0,0,0,0,0,21,0 +Carry,16,0,0,0,0,0,0,0,0,1,30 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..98da64feb8dbb1101be8eaf0251ff769909c7833 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.909117054932413,0.9280681150910158,0.9184948423652477,3406.0,3477,3406 +Sit to stand,0.9016697588126159,0.8481675392670157,0.8741007194244604,573.0,539,573 +Stand to sit,0.8631921824104235,0.8439490445859873,0.8534621578099839,628.0,614,628 +Sitting,0.888,0.9418181818181818,0.9141176470588235,825.0,875,825 +Stair up,0.9324324324324325,0.8380566801619433,0.8827292110874201,247.0,222,247 +Stair down,0.9772727272727273,0.9148936170212766,0.945054945054945,235.0,220,235 +Ramp up,0.96398891966759,0.9109947643979057,0.9367429340511441,382.0,361,382 +Ramp down,0.9615384615384616,0.982532751091703,0.9719222462203023,458.0,468,458 +Grass walking,0.9479905437352246,0.837160751565762,0.8891352549889135,479.0,423,479 +Uneven ground walking,0.9230769230769231,0.8689655172413793,0.8952042628774423,290.0,273,290 +Carry,0.9344879518072289,0.9718089271730619,0.9527831094049904,1277.0,1328,1277 +accuracy,0.9168181818181819,0.9168181818181819,0.9168181818181819,0.9168181818181819,0,0 +macro avg,0.927524268698731,0.8987650808559302,0.9121588482130611,8800.0,0,0 +weighted avg,0.9172174236897752,0.9168181818181819,0.9164411034251942,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e5f2b5a0ccc1f46f0e267943e66add66b3ccd5ac --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9494814319170292,0.9482124958235884,0.9488465396188566,2993.0,2989,2993 +Sit to stand,0.9459459459459459,0.8898305084745762,0.9170305676855895,236.0,222,236 +Stand to sit,0.8411764705882353,0.9438943894389439,0.8895800933125972,303.0,340,303 +Sitting,0.9583333333333334,0.9835526315789473,0.9707792207792207,608.0,624,608 +Stair up,0.9642857142857143,0.8915094339622641,0.9264705882352942,212.0,196,212 +Stair down,0.9948979591836735,0.9558823529411765,0.975,204.0,196,204 +Ramp up,0.9794117647058823,0.9568965517241379,0.9680232558139535,348.0,340,348 +Ramp down,0.9766355140186916,0.9976133651551312,0.987012987012987,419.0,428,419 +Grass walking,0.9625,0.873015873015873,0.915576694411415,441.0,400,441 +Uneven ground walking,0.9665271966527197,0.8918918918918919,0.927710843373494,259.0,239,259 +Carry,0.9468334636434714,0.9845528455284552,0.9653248306098047,1230.0,1279,1230 +accuracy,0.9505032400386048,0.9505032400386048,0.9505032400386048,0.9505032400386048,0,0 +macro avg,0.9532753449340633,0.9378956672304533,0.9446686928048372,7253.0,0,0 +weighted avg,0.9512499434763348,0.9505032400386048,0.95039731327276,7253.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9d0aa4773449569c4db28cfa8e4fd442811de7f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6618852459016393,0.7820823244552058,0.7169811320754716,413.0,488,413 +Sit to stand,0.8706624605678234,0.8189910979228486,0.8440366972477065,337.0,317,337 +Stand to sit,0.8905109489051095,0.7507692307692307,0.8146911519198664,325.0,274,325 +Sitting,0.7131474103585658,0.8248847926267281,0.7649572649572649,217.0,251,217 +Stair up,0.6923076923076923,0.5142857142857142,0.5901639344262295,35.0,26,35 +Stair down,0.8333333333333334,0.6451612903225806,0.7272727272727273,31.0,24,31 +Ramp up,0.7142857142857143,0.4411764705882353,0.5454545454545454,34.0,21,34 +Ramp down,0.8,0.8205128205128205,0.810126582278481,39.0,40,39 +Grass walking,0.6956521739130435,0.42105263157894735,0.5245901639344263,38.0,23,38 +Uneven ground walking,0.6176470588235294,0.6774193548387096,0.6461538461538462,31.0,34,31 +Carry,0.6122448979591837,0.6382978723404256,0.625,47.0,49,47 +accuracy,0.7588881706528765,0.7588881706528765,0.7588881706528765,0.7588881706528765,0,0 +macro avg,0.7365160851232393,0.6667848727492224,0.6917661859745968,1547.0,0,0 +weighted avg,0.7697789726547037,0.7588881706528765,0.7588918580182905,1547.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2833df9c0a1ada43724f20fa948bd29142e8015e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.918574326282237,0.9307105108631826,0.9246025958874143,3406.0,3451,3406 +Sit to stand,0.8868940754039497,0.8621291448516579,0.8743362831858407,573.0,557,573 +Stand to sit,0.8778877887788779,0.8471337579617835,0.8622366288492707,628.0,606,628 +Sitting,0.9015240328253223,0.9321212121212121,0.9165673420738975,825.0,853,825 +Stair up,0.9369369369369369,0.8421052631578947,0.8869936034115139,247.0,222,247 +Stair down,0.9658119658119658,0.9617021276595744,0.9637526652452025,235.0,234,235 +Ramp up,0.9594594594594594,0.9293193717277487,0.9441489361702128,382.0,370,382 +Ramp down,0.9537815126050421,0.9912663755458515,0.9721627408993576,458.0,476,458 +Grass walking,0.9651741293532339,0.8100208768267223,0.8808172531214529,479.0,402,479 +Uneven ground walking,0.9310344827586207,0.9310344827586207,0.9310344827586207,290.0,290,290 +Carry,0.9275578790141897,0.9725920125293657,0.9495412844036697,1277.0,1339,1277 +accuracy,0.9213636363636364,0.9213636363636364,0.9213636363636364,0.9213636363636364,0,0 +macro avg,0.9295124172027123,0.9100122850912378,0.9187448923642232,8800.0,0,0 +weighted avg,0.9216442977380643,0.9213636363636364,0.9208868411067253,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8e8a37f4f33640f0e0197f8e4899f0f475cb775 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9596909640577763,0.954560641496826,0.9571189279731993,2993.0,2977,2993 +Sit to stand,0.9506726457399103,0.8983050847457628,0.9237472766884531,236.0,223,236 +Stand to sit,0.8830769230769231,0.9471947194719472,0.9140127388535032,303.0,325,303 +Sitting,0.9615384615384616,0.9868421052631579,0.974025974025974,608.0,624,608 +Stair up,0.9744897959183674,0.9009433962264151,0.9362745098039216,212.0,196,212 +Stair down,0.9804878048780488,0.9852941176470589,0.9828850855745721,204.0,205,204 +Ramp up,0.9683908045977011,0.9683908045977011,0.9683908045977011,348.0,348,348 +Ramp down,0.9744186046511628,1.0,0.9870435806831567,419.0,430,419 +Grass walking,0.9842105263157894,0.8480725623582767,0.9110840438489647,441.0,380,441 +Uneven ground walking,0.9644268774703557,0.9420849420849421,0.953125,259.0,253,259 +Carry,0.9419504643962848,0.989430894308943,0.9651070578905631,1230.0,1292,1230 +accuracy,0.9567075692816766,0.9567075692816766,0.9567075692816766,0.9567075692816766,0,0 +macro avg,0.9584867156946166,0.9473744789273666,0.952074090903637,7253.0,0,0 +weighted avg,0.9572889440208747,0.9567075692816766,0.9564475519353836,7253.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..55dacfae9dcc838f5bf6a67bf4b339338c097165 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6603375527426161,0.7578692493946732,0.705749718151071,413.0,474,413 +Sit to stand,0.844311377245509,0.8367952522255193,0.8405365126676602,337.0,334,337 +Stand to sit,0.8718861209964412,0.7538461538461538,0.8085808580858086,325.0,281,325 +Sitting,0.7379912663755459,0.7788018433179723,0.757847533632287,217.0,229,217 +Stair up,0.6538461538461539,0.4857142857142857,0.5573770491803278,35.0,26,35 +Stair down,0.8620689655172413,0.8064516129032258,0.8333333333333334,31.0,29,31 +Ramp up,0.8181818181818182,0.5294117647058824,0.6428571428571429,34.0,22,34 +Ramp down,0.7608695652173914,0.8974358974358975,0.8235294117647058,39.0,46,39 +Grass walking,0.6363636363636364,0.3684210526315789,0.4666666666666667,38.0,22,38 +Uneven ground walking,0.7027027027027027,0.8387096774193549,0.7647058823529411,31.0,37,31 +Carry,0.5319148936170213,0.5319148936170213,0.5319148936170213,47.0,47,47 +accuracy,0.755656108597285,0.755656108597285,0.755656108597285,0.755656108597285,0,0 +macro avg,0.7345885502550981,0.6895792439283241,0.7030090002099061,1547.0,0,0 +weighted avg,0.7620076843469203,0.755656108597285,0.7548368892685027,1547.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4694f328aaaf38c22294c306c8f0643a04b70b69 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3056,28,116,15,15,5,19,33,30,21,94 +Sit to stand,44,395,0,122,0,0,0,0,0,0,0 +Stand to sit,109,2,476,31,2,0,0,0,0,0,0 +Sitting,3,46,36,736,0,0,0,0,0,0,0 +Stair up,62,0,0,0,183,0,0,1,0,0,0 +Stair down,22,0,0,0,0,204,1,0,0,0,0 +Ramp up,50,0,1,0,0,3,331,0,1,0,3 +Ramp down,7,0,0,0,5,0,0,432,0,0,0 +Grass walking,81,0,0,0,0,0,0,2,393,9,10 +Uneven ground walking,42,0,0,0,0,0,0,1,4,232,4 +Carry,49,0,0,0,0,0,0,0,4,4,1225 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b0204502a19e0197fdde84df4fd0f01abf53bdc4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2776,6,91,11,9,2,12,18,20,8,70 +Sit to stand,6,166,0,61,0,0,0,0,0,0,0 +Stand to sit,45,0,252,4,2,0,0,0,0,0,0 +Sitting,2,5,2,604,0,0,0,0,0,0,0 +Stair up,46,0,0,0,166,0,0,1,0,0,0 +Stair down,10,0,0,0,0,189,0,0,0,0,0 +Ramp up,34,0,1,0,0,1,317,0,0,0,2 +Ramp down,3,0,0,0,0,0,0,404,0,0,0 +Grass walking,61,0,0,0,0,0,0,0,377,9,10 +Uneven ground walking,36,0,0,0,0,0,0,1,0,211,4 +Carry,36,0,0,0,0,0,0,0,2,3,1200 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a69465d31eb58284c20e8b2e3119be95ef81f755 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,280,22,25,4,6,3,7,15,10,13,24 +Sit to stand,38,229,0,61,0,0,0,0,0,0,0 +Stand to sit,64,2,224,27,0,0,0,0,0,0,0 +Sitting,1,41,34,132,0,0,0,0,0,0,0 +Stair up,16,0,0,0,17,0,0,0,0,0,0 +Stair down,12,0,0,0,0,15,1,0,0,0,0 +Ramp up,16,0,0,0,0,2,14,0,1,0,1 +Ramp down,4,0,0,0,5,0,0,28,0,0,0 +Grass walking,20,0,0,0,0,0,0,2,16,0,0 +Uneven ground walking,6,0,0,0,0,0,0,0,4,21,0 +Carry,13,0,0,0,0,0,0,0,2,1,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bbb03c37951a10dddf1204f366114cfa0cb76522 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8669503546099291,0.8904428904428905,0.8785396004024724,3432.0,3525,3432 +Sit to stand,0.8386411889596603,0.7040998217468806,0.7655038759689923,561.0,471,561 +Stand to sit,0.7567567567567568,0.7677419354838709,0.7622097678142514,620.0,629,620 +Sitting,0.8141592920353983,0.8964677222898904,0.8533333333333334,821.0,904,821 +Stair up,0.8926829268292683,0.7439024390243902,0.811529933481153,246.0,205,246 +Stair down,0.9622641509433962,0.8986784140969163,0.929384965831435,227.0,212,227 +Ramp up,0.9430199430199431,0.8508997429305912,0.8945945945945946,389.0,351,389 +Ramp down,0.9211087420042644,0.972972972972973,0.9463307776560789,444.0,469,444 +Grass walking,0.9097222222222222,0.793939393939394,0.8478964401294499,495.0,432,495 +Uneven ground walking,0.8721804511278195,0.8197879858657244,0.8451730418943534,283.0,266,283 +Carry,0.9169161676646707,0.9555382215288611,0.9358288770053476,1282.0,1336,1282 +accuracy,0.8707954545454546,0.8707954545454546,0.8707954545454546,0.8707954545454546,0,0 +macro avg,0.8813092905612117,0.8449519582111257,0.8609386552828601,8800.0,0,0 +weighted avg,0.871583225925225,0.8707954545454546,0.8699036986601277,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3696a7dcfa9fb80732030d7a412d20102590a250 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9086743044189852,0.9182930863380747,0.9134583744652847,3023.0,3055,3023 +Sit to stand,0.9378531073446328,0.7124463519313304,0.8097560975609757,233.0,177,233 +Stand to sit,0.7283236994219653,0.8316831683168316,0.7765793528505393,303.0,346,303 +Sitting,0.888235294117647,0.9853181076672104,0.934261407579273,613.0,680,613 +Stair up,0.9378531073446328,0.7793427230046949,0.8512820512820513,213.0,177,213 +Stair down,0.984375,0.949748743718593,0.9667519181585678,199.0,192,199 +Ramp up,0.9635258358662614,0.8929577464788733,0.9269005847953217,355.0,329,355 +Ramp down,0.9528301886792453,0.9926289926289926,0.9723225030084236,407.0,424,407 +Grass walking,0.9448621553884712,0.824945295404814,0.8808411214953271,457.0,399,457 +Uneven ground walking,0.9134199134199135,0.8373015873015873,0.8737060041407867,252.0,231,252 +Carry,0.9331259720062208,0.9669621273166801,0.9497427779976256,1241.0,1286,1241 +accuracy,0.9131030701754386,0.9131030701754386,0.9131030701754386,0.9131030701754386,0,0 +macro avg,0.9175525980007251,0.881057084555244,0.8959638357576524,7296.0,0,0 +weighted avg,0.915037357775811,0.9131030701754386,0.9125417203296828,7296.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..29a0207731785f3235287c444ed5c7ba9ea4272d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5957446808510638,0.684596577017115,0.6370875995449374,409.0,470,409 +Sit to stand,0.7789115646258503,0.698170731707317,0.7363344051446945,328.0,294,328 +Stand to sit,0.7915194346289752,0.7066246056782335,0.7466666666666667,317.0,283,317 +Sitting,0.5892857142857143,0.6346153846153846,0.6111111111111112,208.0,224,208 +Stair up,0.6071428571428571,0.5151515151515151,0.5573770491803278,33.0,28,33 +Stair down,0.75,0.5357142857142857,0.625,28.0,20,28 +Ramp up,0.6363636363636364,0.4117647058823529,0.5,34.0,22,34 +Ramp down,0.6222222222222222,0.7567567567567568,0.6829268292682927,37.0,45,37 +Grass walking,0.48484848484848486,0.42105263157894735,0.4507042253521127,38.0,33,38 +Uneven ground walking,0.6,0.6774193548387096,0.6363636363636364,31.0,35,31 +Carry,0.5,0.6097560975609756,0.5494505494505495,41.0,50,41 +accuracy,0.6655585106382979,0.6655585106382979,0.6655585106382979,0.6655585106382979,0,0 +macro avg,0.6323671449971641,0.6046929678637812,0.612092915643848,1504.0,0,0 +weighted avg,0.6754283241906385,0.6655585106382979,0.6671769937964008,1504.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..53e02f4e92d41df6aab49055aca7f09443450d65 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8770353733857383,0.9102564102564102,0.8933371461252502,3432.0,3562,3432 +Sit to stand,0.8940092165898618,0.6916221033868093,0.7798994974874371,561.0,434,561 +Stand to sit,0.8047138047138047,0.7709677419354839,0.7874794069192751,620.0,594,620 +Sitting,0.8037974683544303,0.928136419001218,0.861503674392312,821.0,948,821 +Stair up,0.9141414141414141,0.7357723577235772,0.8153153153153153,246.0,198,246 +Stair down,0.9495412844036697,0.9118942731277533,0.9303370786516854,227.0,218,227 +Ramp up,0.9385474860335196,0.8637532133676092,0.8995983935742972,389.0,358,389 +Ramp down,0.9275053304904051,0.9797297297297297,0.9529025191675794,444.0,469,444 +Grass walking,0.9434447300771208,0.7414141414141414,0.830316742081448,495.0,389,495 +Uneven ground walking,0.8909090909090909,0.8657243816254417,0.8781362007168458,283.0,275,283 +Carry,0.9188191881918819,0.9711388455538221,0.944254835039818,1282.0,1355,1282 +accuracy,0.8827272727272727,0.8827272727272727,0.8827272727272727,0.8827272727272727,0,0 +macro avg,0.8965876715719034,0.8518554197383633,0.8702800735882966,8800.0,0,0 +weighted avg,0.8846313027305628,0.8827272727272727,0.8811169387778282,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f64a2ebdee9e2e75c2365d72d63cd1799deb257a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.918680600914435,0.9305325835262984,0.9245686113393591,3023.0,3062,3023 +Sit to stand,0.9488636363636364,0.7167381974248928,0.8166259168704156,233.0,176,233 +Stand to sit,0.7797619047619048,0.8646864686468647,0.8200312989045383,303.0,336,303 +Sitting,0.8883994126284875,0.9869494290375204,0.9350850077279753,613.0,681,613 +Stair up,0.9540229885057471,0.7793427230046949,0.8578811369509044,213.0,174,213 +Stair down,0.979381443298969,0.9547738693467337,0.9669211195928753,199.0,194,199 +Ramp up,0.9526627218934911,0.9070422535211268,0.9292929292929293,355.0,338,355 +Ramp down,0.9530516431924883,0.9975429975429976,0.9747899159663865,407.0,426,407 +Grass walking,0.9667590027700831,0.7636761487964989,0.8533007334963325,457.0,361,457 +Uneven ground walking,0.9256198347107438,0.8888888888888888,0.9068825910931174,252.0,242,252 +Carry,0.9310872894333844,0.9798549556809025,0.9548488417746368,1241.0,1306,1241 +accuracy,0.9210526315789473,0.9210526315789473,0.9210526315789473,0.9210526315789473,0,0 +macro avg,0.9271173162248517,0.8881844104924926,0.9036571002735883,7296.0,0,0 +weighted avg,0.9229507755675439,0.9210526315789473,0.9199789028902771,7296.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b1098ca080205feaf181143b1de9144a80657414 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_0/20260523_055322_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.622,0.7603911980440098,0.6842684268426843,409.0,500,409 +Sit to stand,0.8565891472868217,0.6737804878048781,0.7542662116040956,328.0,258,328 +Stand to sit,0.8372093023255814,0.6813880126182965,0.7513043478260869,317.0,258,317 +Sitting,0.5880149812734082,0.7548076923076923,0.6610526315789473,208.0,267,208 +Stair up,0.625,0.45454545454545453,0.5263157894736842,33.0,24,33 +Stair down,0.7083333333333334,0.6071428571428571,0.6538461538461539,28.0,24,28 +Ramp up,0.7,0.4117647058823529,0.5185185185185185,34.0,20,34 +Ramp down,0.6744186046511628,0.7837837837837838,0.725,37.0,43,37 +Grass walking,0.6428571428571429,0.47368421052631576,0.5454545454545454,38.0,28,38 +Uneven ground walking,0.6363636363636364,0.6774193548387096,0.65625,31.0,33,31 +Carry,0.5918367346938775,0.7073170731707317,0.6444444444444445,41.0,49,41 +accuracy,0.6968085106382979,0.6968085106382979,0.6968085106382979,0.6968085106382979,0,0 +macro avg,0.6802384438895422,0.6350931664240984,0.64733827905356,1504.0,0,0 +weighted avg,0.718546992843002,0.6968085106382979,0.6985049983733647,1504.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..264d5f02288795792c0d426e8bc1ac59a1b0a3d9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml @@ -0,0 +1,138 @@ +__config_file__: train/configs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained.yaml +dataloaders: + test: + batch_size: 128 + num_workers: 16 + pin_memory: true + shuffle: false + train: + balancing_method: inverse + batch_size: 128 + num_workers: 16 + pin_memory: true + prefetch_factor: 2 + shuffle: true + use_balanced_sampler: true + validation: + batch_size: 128 + num_workers: 16 + pin_memory: true + shuffle: false +dataset: + config_path: train/configs/datasets/revalexodataset.yaml + modalities: + raw_imu: + column_patterns: + - acc_Pelvis_* + - acc_*_Upper_Leg_* + - acc_*_Lower_Leg_* + - acc_*_Foot_* + - gyro_Pelvis_* + - gyro_*_Upper_Leg_* + - gyro_*_Lower_Leg_* + - gyro_*_Foot_* + name: RevalExoDataset + prediction_horizons: + - 0 + - 0.1 + - 0.2 + - 0.3 + - 0.5 + - 1 + sample_multiplier: + test: 10 + train: 10 + validation: 10 + splits: + test_subjects: + - Subject04 + - Subject13 + - Subject14 + - Subject16 + - Subject18 + - Subject19 + - Subject21 + - Subject22 + - Subject28 + - Subject30 + train_subjects: + - Subject01 + - Subject02 + - Subject03 + - Subject11 + - Subject20 + - Subject24 + - Subject29 + val_split_ratio: 0.2 + window_size: 2.0 +logging: + log_dir: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1 + log_frequency: 50 + tensorboard: true +metrics: +- name: Accuracy +- name: F1Score + params: + average: macro + include_precision_recall: true +- name: ClassificationReport + params: + include_csv: true + output_format: dict + zero_division: 0 +- name: ConfusionMatrix + params: + include_csv: true + normalize: false +modalities: + raw_imu: + eval_transforms: [] + train_transforms: + - name: AddGaussianNoise + params: + mean: 0.0 + probability: 0.5 + std: 0.01 +models: + raw_imu_model: + name: DeepConvLSTM + params: + channels: 42 + conv_kernel_size: 11 + conv_kernels: 64 + dropout: 0.5 + lstm_layers: 1 + lstm_units: 1024 + window_size: 120 + pretrained_checkpoint: pretrained/contrastive/deepconvlstm_imu_encoder.pt +task: + loss: + name: CrossEntropyLoss + params: + label_smoothing: 0.1 + type: recognition +training: + checkpointing: + enabled: true + frequency: 1 + horizon_index: 0 + metric: classificationreport_weighted_f1-score + mode: max + save_best_only: false + early_stopping: + enabled: true + min_delta: 0.001 + patience: 10 + epochs: 50 + lr_scheduler: + name: StepLR + params: + gamma: 0.9 + step_size: 5 + optimizer: + name: Adam + params: + lr: 0.0001 + weight_decay: 1.0e-06 + seed: 42 + val_every: 1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/history.log b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/history.log new file mode 100644 index 0000000000000000000000000000000000000000..8667b4ea401cddfd4903222920cc5dfc58de7e4e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/history.log @@ -0,0 +1,7510 @@ +2026-05-23 06:10:44,471 - INFO - Starting new training run: 20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM +2026-05-23 06:10:44,471 - INFO - Logs will be saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM +2026-05-23 06:10:44,472 - INFO - TensorBoard logs will be saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM +2026-05-23 06:10:44,476 - INFO - Configuration saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/config.yaml +2026-05-23 06:10:46,564 - INFO - Loaded 10960 training samples +2026-05-23 06:10:46,564 - INFO - Loaded 8800 validation samples +2026-05-23 06:10:46,564 - INFO - Loaded 43520 test samples +2026-05-23 06:10:46,564 - INFO - Random seed: 1 +2026-05-23 06:10:56,408 - INFO - Loading pretrained encoder from train/pretrained/contrastive/deepconvlstm_imu_encoder.pt +2026-05-23 06:10:56,469 - INFO - Loaded 12 layers for DeepConvLSTM +2026-05-23 06:10:56,469 - INFO - Loaded layers: conv1.weight, conv1.bias, conv2.weight, conv2.bias, conv3.weight... +2026-05-23 06:10:56,469 - INFO - Skipped 2 incompatible layers +2026-05-23 06:10:56,469 - INFO - Skipped: feature_projector.weight (not in target model) +2026-05-23 06:10:56,469 - INFO - Skipped: feature_projector.bias (not in target model) +2026-05-23 06:10:56,469 - INFO - Successfully loaded pretrained encoder for DeepConvLSTM +2026-05-23 06:10:56,480 - INFO - Epoch 1/50, Learning Rate: 0.000100 +2026-05-23 06:11:19,890 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:11:19,938 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:11:19,976 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:11:20,017 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:11:20,063 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:11:20,107 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:11:21,087 - INFO - Epoch 1/50: +2026-05-23 06:11:21,087 - INFO - Train: loss=1.8147, accuracy_overall=0.4563 +2026-05-23 06:11:21,087 - INFO - Horizon 0.0s: accuracy=0.5213 +2026-05-23 06:11:21,087 - INFO - Horizon 0.1s: accuracy=0.4998 +2026-05-23 06:11:21,087 - INFO - Horizon 0.2s: accuracy=0.4858 +2026-05-23 06:11:21,087 - INFO - Horizon 0.3s: accuracy=0.4568 +2026-05-23 06:11:21,087 - INFO - Horizon 0.5s: accuracy=0.4168 +2026-05-23 06:11:21,087 - INFO - Horizon 1.0s: accuracy=0.3571 +2026-05-23 06:11:21,087 - INFO - Val Horizon 0.0s - Overall: loss=1.3128, accuracy=0.6987 +2026-05-23 06:11:21,087 - INFO - Horizon 0.0s - Overall F1: 0.7335, Precision: 0.7224, Recall: 0.7885 +2026-05-23 06:11:21,087 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:11:21,087 - INFO - Macro F1: 0.7335 +2026-05-23 06:11:21,087 - INFO - Weighted F1: 0.6917 +2026-05-23 06:11:21,087 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.7329 +2026-05-23 06:11:21,087 - INFO - Horizon 0.0s - Steady F1: 0.7701, Precision: 0.7566, Recall: 0.8248 +2026-05-23 06:11:21,087 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:11:21,087 - INFO - Macro F1: 0.7701 +2026-05-23 06:11:21,087 - INFO - Weighted F1: 0.7271 +2026-05-23 06:11:21,087 - INFO - Val Horizon 0.0s - Transition: accuracy=0.4961 +2026-05-23 06:11:21,087 - INFO - Horizon 0.0s - Transition F1: 0.4497, Precision: 0.4694, Recall: 0.5083 +2026-05-23 06:11:21,088 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.4497 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.4706 +2026-05-23 06:11:21,088 - INFO - +2026-05-23 06:11:21,088 - INFO - Val Horizon 0.1s - Overall: accuracy=0.7073 +2026-05-23 06:11:21,088 - INFO - Horizon 0.1s - Overall F1: 0.7264, Precision: 0.7122, Recall: 0.7772 +2026-05-23 06:11:21,088 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.7264 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.7038 +2026-05-23 06:11:21,088 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.7358 +2026-05-23 06:11:21,088 - INFO - Horizon 0.1s - Steady F1: 0.7546, Precision: 0.7424, Recall: 0.8009 +2026-05-23 06:11:21,088 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.7546 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.7332 +2026-05-23 06:11:21,088 - INFO - Val Horizon 0.1s - Transition: accuracy=0.5385 +2026-05-23 06:11:21,088 - INFO - Horizon 0.1s - Transition F1: 0.4853, Precision: 0.4746, Recall: 0.5510 +2026-05-23 06:11:21,088 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.4853 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.5279 +2026-05-23 06:11:21,088 - INFO - +2026-05-23 06:11:21,088 - INFO - Val Horizon 0.2s - Overall: accuracy=0.6980 +2026-05-23 06:11:21,088 - INFO - Horizon 0.2s - Overall F1: 0.7141, Precision: 0.7107, Recall: 0.7475 +2026-05-23 06:11:21,088 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.7141 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.6966 +2026-05-23 06:11:21,088 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.7240 +2026-05-23 06:11:21,088 - INFO - Horizon 0.2s - Steady F1: 0.7373, Precision: 0.7341, Recall: 0.7719 +2026-05-23 06:11:21,088 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.7373 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.7229 +2026-05-23 06:11:21,088 - INFO - Val Horizon 0.2s - Transition: accuracy=0.5446 +2026-05-23 06:11:21,088 - INFO - Horizon 0.2s - Transition F1: 0.4996, Precision: 0.4910, Recall: 0.5427 +2026-05-23 06:11:21,088 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:11:21,088 - INFO - Macro F1: 0.4996 +2026-05-23 06:11:21,088 - INFO - Weighted F1: 0.5507 +2026-05-23 06:11:21,088 - INFO - +2026-05-23 06:11:21,089 - INFO - Val Horizon 0.3s - Overall: accuracy=0.6957 +2026-05-23 06:11:21,089 - INFO - Horizon 0.3s - Overall F1: 0.7030, Precision: 0.7014, Recall: 0.7309 +2026-05-23 06:11:21,089 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.7030 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.6948 +2026-05-23 06:11:21,089 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.7238 +2026-05-23 06:11:21,089 - INFO - Horizon 0.3s - Steady F1: 0.7235, Precision: 0.7236, Recall: 0.7513 +2026-05-23 06:11:21,089 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.7235 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.7235 +2026-05-23 06:11:21,089 - INFO - Val Horizon 0.3s - Transition: accuracy=0.5318 +2026-05-23 06:11:21,089 - INFO - Horizon 0.3s - Transition F1: 0.4838, Precision: 0.4708, Recall: 0.5382 +2026-05-23 06:11:21,089 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.4838 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.5349 +2026-05-23 06:11:21,089 - INFO - +2026-05-23 06:11:21,089 - INFO - Val Horizon 0.5s - Overall: accuracy=0.6751 +2026-05-23 06:11:21,089 - INFO - Horizon 0.5s - Overall F1: 0.6721, Precision: 0.6790, Recall: 0.6928 +2026-05-23 06:11:21,089 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.6721 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.6734 +2026-05-23 06:11:21,089 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.7141 +2026-05-23 06:11:21,089 - INFO - Horizon 0.5s - Steady F1: 0.7007, Precision: 0.7128, Recall: 0.7169 +2026-05-23 06:11:21,089 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.7007 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.7138 +2026-05-23 06:11:21,089 - INFO - Val Horizon 0.5s - Transition: accuracy=0.4485 +2026-05-23 06:11:21,089 - INFO - Horizon 0.5s - Transition F1: 0.4430, Precision: 0.4253, Recall: 0.5034 +2026-05-23 06:11:21,089 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.4430 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.4454 +2026-05-23 06:11:21,089 - INFO - +2026-05-23 06:11:21,089 - INFO - Val Horizon 1.0s - Overall: accuracy=0.6535 +2026-05-23 06:11:21,089 - INFO - Horizon 1.0s - Overall F1: 0.6005, Precision: 0.6184, Recall: 0.6028 +2026-05-23 06:11:21,089 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.6005 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.6479 +2026-05-23 06:11:21,089 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.7017 +2026-05-23 06:11:21,089 - INFO - Horizon 1.0s - Steady F1: 0.6356, Precision: 0.6683, Recall: 0.6271 +2026-05-23 06:11:21,089 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.6356 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.6972 +2026-05-23 06:11:21,089 - INFO - Val Horizon 1.0s - Transition: accuracy=0.3745 +2026-05-23 06:11:21,089 - INFO - Horizon 1.0s - Transition F1: 0.3715, Precision: 0.3767, Recall: 0.4313 +2026-05-23 06:11:21,089 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:11:21,089 - INFO - Macro F1: 0.3715 +2026-05-23 06:11:21,089 - INFO - Weighted F1: 0.3728 +2026-05-23 06:11:21,326 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_1.pt +2026-05-23 06:11:21,328 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_1.csv +2026-05-23 06:11:21,329 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:11:21,329 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:11:21,330 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_1.csv +2026-05-23 06:11:21,330 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:11:21,331 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:21,331 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_1.csv +2026-05-23 06:11:21,332 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:11:21,332 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:21,332 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_1.csv +2026-05-23 06:11:21,333 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:11:21,333 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:11:21,333 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_1.csv +2026-05-23 06:11:21,334 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:11:21,334 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:21,334 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_1.csv +2026-05-23 06:11:21,335 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:11:21,335 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:21,335 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_1.csv +2026-05-23 06:11:21,336 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:11:21,336 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:11:21,336 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_1.csv +2026-05-23 06:11:21,336 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:11:21,337 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:21,337 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_1.csv +2026-05-23 06:11:21,337 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:11:21,338 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:21,338 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_1.csv +2026-05-23 06:11:21,338 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:11:21,339 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:11:21,339 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_1.csv +2026-05-23 06:11:21,339 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:11:21,339 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:21,340 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_1.csv +2026-05-23 06:11:21,340 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:11:21,340 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:21,341 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_1.csv +2026-05-23 06:11:21,341 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:11:21,341 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:11:21,342 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_1.csv +2026-05-23 06:11:21,342 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:11:21,342 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:21,343 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_1.csv +2026-05-23 06:11:21,343 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:11:21,343 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:21,344 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_1.csv +2026-05-23 06:11:21,344 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:11:21,344 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:11:21,345 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_1.csv +2026-05-23 06:11:21,345 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:11:21,345 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:21,345 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_1.csv +2026-05-23 06:11:21,346 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:11:21,346 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:21,578 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:11:21,640 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:11:21,641 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:11:21,642 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:11:21,643 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:11:21,644 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:11:21,644 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:11:21,645 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:11:21,646 - INFO - Epoch 2/50, Learning Rate: 0.000100 +2026-05-23 06:11:42,372 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:11:42,418 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:11:42,458 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:11:42,500 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:11:42,570 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:11:42,649 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:11:44,366 - INFO - Epoch 2/50: +2026-05-23 06:11:44,367 - INFO - Train: loss=1.1312, accuracy_overall=0.7533 +2026-05-23 06:11:44,367 - INFO - Horizon 0.0s: accuracy=0.7946 +2026-05-23 06:11:44,367 - INFO - Horizon 0.1s: accuracy=0.7901 +2026-05-23 06:11:44,367 - INFO - Horizon 0.2s: accuracy=0.7814 +2026-05-23 06:11:44,367 - INFO - Horizon 0.3s: accuracy=0.7706 +2026-05-23 06:11:44,367 - INFO - Horizon 0.5s: accuracy=0.7357 +2026-05-23 06:11:44,367 - INFO - Horizon 1.0s: accuracy=0.6477 +2026-05-23 06:11:44,367 - INFO - Val Horizon 0.0s - Overall: loss=1.0044, accuracy=0.8531 +2026-05-23 06:11:44,367 - INFO - Horizon 0.0s - Overall F1: 0.8590, Precision: 0.8470, Recall: 0.8766 +2026-05-23 06:11:44,367 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:11:44,368 - INFO - Macro F1: 0.8590 +2026-05-23 06:11:44,368 - INFO - Weighted F1: 0.8539 +2026-05-23 06:11:44,368 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.8835 +2026-05-23 06:11:44,368 - INFO - Horizon 0.0s - Steady F1: 0.8904, Precision: 0.8732, Recall: 0.9129 +2026-05-23 06:11:44,368 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:11:44,368 - INFO - Macro F1: 0.8904 +2026-05-23 06:11:44,368 - INFO - Weighted F1: 0.8843 +2026-05-23 06:11:44,368 - INFO - Val Horizon 0.0s - Transition: accuracy=0.6724 +2026-05-23 06:11:44,368 - INFO - Horizon 0.0s - Transition F1: 0.6127, Precision: 0.6225, Recall: 0.6324 +2026-05-23 06:11:44,368 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:11:44,368 - INFO - Macro F1: 0.6127 +2026-05-23 06:11:44,368 - INFO - Weighted F1: 0.6709 +2026-05-23 06:11:44,368 - INFO - +2026-05-23 06:11:44,368 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8352 +2026-05-23 06:11:44,368 - INFO - Horizon 0.1s - Overall F1: 0.8351, Precision: 0.8212, Recall: 0.8613 +2026-05-23 06:11:44,368 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:11:44,368 - INFO - Macro F1: 0.8351 +2026-05-23 06:11:44,368 - INFO - Weighted F1: 0.8369 +2026-05-23 06:11:44,368 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.8673 +2026-05-23 06:11:44,368 - INFO - Horizon 0.1s - Steady F1: 0.8660, Precision: 0.8467, Recall: 0.8986 +2026-05-23 06:11:44,368 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:11:44,369 - INFO - Macro F1: 0.8660 +2026-05-23 06:11:44,369 - INFO - Weighted F1: 0.8694 +2026-05-23 06:11:44,369 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6454 +2026-05-23 06:11:44,369 - INFO - Horizon 0.1s - Transition F1: 0.5990, Precision: 0.5904, Recall: 0.6297 +2026-05-23 06:11:44,369 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:11:44,369 - INFO - Macro F1: 0.5990 +2026-05-23 06:11:44,369 - INFO - Weighted F1: 0.6465 +2026-05-23 06:11:44,369 - INFO - +2026-05-23 06:11:44,369 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8213 +2026-05-23 06:11:44,369 - INFO - Horizon 0.2s - Overall F1: 0.8186, Precision: 0.8045, Recall: 0.8450 +2026-05-23 06:11:44,369 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:11:44,369 - INFO - Macro F1: 0.8186 +2026-05-23 06:11:44,369 - INFO - Weighted F1: 0.8233 +2026-05-23 06:11:44,369 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8536 +2026-05-23 06:11:44,369 - INFO - Horizon 0.2s - Steady F1: 0.8456, Precision: 0.8254, Recall: 0.8820 +2026-05-23 06:11:44,369 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:11:44,369 - INFO - Macro F1: 0.8456 +2026-05-23 06:11:44,369 - INFO - Weighted F1: 0.8564 +2026-05-23 06:11:44,369 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6307 +2026-05-23 06:11:44,369 - INFO - Horizon 0.2s - Transition F1: 0.5793, Precision: 0.5710, Recall: 0.6038 +2026-05-23 06:11:44,369 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:11:44,369 - INFO - Macro F1: 0.5793 +2026-05-23 06:11:44,369 - INFO - Weighted F1: 0.6320 +2026-05-23 06:11:44,369 - INFO - +2026-05-23 06:11:44,369 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8147 +2026-05-23 06:11:44,369 - INFO - Horizon 0.3s - Overall F1: 0.8063, Precision: 0.7870, Recall: 0.8353 +2026-05-23 06:11:44,369 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:11:44,370 - INFO - Macro F1: 0.8063 +2026-05-23 06:11:44,370 - INFO - Weighted F1: 0.8162 +2026-05-23 06:11:44,370 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8485 +2026-05-23 06:11:44,370 - INFO - Horizon 0.3s - Steady F1: 0.8344, Precision: 0.8140, Recall: 0.8683 +2026-05-23 06:11:44,370 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:11:44,370 - INFO - Macro F1: 0.8344 +2026-05-23 06:11:44,370 - INFO - Weighted F1: 0.8509 +2026-05-23 06:11:44,370 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6172 +2026-05-23 06:11:44,370 - INFO - Horizon 0.3s - Transition F1: 0.5517, Precision: 0.5317, Recall: 0.5914 +2026-05-23 06:11:44,370 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:11:44,370 - INFO - Macro F1: 0.5517 +2026-05-23 06:11:44,370 - INFO - Weighted F1: 0.6185 +2026-05-23 06:11:44,370 - INFO - +2026-05-23 06:11:44,370 - INFO - Val Horizon 0.5s - Overall: accuracy=0.7874 +2026-05-23 06:11:44,370 - INFO - Horizon 0.5s - Overall F1: 0.7707, Precision: 0.7528, Recall: 0.8028 +2026-05-23 06:11:44,370 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:11:44,370 - INFO - Macro F1: 0.7707 +2026-05-23 06:11:44,370 - INFO - Weighted F1: 0.7903 +2026-05-23 06:11:44,370 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8214 +2026-05-23 06:11:44,370 - INFO - Horizon 0.5s - Steady F1: 0.7930, Precision: 0.7786, Recall: 0.8253 +2026-05-23 06:11:44,370 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:11:44,370 - INFO - Macro F1: 0.7930 +2026-05-23 06:11:44,370 - INFO - Weighted F1: 0.8256 +2026-05-23 06:11:44,370 - INFO - Val Horizon 0.5s - Transition: accuracy=0.5895 +2026-05-23 06:11:44,370 - INFO - Horizon 0.5s - Transition F1: 0.5224, Precision: 0.5070, Recall: 0.5614 +2026-05-23 06:11:44,370 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:11:44,370 - INFO - Macro F1: 0.5224 +2026-05-23 06:11:44,370 - INFO - Weighted F1: 0.5906 +2026-05-23 06:11:44,370 - INFO - +2026-05-23 06:11:44,370 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7433 +2026-05-23 06:11:44,370 - INFO - Horizon 1.0s - Overall F1: 0.6934, Precision: 0.6928, Recall: 0.7043 +2026-05-23 06:11:44,371 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:11:44,371 - INFO - Macro F1: 0.6934 +2026-05-23 06:11:44,371 - INFO - Weighted F1: 0.7439 +2026-05-23 06:11:44,371 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.7915 +2026-05-23 06:11:44,371 - INFO - Horizon 1.0s - Steady F1: 0.7256, Precision: 0.7363, Recall: 0.7308 +2026-05-23 06:11:44,371 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:11:44,371 - INFO - Macro F1: 0.7256 +2026-05-23 06:11:44,371 - INFO - Weighted F1: 0.7920 +2026-05-23 06:11:44,371 - INFO - Val Horizon 1.0s - Transition: accuracy=0.4641 +2026-05-23 06:11:44,371 - INFO - Horizon 1.0s - Transition F1: 0.4390, Precision: 0.4226, Recall: 0.4746 +2026-05-23 06:11:44,371 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:11:44,371 - INFO - Macro F1: 0.4390 +2026-05-23 06:11:44,371 - INFO - Weighted F1: 0.4655 +2026-05-23 06:11:44,745 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_2.pt +2026-05-23 06:11:44,747 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_2.csv +2026-05-23 06:11:44,748 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:11:44,749 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:11:44,749 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_2.csv +2026-05-23 06:11:44,750 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:11:44,750 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:44,751 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_2.csv +2026-05-23 06:11:44,751 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:11:44,752 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:44,752 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_2.csv +2026-05-23 06:11:44,753 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:11:44,753 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:11:44,754 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_2.csv +2026-05-23 06:11:44,754 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:11:44,754 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:44,755 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_2.csv +2026-05-23 06:11:44,756 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:11:44,756 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:44,757 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_2.csv +2026-05-23 06:11:44,757 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:11:44,758 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:11:44,758 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_2.csv +2026-05-23 06:11:44,758 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:11:44,759 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:44,759 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_2.csv +2026-05-23 06:11:44,760 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:11:44,760 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:44,760 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_2.csv +2026-05-23 06:11:44,761 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:11:44,761 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:11:44,762 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_2.csv +2026-05-23 06:11:44,762 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:11:44,763 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:44,763 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_2.csv +2026-05-23 06:11:44,763 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:11:44,764 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:44,764 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_2.csv +2026-05-23 06:11:44,765 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:11:44,765 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:11:44,766 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_2.csv +2026-05-23 06:11:44,766 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:11:44,767 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:44,767 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_2.csv +2026-05-23 06:11:44,768 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:11:44,768 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:44,769 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_2.csv +2026-05-23 06:11:44,769 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:11:44,769 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:11:44,770 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_2.csv +2026-05-23 06:11:44,770 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:11:44,771 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:11:44,771 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_2.csv +2026-05-23 06:11:44,772 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:11:44,772 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:11:44,821 - INFO - Removed old checkpoint: checkpoint_epoch_1.pt +2026-05-23 06:11:45,371 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:11:45,378 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:11:45,467 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:11:45,469 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:11:45,470 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:11:45,471 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:11:45,472 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:11:45,473 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:11:45,474 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:11:45,474 - INFO - Epoch 3/50, Learning Rate: 0.000100 +2026-05-23 06:12:14,978 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:12:15,036 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:12:15,087 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:12:15,144 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:12:15,201 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:12:15,257 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:12:16,403 - INFO - Epoch 3/50: +2026-05-23 06:12:16,404 - INFO - Train: loss=0.9308, accuracy_overall=0.8356 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s: accuracy=0.8744 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s: accuracy=0.8665 +2026-05-23 06:12:16,404 - INFO - Horizon 0.2s: accuracy=0.8647 +2026-05-23 06:12:16,404 - INFO - Horizon 0.3s: accuracy=0.8461 +2026-05-23 06:12:16,404 - INFO - Horizon 0.5s: accuracy=0.8199 +2026-05-23 06:12:16,404 - INFO - Horizon 1.0s: accuracy=0.7417 +2026-05-23 06:12:16,404 - INFO - Val Horizon 0.0s - Overall: loss=0.9348, accuracy=0.8588 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s - Overall F1: 0.8569, Precision: 0.8232, Recall: 0.9040 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:12:16,404 - INFO - Macro F1: 0.8569 +2026-05-23 06:12:16,404 - INFO - Weighted F1: 0.8592 +2026-05-23 06:12:16,404 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.8886 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s - Steady F1: 0.8885, Precision: 0.8513, Recall: 0.9398 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:12:16,404 - INFO - Macro F1: 0.8885 +2026-05-23 06:12:16,404 - INFO - Weighted F1: 0.8897 +2026-05-23 06:12:16,404 - INFO - Val Horizon 0.0s - Transition: accuracy=0.6819 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s - Transition F1: 0.6238, Precision: 0.5967, Recall: 0.6792 +2026-05-23 06:12:16,404 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:12:16,404 - INFO - Macro F1: 0.6238 +2026-05-23 06:12:16,404 - INFO - Weighted F1: 0.6815 +2026-05-23 06:12:16,404 - INFO - +2026-05-23 06:12:16,404 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8566 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s - Overall F1: 0.8534, Precision: 0.8232, Recall: 0.8940 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:12:16,404 - INFO - Macro F1: 0.8534 +2026-05-23 06:12:16,404 - INFO - Weighted F1: 0.8567 +2026-05-23 06:12:16,404 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.8876 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s - Steady F1: 0.8827, Precision: 0.8489, Recall: 0.9282 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:12:16,404 - INFO - Macro F1: 0.8827 +2026-05-23 06:12:16,404 - INFO - Weighted F1: 0.8884 +2026-05-23 06:12:16,404 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6730 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s - Transition F1: 0.6452, Precision: 0.6206, Recall: 0.6888 +2026-05-23 06:12:16,404 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:12:16,404 - INFO - Macro F1: 0.6452 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.6718 +2026-05-23 06:12:16,405 - INFO - +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8415 +2026-05-23 06:12:16,405 - INFO - Horizon 0.2s - Overall F1: 0.8379, Precision: 0.8036, Recall: 0.8855 +2026-05-23 06:12:16,405 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.8379 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.8414 +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8757 +2026-05-23 06:12:16,405 - INFO - Horizon 0.2s - Steady F1: 0.8700, Precision: 0.8332, Recall: 0.9215 +2026-05-23 06:12:16,405 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.8700 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.8764 +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6401 +2026-05-23 06:12:16,405 - INFO - Horizon 0.2s - Transition F1: 0.6161, Precision: 0.5831, Recall: 0.6749 +2026-05-23 06:12:16,405 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.6161 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.6401 +2026-05-23 06:12:16,405 - INFO - +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8319 +2026-05-23 06:12:16,405 - INFO - Horizon 0.3s - Overall F1: 0.8256, Precision: 0.7906, Recall: 0.8756 +2026-05-23 06:12:16,405 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.8256 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.8326 +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8634 +2026-05-23 06:12:16,405 - INFO - Horizon 0.3s - Steady F1: 0.8517, Precision: 0.8164, Recall: 0.9039 +2026-05-23 06:12:16,405 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.8517 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.8647 +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6483 +2026-05-23 06:12:16,405 - INFO - Horizon 0.3s - Transition F1: 0.6091, Precision: 0.5754, Recall: 0.6729 +2026-05-23 06:12:16,405 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.6091 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.6503 +2026-05-23 06:12:16,405 - INFO - +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8219 +2026-05-23 06:12:16,405 - INFO - Horizon 0.5s - Overall F1: 0.8065, Precision: 0.7786, Recall: 0.8449 +2026-05-23 06:12:16,405 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.8065 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.8221 +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8611 +2026-05-23 06:12:16,405 - INFO - Horizon 0.5s - Steady F1: 0.8377, Precision: 0.8114, Recall: 0.8746 +2026-05-23 06:12:16,405 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.8377 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.8620 +2026-05-23 06:12:16,405 - INFO - Val Horizon 0.5s - Transition: accuracy=0.5941 +2026-05-23 06:12:16,405 - INFO - Horizon 0.5s - Transition F1: 0.5575, Precision: 0.5276, Recall: 0.6189 +2026-05-23 06:12:16,405 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:12:16,405 - INFO - Macro F1: 0.5575 +2026-05-23 06:12:16,405 - INFO - Weighted F1: 0.5985 +2026-05-23 06:12:16,405 - INFO - +2026-05-23 06:12:16,405 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7638 +2026-05-23 06:12:16,405 - INFO - Horizon 1.0s - Overall F1: 0.7188, Precision: 0.6934, Recall: 0.7555 +2026-05-23 06:12:16,406 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:12:16,406 - INFO - Macro F1: 0.7188 +2026-05-23 06:12:16,406 - INFO - Weighted F1: 0.7625 +2026-05-23 06:12:16,406 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8148 +2026-05-23 06:12:16,406 - INFO - Horizon 1.0s - Steady F1: 0.7557, Precision: 0.7370, Recall: 0.7862 +2026-05-23 06:12:16,406 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:12:16,406 - INFO - Macro F1: 0.7557 +2026-05-23 06:12:16,406 - INFO - Weighted F1: 0.8142 +2026-05-23 06:12:16,406 - INFO - Val Horizon 1.0s - Transition: accuracy=0.4680 +2026-05-23 06:12:16,406 - INFO - Horizon 1.0s - Transition F1: 0.4532, Precision: 0.4361, Recall: 0.5053 +2026-05-23 06:12:16,406 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:12:16,406 - INFO - Macro F1: 0.4532 +2026-05-23 06:12:16,406 - INFO - Weighted F1: 0.4747 +2026-05-23 06:12:16,681 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_3.pt +2026-05-23 06:12:16,682 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_3.csv +2026-05-23 06:12:16,683 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:12:16,684 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:12:16,684 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_3.csv +2026-05-23 06:12:16,685 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:12:16,685 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:16,685 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_3.csv +2026-05-23 06:12:16,686 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:12:16,686 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:16,686 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_3.csv +2026-05-23 06:12:16,687 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:12:16,687 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:12:16,687 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_3.csv +2026-05-23 06:12:16,690 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:12:16,692 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:16,692 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_3.csv +2026-05-23 06:12:16,693 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:12:16,694 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:16,694 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_3.csv +2026-05-23 06:12:16,694 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:12:16,695 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:12:16,695 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_3.csv +2026-05-23 06:12:16,696 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:12:16,696 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:16,696 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_3.csv +2026-05-23 06:12:16,697 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:12:16,697 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:16,698 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_3.csv +2026-05-23 06:12:16,698 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:12:16,698 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:12:16,699 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_3.csv +2026-05-23 06:12:16,699 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:12:16,699 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:16,700 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_3.csv +2026-05-23 06:12:16,700 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:12:16,700 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:16,701 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_3.csv +2026-05-23 06:12:16,701 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:12:16,701 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:12:16,702 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_3.csv +2026-05-23 06:12:16,702 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:12:16,702 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:16,702 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_3.csv +2026-05-23 06:12:16,703 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:12:16,703 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:16,703 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_3.csv +2026-05-23 06:12:16,704 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:12:16,704 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:12:16,704 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_3.csv +2026-05-23 06:12:16,705 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:12:16,705 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:16,705 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_3.csv +2026-05-23 06:12:16,706 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:12:16,706 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:16,734 - INFO - Removed old checkpoint: checkpoint_epoch_2.pt +2026-05-23 06:12:17,105 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:12:17,110 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:12:17,180 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:12:17,181 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:12:17,182 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:12:17,183 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:12:17,184 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:12:17,185 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:12:17,186 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:12:17,187 - INFO - Epoch 4/50, Learning Rate: 0.000100 +2026-05-23 06:12:43,485 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:12:43,532 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:12:43,582 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:12:43,629 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:12:43,671 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:12:43,712 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:12:44,718 - INFO - Epoch 4/50: +2026-05-23 06:12:44,719 - INFO - Train: loss=0.8607, accuracy_overall=0.8672 +2026-05-23 06:12:44,719 - INFO - Horizon 0.0s: accuracy=0.9010 +2026-05-23 06:12:44,719 - INFO - Horizon 0.1s: accuracy=0.8980 +2026-05-23 06:12:44,719 - INFO - Horizon 0.2s: accuracy=0.8867 +2026-05-23 06:12:44,719 - INFO - Horizon 0.3s: accuracy=0.8845 +2026-05-23 06:12:44,719 - INFO - Horizon 0.5s: accuracy=0.8557 +2026-05-23 06:12:44,719 - INFO - Horizon 1.0s: accuracy=0.7776 +2026-05-23 06:12:44,719 - INFO - Val Horizon 0.0s - Overall: loss=0.8788, accuracy=0.8903 +2026-05-23 06:12:44,719 - INFO - Horizon 0.0s - Overall F1: 0.8926, Precision: 0.8778, Recall: 0.9109 +2026-05-23 06:12:44,719 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:12:44,719 - INFO - Macro F1: 0.8926 +2026-05-23 06:12:44,719 - INFO - Weighted F1: 0.8900 +2026-05-23 06:12:44,719 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9224 +2026-05-23 06:12:44,719 - INFO - Horizon 0.0s - Steady F1: 0.9266, Precision: 0.9084, Recall: 0.9477 +2026-05-23 06:12:44,719 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:12:44,719 - INFO - Macro F1: 0.9266 +2026-05-23 06:12:44,719 - INFO - Weighted F1: 0.9222 +2026-05-23 06:12:44,719 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7000 +2026-05-23 06:12:44,719 - INFO - Horizon 0.0s - Transition F1: 0.6437, Precision: 0.6399, Recall: 0.6692 +2026-05-23 06:12:44,720 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:12:44,720 - INFO - Macro F1: 0.6437 +2026-05-23 06:12:44,720 - INFO - Weighted F1: 0.7026 +2026-05-23 06:12:44,720 - INFO - +2026-05-23 06:12:44,720 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8744 +2026-05-23 06:12:44,720 - INFO - Horizon 0.1s - Overall F1: 0.8755, Precision: 0.8539, Recall: 0.9026 +2026-05-23 06:12:44,720 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:12:44,720 - INFO - Macro F1: 0.8755 +2026-05-23 06:12:44,720 - INFO - Weighted F1: 0.8739 +2026-05-23 06:12:44,720 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9073 +2026-05-23 06:12:44,720 - INFO - Horizon 0.1s - Steady F1: 0.9089, Precision: 0.8816, Recall: 0.9422 +2026-05-23 06:12:44,720 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:12:44,720 - INFO - Macro F1: 0.9089 +2026-05-23 06:12:44,720 - INFO - Weighted F1: 0.9070 +2026-05-23 06:12:44,720 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6800 +2026-05-23 06:12:44,720 - INFO - Horizon 0.1s - Transition F1: 0.6539, Precision: 0.6463, Recall: 0.6828 +2026-05-23 06:12:44,720 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:12:44,720 - INFO - Macro F1: 0.6539 +2026-05-23 06:12:44,720 - INFO - Weighted F1: 0.6818 +2026-05-23 06:12:44,720 - INFO - +2026-05-23 06:12:44,720 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8661 +2026-05-23 06:12:44,720 - INFO - Horizon 0.2s - Overall F1: 0.8670, Precision: 0.8475, Recall: 0.8927 +2026-05-23 06:12:44,720 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:12:44,720 - INFO - Macro F1: 0.8670 +2026-05-23 06:12:44,720 - INFO - Weighted F1: 0.8653 +2026-05-23 06:12:44,720 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8971 +2026-05-23 06:12:44,720 - INFO - Horizon 0.2s - Steady F1: 0.8956, Precision: 0.8700, Recall: 0.9276 +2026-05-23 06:12:44,720 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:12:44,720 - INFO - Macro F1: 0.8956 +2026-05-23 06:12:44,720 - INFO - Weighted F1: 0.8968 +2026-05-23 06:12:44,720 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6839 +2026-05-23 06:12:44,721 - INFO - Horizon 0.2s - Transition F1: 0.6683, Precision: 0.6580, Recall: 0.7014 +2026-05-23 06:12:44,721 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:12:44,721 - INFO - Macro F1: 0.6683 +2026-05-23 06:12:44,721 - INFO - Weighted F1: 0.6881 +2026-05-23 06:12:44,721 - INFO - +2026-05-23 06:12:44,721 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8569 +2026-05-23 06:12:44,721 - INFO - Horizon 0.3s - Overall F1: 0.8553, Precision: 0.8334, Recall: 0.8833 +2026-05-23 06:12:44,721 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:12:44,721 - INFO - Macro F1: 0.8553 +2026-05-23 06:12:44,721 - INFO - Weighted F1: 0.8561 +2026-05-23 06:12:44,721 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8906 +2026-05-23 06:12:44,721 - INFO - Horizon 0.3s - Steady F1: 0.8840, Precision: 0.8606, Recall: 0.9139 +2026-05-23 06:12:44,721 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:12:44,721 - INFO - Macro F1: 0.8840 +2026-05-23 06:12:44,721 - INFO - Weighted F1: 0.8906 +2026-05-23 06:12:44,721 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6607 +2026-05-23 06:12:44,721 - INFO - Horizon 0.3s - Transition F1: 0.6302, Precision: 0.6010, Recall: 0.6802 +2026-05-23 06:12:44,722 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.6302 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.6617 +2026-05-23 06:12:44,722 - INFO - +2026-05-23 06:12:44,722 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8410 +2026-05-23 06:12:44,722 - INFO - Horizon 0.5s - Overall F1: 0.8337, Precision: 0.8155, Recall: 0.8573 +2026-05-23 06:12:44,722 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.8337 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.8406 +2026-05-23 06:12:44,722 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8772 +2026-05-23 06:12:44,722 - INFO - Horizon 0.5s - Steady F1: 0.8628, Precision: 0.8454, Recall: 0.8860 +2026-05-23 06:12:44,722 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.8628 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.8774 +2026-05-23 06:12:44,722 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6305 +2026-05-23 06:12:44,722 - INFO - Horizon 0.5s - Transition F1: 0.5918, Precision: 0.5632, Recall: 0.6351 +2026-05-23 06:12:44,722 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.5918 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.6313 +2026-05-23 06:12:44,722 - INFO - +2026-05-23 06:12:44,722 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7850 +2026-05-23 06:12:44,722 - INFO - Horizon 1.0s - Overall F1: 0.7540, Precision: 0.7446, Recall: 0.7673 +2026-05-23 06:12:44,722 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.7540 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.7827 +2026-05-23 06:12:44,722 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8302 +2026-05-23 06:12:44,722 - INFO - Horizon 1.0s - Steady F1: 0.7878, Precision: 0.7861, Recall: 0.7958 +2026-05-23 06:12:44,722 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.7878 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.8289 +2026-05-23 06:12:44,722 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5228 +2026-05-23 06:12:44,722 - INFO - Horizon 1.0s - Transition F1: 0.4984, Precision: 0.4906, Recall: 0.5438 +2026-05-23 06:12:44,722 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:12:44,722 - INFO - Macro F1: 0.4984 +2026-05-23 06:12:44,722 - INFO - Weighted F1: 0.5250 +2026-05-23 06:12:44,971 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_4.pt +2026-05-23 06:12:44,972 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_4.csv +2026-05-23 06:12:44,972 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:12:44,973 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:12:44,973 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_4.csv +2026-05-23 06:12:44,973 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:12:44,974 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:44,974 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_4.csv +2026-05-23 06:12:44,979 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:12:44,979 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:44,980 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_4.csv +2026-05-23 06:12:44,980 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:12:44,981 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:12:44,981 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_4.csv +2026-05-23 06:12:44,982 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:12:44,982 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:44,982 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_4.csv +2026-05-23 06:12:44,983 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:12:44,983 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:44,983 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_4.csv +2026-05-23 06:12:44,984 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:12:44,984 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:12:44,984 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_4.csv +2026-05-23 06:12:44,985 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:12:44,985 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:44,986 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_4.csv +2026-05-23 06:12:44,986 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:12:44,986 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:44,987 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_4.csv +2026-05-23 06:12:44,987 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:12:44,987 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:12:44,988 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_4.csv +2026-05-23 06:12:44,988 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:12:44,988 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:44,989 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_4.csv +2026-05-23 06:12:44,989 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:12:44,989 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:44,990 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_4.csv +2026-05-23 06:12:44,990 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:12:44,990 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:12:44,991 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_4.csv +2026-05-23 06:12:44,991 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:12:44,991 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:44,992 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_4.csv +2026-05-23 06:12:44,992 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:12:44,993 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:44,993 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_4.csv +2026-05-23 06:12:44,993 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:12:44,994 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:12:44,994 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_4.csv +2026-05-23 06:12:44,994 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:12:44,995 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:12:44,995 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_4.csv +2026-05-23 06:12:44,995 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:12:44,996 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:12:45,026 - INFO - Removed old checkpoint: checkpoint_epoch_3.pt +2026-05-23 06:12:45,356 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:12:45,362 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:12:45,429 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:12:45,430 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:12:45,431 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:12:45,432 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:12:45,432 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:12:45,433 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:12:45,434 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:12:45,434 - INFO - Epoch 5/50, Learning Rate: 0.000100 +2026-05-23 06:13:10,964 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:13:11,012 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:13:11,081 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:13:11,148 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:13:11,217 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:13:11,312 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:13:13,603 - INFO - Epoch 5/50: +2026-05-23 06:13:13,604 - INFO - Train: loss=0.8154, accuracy_overall=0.8830 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s: accuracy=0.9138 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s: accuracy=0.9101 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s: accuracy=0.9053 +2026-05-23 06:13:13,604 - INFO - Horizon 0.3s: accuracy=0.8969 +2026-05-23 06:13:13,604 - INFO - Horizon 0.5s: accuracy=0.8694 +2026-05-23 06:13:13,604 - INFO - Horizon 1.0s: accuracy=0.8027 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.0s - Overall: loss=0.8503, accuracy=0.8800 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s - Overall F1: 0.8789, Precision: 0.8483, Recall: 0.9208 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.8789 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.8811 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9088 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s - Steady F1: 0.9075, Precision: 0.8714, Recall: 0.9562 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.9075 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.9098 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7094 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s - Transition F1: 0.6653, Precision: 0.6497, Recall: 0.7059 +2026-05-23 06:13:13,604 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.6653 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.7107 +2026-05-23 06:13:13,604 - INFO - +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8824 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s - Overall F1: 0.8797, Precision: 0.8597, Recall: 0.9068 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.8797 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.8830 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9134 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s - Steady F1: 0.9104, Precision: 0.8818, Recall: 0.9481 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.9104 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.9145 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6989 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s - Transition F1: 0.6713, Precision: 0.6676, Recall: 0.6939 +2026-05-23 06:13:13,604 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.6713 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.7006 +2026-05-23 06:13:13,604 - INFO - +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8795 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s - Overall F1: 0.8760, Precision: 0.8552, Recall: 0.9037 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.8760 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.8804 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9111 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s - Steady F1: 0.9059, Precision: 0.8775, Recall: 0.9426 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.9059 +2026-05-23 06:13:13,604 - INFO - Weighted F1: 0.9122 +2026-05-23 06:13:13,604 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6941 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s - Transition F1: 0.6624, Precision: 0.6625, Recall: 0.6836 +2026-05-23 06:13:13,604 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:13:13,604 - INFO - Macro F1: 0.6624 +2026-05-23 06:13:13,605 - INFO - Weighted F1: 0.6948 +2026-05-23 06:13:13,605 - INFO - +2026-05-23 06:13:13,605 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8688 +2026-05-23 06:13:13,605 - INFO - Horizon 0.3s - Overall F1: 0.8637, Precision: 0.8428, Recall: 0.8925 +2026-05-23 06:13:13,605 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:13:13,605 - INFO - Macro F1: 0.8637 +2026-05-23 06:13:13,605 - INFO - Weighted F1: 0.8701 +2026-05-23 06:13:13,605 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9011 +2026-05-23 06:13:13,605 - INFO - Horizon 0.3s - Steady F1: 0.8908, Precision: 0.8656, Recall: 0.9267 +2026-05-23 06:13:13,605 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:13:13,605 - INFO - Macro F1: 0.8908 +2026-05-23 06:13:13,606 - INFO - Weighted F1: 0.9031 +2026-05-23 06:13:13,606 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6801 +2026-05-23 06:13:13,606 - INFO - Horizon 0.3s - Transition F1: 0.6401, Precision: 0.6305, Recall: 0.6693 +2026-05-23 06:13:13,606 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:13:13,606 - INFO - Macro F1: 0.6401 +2026-05-23 06:13:13,607 - INFO - Weighted F1: 0.6798 +2026-05-23 06:13:13,607 - INFO - +2026-05-23 06:13:13,607 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8541 +2026-05-23 06:13:13,607 - INFO - Horizon 0.5s - Overall F1: 0.8426, Precision: 0.8251, Recall: 0.8648 +2026-05-23 06:13:13,607 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:13:13,607 - INFO - Macro F1: 0.8426 +2026-05-23 06:13:13,607 - INFO - Weighted F1: 0.8553 +2026-05-23 06:13:13,607 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8889 +2026-05-23 06:13:13,608 - INFO - Horizon 0.5s - Steady F1: 0.8698, Precision: 0.8510, Recall: 0.8958 +2026-05-23 06:13:13,608 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:13:13,608 - INFO - Macro F1: 0.8698 +2026-05-23 06:13:13,608 - INFO - Weighted F1: 0.8910 +2026-05-23 06:13:13,608 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6514 +2026-05-23 06:13:13,608 - INFO - Horizon 0.5s - Transition F1: 0.6147, Precision: 0.5942, Recall: 0.6494 +2026-05-23 06:13:13,608 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:13:13,608 - INFO - Macro F1: 0.6147 +2026-05-23 06:13:13,608 - INFO - Weighted F1: 0.6520 +2026-05-23 06:13:13,608 - INFO - +2026-05-23 06:13:13,608 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7936 +2026-05-23 06:13:13,608 - INFO - Horizon 1.0s - Overall F1: 0.7623, Precision: 0.7472, Recall: 0.7844 +2026-05-23 06:13:13,608 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:13:13,608 - INFO - Macro F1: 0.7623 +2026-05-23 06:13:13,608 - INFO - Weighted F1: 0.7943 +2026-05-23 06:13:13,608 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8404 +2026-05-23 06:13:13,608 - INFO - Horizon 1.0s - Steady F1: 0.7991, Precision: 0.7927, Recall: 0.8156 +2026-05-23 06:13:13,608 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:13:13,608 - INFO - Macro F1: 0.7991 +2026-05-23 06:13:13,608 - INFO - Weighted F1: 0.8418 +2026-05-23 06:13:13,608 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5228 +2026-05-23 06:13:13,608 - INFO - Horizon 1.0s - Transition F1: 0.4906, Precision: 0.4751, Recall: 0.5357 +2026-05-23 06:13:13,608 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:13:13,608 - INFO - Macro F1: 0.4906 +2026-05-23 06:13:13,608 - INFO - Weighted F1: 0.5281 +2026-05-23 06:13:14,000 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_5.pt +2026-05-23 06:13:14,001 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_5.csv +2026-05-23 06:13:14,002 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_5.csv +2026-05-23 06:13:14,002 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_5.csv +2026-05-23 06:13:14,003 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_5.csv +2026-05-23 06:13:14,003 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_5.csv +2026-05-23 06:13:14,004 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_5.csv +2026-05-23 06:13:14,004 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_5.csv +2026-05-23 06:13:14,005 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_5.csv +2026-05-23 06:13:14,005 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_5.csv +2026-05-23 06:13:14,006 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_5.csv +2026-05-23 06:13:14,006 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_5.csv +2026-05-23 06:13:14,007 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_5.csv +2026-05-23 06:13:14,007 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_5.csv +2026-05-23 06:13:14,008 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_5.csv +2026-05-23 06:13:14,009 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_5.csv +2026-05-23 06:13:14,009 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_5.csv +2026-05-23 06:13:14,010 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_5.csv +2026-05-23 06:13:14,010 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_5.csv +2026-05-23 06:13:14,054 - INFO - Removed old checkpoint: checkpoint_epoch_4.pt +2026-05-23 06:13:14,054 - INFO - Epoch 6/50, Learning Rate: 0.000090 +2026-05-23 06:13:38,854 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:13:38,904 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:13:38,951 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:13:38,995 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:13:39,051 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:13:39,108 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:13:40,345 - INFO - Epoch 6/50: +2026-05-23 06:13:40,346 - INFO - Train: loss=0.7877, accuracy_overall=0.8950 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s: accuracy=0.9222 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s: accuracy=0.9239 +2026-05-23 06:13:40,346 - INFO - Horizon 0.2s: accuracy=0.9179 +2026-05-23 06:13:40,346 - INFO - Horizon 0.3s: accuracy=0.9053 +2026-05-23 06:13:40,346 - INFO - Horizon 0.5s: accuracy=0.8863 +2026-05-23 06:13:40,346 - INFO - Horizon 1.0s: accuracy=0.8143 +2026-05-23 06:13:40,346 - INFO - Val Horizon 0.0s - Overall: loss=0.8029, accuracy=0.9185 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s - Overall F1: 0.9185, Precision: 0.9186, Recall: 0.9191 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:13:40,346 - INFO - Macro F1: 0.9185 +2026-05-23 06:13:40,346 - INFO - Weighted F1: 0.9183 +2026-05-23 06:13:40,346 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9507 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s - Steady F1: 0.9525, Precision: 0.9468, Recall: 0.9584 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:13:40,346 - INFO - Macro F1: 0.9525 +2026-05-23 06:13:40,346 - INFO - Weighted F1: 0.9508 +2026-05-23 06:13:40,346 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7276 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s - Transition F1: 0.6839, Precision: 0.6963, Recall: 0.6840 +2026-05-23 06:13:40,346 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:13:40,346 - INFO - Macro F1: 0.6839 +2026-05-23 06:13:40,346 - INFO - Weighted F1: 0.7289 +2026-05-23 06:13:40,346 - INFO - +2026-05-23 06:13:40,346 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9100 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s - Overall F1: 0.9067, Precision: 0.9095, Recall: 0.9053 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:13:40,346 - INFO - Macro F1: 0.9067 +2026-05-23 06:13:40,346 - INFO - Weighted F1: 0.9096 +2026-05-23 06:13:40,346 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9439 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s - Steady F1: 0.9426, Precision: 0.9371, Recall: 0.9489 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:13:40,346 - INFO - Macro F1: 0.9426 +2026-05-23 06:13:40,346 - INFO - Weighted F1: 0.9440 +2026-05-23 06:13:40,346 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7091 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s - Transition F1: 0.6740, Precision: 0.6957, Recall: 0.6644 +2026-05-23 06:13:40,346 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.6740 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.7102 +2026-05-23 06:13:40,347 - INFO - +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9030 +2026-05-23 06:13:40,347 - INFO - Horizon 0.2s - Overall F1: 0.8987, Precision: 0.9050, Recall: 0.8954 +2026-05-23 06:13:40,347 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.8987 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.9026 +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9373 +2026-05-23 06:13:40,347 - INFO - Horizon 0.2s - Steady F1: 0.9325, Precision: 0.9275, Recall: 0.9396 +2026-05-23 06:13:40,347 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.9325 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.9374 +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7011 +2026-05-23 06:13:40,347 - INFO - Horizon 0.2s - Transition F1: 0.6746, Precision: 0.7157, Recall: 0.6578 +2026-05-23 06:13:40,347 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.6746 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.7029 +2026-05-23 06:13:40,347 - INFO - +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8911 +2026-05-23 06:13:40,347 - INFO - Horizon 0.3s - Overall F1: 0.8842, Precision: 0.8854, Recall: 0.8859 +2026-05-23 06:13:40,347 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.8842 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.8908 +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9259 +2026-05-23 06:13:40,347 - INFO - Horizon 0.3s - Steady F1: 0.9162, Precision: 0.9107, Recall: 0.9242 +2026-05-23 06:13:40,347 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.9162 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.9261 +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6887 +2026-05-23 06:13:40,347 - INFO - Horizon 0.3s - Transition F1: 0.6604, Precision: 0.6690, Recall: 0.6633 +2026-05-23 06:13:40,347 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.6604 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.6920 +2026-05-23 06:13:40,347 - INFO - +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8725 +2026-05-23 06:13:40,347 - INFO - Horizon 0.5s - Overall F1: 0.8596, Precision: 0.8599, Recall: 0.8631 +2026-05-23 06:13:40,347 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.8596 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.8721 +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9113 +2026-05-23 06:13:40,347 - INFO - Horizon 0.5s - Steady F1: 0.8954, Precision: 0.8928, Recall: 0.9019 +2026-05-23 06:13:40,347 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.8954 +2026-05-23 06:13:40,347 - INFO - Weighted F1: 0.9117 +2026-05-23 06:13:40,347 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6468 +2026-05-23 06:13:40,347 - INFO - Horizon 0.5s - Transition F1: 0.6036, Precision: 0.6033, Recall: 0.6179 +2026-05-23 06:13:40,347 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:13:40,347 - INFO - Macro F1: 0.6036 +2026-05-23 06:13:40,348 - INFO - Weighted F1: 0.6513 +2026-05-23 06:13:40,348 - INFO - +2026-05-23 06:13:40,348 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8091 +2026-05-23 06:13:40,348 - INFO - Horizon 1.0s - Overall F1: 0.7746, Precision: 0.7754, Recall: 0.7780 +2026-05-23 06:13:40,348 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:13:40,348 - INFO - Macro F1: 0.7746 +2026-05-23 06:13:40,348 - INFO - Weighted F1: 0.8075 +2026-05-23 06:13:40,348 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8584 +2026-05-23 06:13:40,348 - INFO - Horizon 1.0s - Steady F1: 0.8138, Precision: 0.8259, Recall: 0.8080 +2026-05-23 06:13:40,348 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:13:40,348 - INFO - Macro F1: 0.8138 +2026-05-23 06:13:40,348 - INFO - Weighted F1: 0.8573 +2026-05-23 06:13:40,348 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5236 +2026-05-23 06:13:40,348 - INFO - Horizon 1.0s - Transition F1: 0.4939, Precision: 0.4835, Recall: 0.5312 +2026-05-23 06:13:40,348 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:13:40,348 - INFO - Macro F1: 0.4939 +2026-05-23 06:13:40,348 - INFO - Weighted F1: 0.5292 +2026-05-23 06:13:40,630 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_6.pt +2026-05-23 06:13:40,631 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_6.csv +2026-05-23 06:13:40,631 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:13:40,632 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:13:40,632 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_6.csv +2026-05-23 06:13:40,632 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:13:40,633 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:13:40,633 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_6.csv +2026-05-23 06:13:40,634 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:13:40,634 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:13:40,635 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_6.csv +2026-05-23 06:13:40,635 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:13:40,635 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:13:40,636 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_6.csv +2026-05-23 06:13:40,636 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:13:40,636 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:13:40,637 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_6.csv +2026-05-23 06:13:40,637 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:13:40,637 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:13:40,640 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_6.csv +2026-05-23 06:13:40,640 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:13:40,641 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:13:40,641 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_6.csv +2026-05-23 06:13:40,642 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:13:40,642 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:13:40,643 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_6.csv +2026-05-23 06:13:40,643 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:13:40,643 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:13:40,644 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_6.csv +2026-05-23 06:13:40,644 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:13:40,645 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:13:40,645 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_6.csv +2026-05-23 06:13:40,646 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:13:40,646 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:13:40,646 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_6.csv +2026-05-23 06:13:40,647 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:13:40,649 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:13:40,649 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_6.csv +2026-05-23 06:13:40,649 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:13:40,650 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:13:40,650 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_6.csv +2026-05-23 06:13:40,650 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:13:40,651 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:13:40,651 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_6.csv +2026-05-23 06:13:40,652 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:13:40,652 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:13:40,652 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_6.csv +2026-05-23 06:13:40,653 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:13:40,653 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:13:40,653 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_6.csv +2026-05-23 06:13:40,654 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:13:40,654 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:13:40,654 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_6.csv +2026-05-23 06:13:40,655 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:13:40,655 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:13:40,698 - INFO - Removed old checkpoint: checkpoint_epoch_5.pt +2026-05-23 06:13:41,065 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:13:41,073 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:13:41,143 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:13:41,144 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:13:41,145 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:13:41,145 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:13:41,146 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:13:41,147 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:13:41,148 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:13:41,148 - INFO - Epoch 7/50, Learning Rate: 0.000090 +2026-05-23 06:14:09,415 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:14:09,509 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:14:09,587 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:14:09,668 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:14:09,745 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:14:09,819 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:14:11,538 - INFO - Epoch 7/50: +2026-05-23 06:14:11,539 - INFO - Train: loss=0.7608, accuracy_overall=0.9059 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s: accuracy=0.9301 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s: accuracy=0.9282 +2026-05-23 06:14:11,539 - INFO - Horizon 0.2s: accuracy=0.9197 +2026-05-23 06:14:11,539 - INFO - Horizon 0.3s: accuracy=0.9175 +2026-05-23 06:14:11,539 - INFO - Horizon 0.5s: accuracy=0.8999 +2026-05-23 06:14:11,539 - INFO - Horizon 1.0s: accuracy=0.8401 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.0s - Overall: loss=0.7882, accuracy=0.9220 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s - Overall F1: 0.9209, Precision: 0.9195, Recall: 0.9235 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.9209 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.9218 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9527 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s - Steady F1: 0.9540, Precision: 0.9447, Recall: 0.9644 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.9540 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.9528 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7402 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s - Transition F1: 0.6840, Precision: 0.7006, Recall: 0.6844 +2026-05-23 06:14:11,539 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.6840 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.7418 +2026-05-23 06:14:11,539 - INFO - +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9142 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s - Overall F1: 0.9108, Precision: 0.9122, Recall: 0.9113 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.9108 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.9138 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9498 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s - Steady F1: 0.9475, Precision: 0.9380, Recall: 0.9581 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.9475 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.9499 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7036 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s - Transition F1: 0.6838, Precision: 0.7060, Recall: 0.6766 +2026-05-23 06:14:11,539 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.6838 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.7047 +2026-05-23 06:14:11,539 - INFO - +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9080 +2026-05-23 06:14:11,539 - INFO - Horizon 0.2s - Overall F1: 0.9049, Precision: 0.9054, Recall: 0.9060 +2026-05-23 06:14:11,539 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.9049 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.9077 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9436 +2026-05-23 06:14:11,539 - INFO - Horizon 0.2s - Steady F1: 0.9392, Precision: 0.9298, Recall: 0.9502 +2026-05-23 06:14:11,539 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:14:11,539 - INFO - Macro F1: 0.9392 +2026-05-23 06:14:11,539 - INFO - Weighted F1: 0.9439 +2026-05-23 06:14:11,539 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6980 +2026-05-23 06:14:11,540 - INFO - Horizon 0.2s - Transition F1: 0.6823, Precision: 0.7029, Recall: 0.6727 +2026-05-23 06:14:11,540 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.6823 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.6990 +2026-05-23 06:14:11,540 - INFO - +2026-05-23 06:14:11,540 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9018 +2026-05-23 06:14:11,540 - INFO - Horizon 0.3s - Overall F1: 0.8959, Precision: 0.8998, Recall: 0.8937 +2026-05-23 06:14:11,540 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.8959 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.9014 +2026-05-23 06:14:11,540 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9378 +2026-05-23 06:14:11,540 - INFO - Horizon 0.3s - Steady F1: 0.9290, Precision: 0.9266, Recall: 0.9326 +2026-05-23 06:14:11,540 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.9290 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.9381 +2026-05-23 06:14:11,540 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6918 +2026-05-23 06:14:11,540 - INFO - Horizon 0.3s - Transition F1: 0.6653, Precision: 0.6775, Recall: 0.6638 +2026-05-23 06:14:11,540 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.6653 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.6942 +2026-05-23 06:14:11,540 - INFO - +2026-05-23 06:14:11,540 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8795 +2026-05-23 06:14:11,540 - INFO - Horizon 0.5s - Overall F1: 0.8668, Precision: 0.8609, Recall: 0.8749 +2026-05-23 06:14:11,540 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.8668 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.8800 +2026-05-23 06:14:11,540 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9182 +2026-05-23 06:14:11,540 - INFO - Horizon 0.5s - Steady F1: 0.9000, Precision: 0.8956, Recall: 0.9079 +2026-05-23 06:14:11,540 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.9000 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.9189 +2026-05-23 06:14:11,540 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6545 +2026-05-23 06:14:11,540 - INFO - Horizon 0.5s - Transition F1: 0.6165, Precision: 0.6042, Recall: 0.6410 +2026-05-23 06:14:11,540 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.6165 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.6558 +2026-05-23 06:14:11,540 - INFO - +2026-05-23 06:14:11,540 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8130 +2026-05-23 06:14:11,540 - INFO - Horizon 1.0s - Overall F1: 0.7832, Precision: 0.7815, Recall: 0.7904 +2026-05-23 06:14:11,540 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.7832 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.8124 +2026-05-23 06:14:11,540 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8620 +2026-05-23 06:14:11,540 - INFO - Horizon 1.0s - Steady F1: 0.8228, Precision: 0.8303, Recall: 0.8236 +2026-05-23 06:14:11,540 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:14:11,540 - INFO - Macro F1: 0.8228 +2026-05-23 06:14:11,540 - INFO - Weighted F1: 0.8620 +2026-05-23 06:14:11,540 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5290 +2026-05-23 06:14:11,540 - INFO - Horizon 1.0s - Transition F1: 0.4950, Precision: 0.4807, Recall: 0.5289 +2026-05-23 06:14:11,540 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:14:11,541 - INFO - Macro F1: 0.4950 +2026-05-23 06:14:11,541 - INFO - Weighted F1: 0.5341 +2026-05-23 06:14:11,886 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_7.pt +2026-05-23 06:14:11,888 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_7.csv +2026-05-23 06:14:11,888 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:14:11,889 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:14:11,890 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_7.csv +2026-05-23 06:14:11,890 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:14:11,890 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:11,891 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_7.csv +2026-05-23 06:14:11,891 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:14:11,892 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:11,892 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_7.csv +2026-05-23 06:14:11,893 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:14:11,893 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:14:11,894 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_7.csv +2026-05-23 06:14:11,919 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:14:11,920 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:11,921 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_7.csv +2026-05-23 06:14:11,922 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:14:11,922 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:11,923 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_7.csv +2026-05-23 06:14:11,923 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:14:11,924 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:14:11,924 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_7.csv +2026-05-23 06:14:11,925 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:14:11,925 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:11,926 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_7.csv +2026-05-23 06:14:11,926 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:14:11,927 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:11,928 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_7.csv +2026-05-23 06:14:11,928 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:14:11,929 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:14:11,929 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_7.csv +2026-05-23 06:14:11,930 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:14:11,930 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:11,931 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_7.csv +2026-05-23 06:14:11,931 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:14:11,932 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:11,933 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_7.csv +2026-05-23 06:14:11,934 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:14:11,934 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:14:11,935 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_7.csv +2026-05-23 06:14:11,935 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:14:11,936 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:11,936 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_7.csv +2026-05-23 06:14:11,937 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:14:11,937 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:11,938 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_7.csv +2026-05-23 06:14:11,938 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:14:11,939 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:14:11,939 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_7.csv +2026-05-23 06:14:11,940 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:14:11,940 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:11,941 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_7.csv +2026-05-23 06:14:11,941 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:14:11,941 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:11,992 - INFO - Removed old checkpoint: checkpoint_epoch_6.pt +2026-05-23 06:14:12,508 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:14:12,516 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:14:12,607 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:14:12,609 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:14:12,614 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:14:12,616 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:14:12,617 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:14:12,623 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:14:12,624 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:14:12,629 - INFO - Epoch 8/50, Learning Rate: 0.000090 +2026-05-23 06:14:35,595 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:14:35,651 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:14:35,694 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:14:35,748 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:14:35,799 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:14:35,851 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:14:37,034 - INFO - Epoch 8/50: +2026-05-23 06:14:37,034 - INFO - Train: loss=0.7427, accuracy_overall=0.9147 +2026-05-23 06:14:37,034 - INFO - Horizon 0.0s: accuracy=0.9392 +2026-05-23 06:14:37,034 - INFO - Horizon 0.1s: accuracy=0.9392 +2026-05-23 06:14:37,034 - INFO - Horizon 0.2s: accuracy=0.9392 +2026-05-23 06:14:37,034 - INFO - Horizon 0.3s: accuracy=0.9305 +2026-05-23 06:14:37,034 - INFO - Horizon 0.5s: accuracy=0.9005 +2026-05-23 06:14:37,034 - INFO - Horizon 1.0s: accuracy=0.8395 +2026-05-23 06:14:37,034 - INFO - Val Horizon 0.0s - Overall: loss=0.7829, accuracy=0.9223 +2026-05-23 06:14:37,034 - INFO - Horizon 0.0s - Overall F1: 0.9183, Precision: 0.8980, Recall: 0.9416 +2026-05-23 06:14:37,034 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:14:37,034 - INFO - Macro F1: 0.9183 +2026-05-23 06:14:37,034 - INFO - Weighted F1: 0.9224 +2026-05-23 06:14:37,034 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9525 +2026-05-23 06:14:37,034 - INFO - Horizon 0.0s - Steady F1: 0.9511, Precision: 0.9295, Recall: 0.9756 +2026-05-23 06:14:37,034 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:14:37,034 - INFO - Macro F1: 0.9511 +2026-05-23 06:14:37,034 - INFO - Weighted F1: 0.9527 +2026-05-23 06:14:37,034 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7433 +2026-05-23 06:14:37,035 - INFO - Horizon 0.0s - Transition F1: 0.7006, Precision: 0.6770, Recall: 0.7398 +2026-05-23 06:14:37,035 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.7006 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.7434 +2026-05-23 06:14:37,035 - INFO - +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9135 +2026-05-23 06:14:37,035 - INFO - Horizon 0.1s - Overall F1: 0.9084, Precision: 0.8930, Recall: 0.9269 +2026-05-23 06:14:37,035 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.9084 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.9138 +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9479 +2026-05-23 06:14:37,035 - INFO - Horizon 0.1s - Steady F1: 0.9433, Precision: 0.9231, Recall: 0.9668 +2026-05-23 06:14:37,035 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.9433 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.9485 +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7099 +2026-05-23 06:14:37,035 - INFO - Horizon 0.1s - Transition F1: 0.6886, Precision: 0.6732, Recall: 0.7207 +2026-05-23 06:14:37,035 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.6886 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.7097 +2026-05-23 06:14:37,035 - INFO - +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9090 +2026-05-23 06:14:37,035 - INFO - Horizon 0.2s - Overall F1: 0.9026, Precision: 0.8865, Recall: 0.9212 +2026-05-23 06:14:37,035 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.9026 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.9093 +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9440 +2026-05-23 06:14:37,035 - INFO - Horizon 0.2s - Steady F1: 0.9366, Precision: 0.9151, Recall: 0.9617 +2026-05-23 06:14:37,035 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.9366 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.9446 +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7027 +2026-05-23 06:14:37,035 - INFO - Horizon 0.2s - Transition F1: 0.6804, Precision: 0.6737, Recall: 0.7000 +2026-05-23 06:14:37,035 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.6804 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.7017 +2026-05-23 06:14:37,035 - INFO - +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9044 +2026-05-23 06:14:37,035 - INFO - Horizon 0.3s - Overall F1: 0.8966, Precision: 0.8829, Recall: 0.9130 +2026-05-23 06:14:37,035 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.8966 +2026-05-23 06:14:37,035 - INFO - Weighted F1: 0.9048 +2026-05-23 06:14:37,035 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9376 +2026-05-23 06:14:37,035 - INFO - Horizon 0.3s - Steady F1: 0.9262, Precision: 0.9085, Recall: 0.9470 +2026-05-23 06:14:37,035 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:14:37,035 - INFO - Macro F1: 0.9262 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.9382 +2026-05-23 06:14:37,036 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7112 +2026-05-23 06:14:37,036 - INFO - Horizon 0.3s - Transition F1: 0.6834, Precision: 0.6755, Recall: 0.7066 +2026-05-23 06:14:37,036 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.6834 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.7126 +2026-05-23 06:14:37,036 - INFO - +2026-05-23 06:14:37,036 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8834 +2026-05-23 06:14:37,036 - INFO - Horizon 0.5s - Overall F1: 0.8723, Precision: 0.8622, Recall: 0.8863 +2026-05-23 06:14:37,036 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.8723 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.8837 +2026-05-23 06:14:37,036 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9209 +2026-05-23 06:14:37,036 - INFO - Horizon 0.5s - Steady F1: 0.9045, Precision: 0.8922, Recall: 0.9211 +2026-05-23 06:14:37,036 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.9045 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.9217 +2026-05-23 06:14:37,036 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6654 +2026-05-23 06:14:37,036 - INFO - Horizon 0.5s - Transition F1: 0.6318, Precision: 0.6202, Recall: 0.6606 +2026-05-23 06:14:37,036 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.6318 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.6693 +2026-05-23 06:14:37,036 - INFO - +2026-05-23 06:14:37,036 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8248 +2026-05-23 06:14:37,036 - INFO - Horizon 1.0s - Overall F1: 0.7994, Precision: 0.7880, Recall: 0.8208 +2026-05-23 06:14:37,036 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.7994 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.8250 +2026-05-23 06:14:37,036 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8714 +2026-05-23 06:14:37,036 - INFO - Horizon 1.0s - Steady F1: 0.8369, Precision: 0.8291, Recall: 0.8559 +2026-05-23 06:14:37,036 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.8369 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.8727 +2026-05-23 06:14:37,036 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5544 +2026-05-23 06:14:37,036 - INFO - Horizon 1.0s - Transition F1: 0.5275, Precision: 0.5235, Recall: 0.5722 +2026-05-23 06:14:37,036 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:14:37,036 - INFO - Macro F1: 0.5275 +2026-05-23 06:14:37,036 - INFO - Weighted F1: 0.5620 +2026-05-23 06:14:37,304 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_8.pt +2026-05-23 06:14:37,305 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_8.csv +2026-05-23 06:14:37,306 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:14:37,306 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:14:37,306 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_8.csv +2026-05-23 06:14:37,307 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:14:37,307 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:37,307 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_8.csv +2026-05-23 06:14:37,308 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:14:37,308 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:37,308 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_8.csv +2026-05-23 06:14:37,309 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:14:37,309 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:14:37,309 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_8.csv +2026-05-23 06:14:37,310 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:14:37,310 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:37,311 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_8.csv +2026-05-23 06:14:37,311 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:14:37,312 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:37,312 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_8.csv +2026-05-23 06:14:37,312 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:14:37,313 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:14:37,313 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_8.csv +2026-05-23 06:14:37,313 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:14:37,314 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:37,314 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_8.csv +2026-05-23 06:14:37,315 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:14:37,315 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:37,315 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_8.csv +2026-05-23 06:14:37,316 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:14:37,316 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:14:37,317 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_8.csv +2026-05-23 06:14:37,317 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:14:37,317 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:37,318 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_8.csv +2026-05-23 06:14:37,318 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:14:37,318 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:37,319 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_8.csv +2026-05-23 06:14:37,319 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:14:37,319 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:14:37,320 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_8.csv +2026-05-23 06:14:37,320 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:14:37,320 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:37,321 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_8.csv +2026-05-23 06:14:37,321 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:14:37,321 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:37,322 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_8.csv +2026-05-23 06:14:37,322 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:14:37,322 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:14:37,323 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_8.csv +2026-05-23 06:14:37,323 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:14:37,323 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:14:37,324 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_8.csv +2026-05-23 06:14:37,324 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:14:37,324 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:14:37,364 - INFO - Removed old checkpoint: checkpoint_epoch_7.pt +2026-05-23 06:14:37,723 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:14:37,727 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:14:37,801 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:14:37,802 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:14:37,803 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:14:37,804 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:14:37,804 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:14:37,805 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:14:37,806 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:14:37,806 - INFO - Epoch 9/50, Learning Rate: 0.000090 +2026-05-23 06:15:01,363 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:15:01,413 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:15:01,467 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:15:01,513 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:15:01,563 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:15:01,617 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:15:02,636 - INFO - Epoch 9/50: +2026-05-23 06:15:02,636 - INFO - Train: loss=0.7304, accuracy_overall=0.9184 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s: accuracy=0.9399 +2026-05-23 06:15:02,636 - INFO - Horizon 0.1s: accuracy=0.9413 +2026-05-23 06:15:02,636 - INFO - Horizon 0.2s: accuracy=0.9347 +2026-05-23 06:15:02,636 - INFO - Horizon 0.3s: accuracy=0.9314 +2026-05-23 06:15:02,636 - INFO - Horizon 0.5s: accuracy=0.9116 +2026-05-23 06:15:02,636 - INFO - Horizon 1.0s: accuracy=0.8515 +2026-05-23 06:15:02,636 - INFO - Val Horizon 0.0s - Overall: loss=0.7680, accuracy=0.9323 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s - Overall F1: 0.9294, Precision: 0.9229, Recall: 0.9371 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:15:02,636 - INFO - Macro F1: 0.9294 +2026-05-23 06:15:02,636 - INFO - Weighted F1: 0.9322 +2026-05-23 06:15:02,636 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9623 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s - Steady F1: 0.9612, Precision: 0.9503, Recall: 0.9731 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:15:02,636 - INFO - Macro F1: 0.9612 +2026-05-23 06:15:02,636 - INFO - Weighted F1: 0.9624 +2026-05-23 06:15:02,636 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7543 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s - Transition F1: 0.7101, Precision: 0.7069, Recall: 0.7226 +2026-05-23 06:15:02,636 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:15:02,636 - INFO - Macro F1: 0.7101 +2026-05-23 06:15:02,636 - INFO - Weighted F1: 0.7565 +2026-05-23 06:15:02,636 - INFO - +2026-05-23 06:15:02,636 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9189 +2026-05-23 06:15:02,636 - INFO - Horizon 0.1s - Overall F1: 0.9151, Precision: 0.9044, Recall: 0.9279 +2026-05-23 06:15:02,637 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.9151 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9188 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9520 +2026-05-23 06:15:02,637 - INFO - Horizon 0.1s - Steady F1: 0.9489, Precision: 0.9310, Recall: 0.9697 +2026-05-23 06:15:02,637 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.9489 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9523 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7225 +2026-05-23 06:15:02,637 - INFO - Horizon 0.1s - Transition F1: 0.6979, Precision: 0.6981, Recall: 0.7113 +2026-05-23 06:15:02,637 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.6979 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.7247 +2026-05-23 06:15:02,637 - INFO - +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9148 +2026-05-23 06:15:02,637 - INFO - Horizon 0.2s - Overall F1: 0.9096, Precision: 0.8980, Recall: 0.9230 +2026-05-23 06:15:02,637 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.9096 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9149 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9491 +2026-05-23 06:15:02,637 - INFO - Horizon 0.2s - Steady F1: 0.9435, Precision: 0.9263, Recall: 0.9638 +2026-05-23 06:15:02,637 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.9435 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9494 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7128 +2026-05-23 06:15:02,637 - INFO - Horizon 0.2s - Transition F1: 0.6886, Precision: 0.6850, Recall: 0.7038 +2026-05-23 06:15:02,637 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.6886 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.7140 +2026-05-23 06:15:02,637 - INFO - +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9051 +2026-05-23 06:15:02,637 - INFO - Horizon 0.3s - Overall F1: 0.8993, Precision: 0.8863, Recall: 0.9150 +2026-05-23 06:15:02,637 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.8993 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9051 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9390 +2026-05-23 06:15:02,637 - INFO - Horizon 0.3s - Steady F1: 0.9292, Precision: 0.9131, Recall: 0.9489 +2026-05-23 06:15:02,637 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.9292 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9395 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7073 +2026-05-23 06:15:02,637 - INFO - Horizon 0.3s - Transition F1: 0.6890, Precision: 0.6716, Recall: 0.7208 +2026-05-23 06:15:02,637 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.6890 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.7087 +2026-05-23 06:15:02,637 - INFO - +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8788 +2026-05-23 06:15:02,637 - INFO - Horizon 0.5s - Overall F1: 0.8670, Precision: 0.8493, Recall: 0.8901 +2026-05-23 06:15:02,637 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.8670 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.8787 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9158 +2026-05-23 06:15:02,637 - INFO - Horizon 0.5s - Steady F1: 0.8987, Precision: 0.8799, Recall: 0.9256 +2026-05-23 06:15:02,637 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:15:02,637 - INFO - Macro F1: 0.8987 +2026-05-23 06:15:02,637 - INFO - Weighted F1: 0.9169 +2026-05-23 06:15:02,637 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6631 +2026-05-23 06:15:02,637 - INFO - Horizon 0.5s - Transition F1: 0.6434, Precision: 0.6127, Recall: 0.6942 +2026-05-23 06:15:02,637 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:15:02,638 - INFO - Macro F1: 0.6434 +2026-05-23 06:15:02,638 - INFO - Weighted F1: 0.6647 +2026-05-23 06:15:02,638 - INFO - +2026-05-23 06:15:02,638 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8313 +2026-05-23 06:15:02,638 - INFO - Horizon 1.0s - Overall F1: 0.8005, Precision: 0.8012, Recall: 0.8089 +2026-05-23 06:15:02,638 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:15:02,638 - INFO - Macro F1: 0.8005 +2026-05-23 06:15:02,638 - INFO - Weighted F1: 0.8301 +2026-05-23 06:15:02,638 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8777 +2026-05-23 06:15:02,638 - INFO - Horizon 1.0s - Steady F1: 0.8394, Precision: 0.8450, Recall: 0.8447 +2026-05-23 06:15:02,638 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:15:02,638 - INFO - Macro F1: 0.8394 +2026-05-23 06:15:02,638 - INFO - Weighted F1: 0.8780 +2026-05-23 06:15:02,638 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5622 +2026-05-23 06:15:02,638 - INFO - Horizon 1.0s - Transition F1: 0.5246, Precision: 0.5243, Recall: 0.5621 +2026-05-23 06:15:02,638 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:15:02,638 - INFO - Macro F1: 0.5246 +2026-05-23 06:15:02,638 - INFO - Weighted F1: 0.5691 +2026-05-23 06:15:02,873 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_9.pt +2026-05-23 06:15:02,875 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_9.csv +2026-05-23 06:15:02,875 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:15:02,875 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:15:02,876 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_9.csv +2026-05-23 06:15:02,876 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:15:02,876 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:02,877 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_9.csv +2026-05-23 06:15:02,877 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:15:02,877 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:02,878 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_9.csv +2026-05-23 06:15:02,878 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:15:02,878 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:15:02,879 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_9.csv +2026-05-23 06:15:02,879 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:15:02,879 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:02,880 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_9.csv +2026-05-23 06:15:02,880 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:15:02,880 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:02,881 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_9.csv +2026-05-23 06:15:02,881 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:15:02,881 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:15:02,882 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_9.csv +2026-05-23 06:15:02,882 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:15:02,882 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:02,883 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_9.csv +2026-05-23 06:15:02,883 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:15:02,883 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:02,884 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_9.csv +2026-05-23 06:15:02,884 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:15:02,884 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:15:02,885 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_9.csv +2026-05-23 06:15:02,885 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:15:02,885 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:02,886 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_9.csv +2026-05-23 06:15:02,886 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:15:02,886 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:02,887 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_9.csv +2026-05-23 06:15:02,887 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:15:02,887 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:15:02,888 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_9.csv +2026-05-23 06:15:02,888 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:15:02,888 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:02,889 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_9.csv +2026-05-23 06:15:02,889 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:15:02,889 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:02,890 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_9.csv +2026-05-23 06:15:02,890 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:15:02,890 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:15:02,891 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_9.csv +2026-05-23 06:15:02,891 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:15:02,891 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:02,891 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_9.csv +2026-05-23 06:15:02,892 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:15:02,892 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:02,925 - INFO - Removed old checkpoint: checkpoint_epoch_8.pt +2026-05-23 06:15:03,316 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:15:03,321 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:15:03,382 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:15:03,382 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:15:03,383 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:15:03,384 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:15:03,385 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:15:03,385 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:15:03,386 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:15:03,386 - INFO - Epoch 10/50, Learning Rate: 0.000090 +2026-05-23 06:15:28,192 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:15:28,264 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:15:28,329 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:15:28,400 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:15:28,478 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:15:28,554 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:15:30,223 - INFO - Epoch 10/50: +2026-05-23 06:15:30,224 - INFO - Train: loss=0.7170, accuracy_overall=0.9228 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s: accuracy=0.9476 +2026-05-23 06:15:30,224 - INFO - Horizon 0.1s: accuracy=0.9449 +2026-05-23 06:15:30,224 - INFO - Horizon 0.2s: accuracy=0.9414 +2026-05-23 06:15:30,224 - INFO - Horizon 0.3s: accuracy=0.9318 +2026-05-23 06:15:30,224 - INFO - Horizon 0.5s: accuracy=0.9109 +2026-05-23 06:15:30,224 - INFO - Horizon 1.0s: accuracy=0.8600 +2026-05-23 06:15:30,224 - INFO - Val Horizon 0.0s - Overall: loss=0.7596, accuracy=0.9286 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s - Overall F1: 0.9305, Precision: 0.9275, Recall: 0.9342 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:15:30,224 - INFO - Macro F1: 0.9305 +2026-05-23 06:15:30,224 - INFO - Weighted F1: 0.9284 +2026-05-23 06:15:30,224 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9578 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s - Steady F1: 0.9623, Precision: 0.9568, Recall: 0.9683 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:15:30,224 - INFO - Macro F1: 0.9623 +2026-05-23 06:15:30,224 - INFO - Weighted F1: 0.9577 +2026-05-23 06:15:30,224 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7559 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s - Transition F1: 0.7134, Precision: 0.7112, Recall: 0.7244 +2026-05-23 06:15:30,224 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:15:30,224 - INFO - Macro F1: 0.7134 +2026-05-23 06:15:30,224 - INFO - Weighted F1: 0.7580 +2026-05-23 06:15:30,224 - INFO - +2026-05-23 06:15:30,224 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9242 +2026-05-23 06:15:30,224 - INFO - Horizon 0.1s - Overall F1: 0.9234, Precision: 0.9224, Recall: 0.9250 +2026-05-23 06:15:30,225 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.9234 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.9240 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9583 +2026-05-23 06:15:30,225 - INFO - Horizon 0.1s - Steady F1: 0.9598, Precision: 0.9531, Recall: 0.9672 +2026-05-23 06:15:30,225 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.9598 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.9584 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7225 +2026-05-23 06:15:30,225 - INFO - Horizon 0.1s - Transition F1: 0.7022, Precision: 0.7067, Recall: 0.7039 +2026-05-23 06:15:30,225 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.7022 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.7244 +2026-05-23 06:15:30,225 - INFO - +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9161 +2026-05-23 06:15:30,225 - INFO - Horizon 0.2s - Overall F1: 0.9125, Precision: 0.9084, Recall: 0.9181 +2026-05-23 06:15:30,225 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.9125 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.9160 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9524 +2026-05-23 06:15:30,225 - INFO - Horizon 0.2s - Steady F1: 0.9498, Precision: 0.9400, Recall: 0.9610 +2026-05-23 06:15:30,225 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.9498 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.9526 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7027 +2026-05-23 06:15:30,225 - INFO - Horizon 0.2s - Transition F1: 0.6952, Precision: 0.6904, Recall: 0.7056 +2026-05-23 06:15:30,225 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.6952 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.7048 +2026-05-23 06:15:30,225 - INFO - +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9076 +2026-05-23 06:15:30,225 - INFO - Horizon 0.3s - Overall F1: 0.9028, Precision: 0.8928, Recall: 0.9148 +2026-05-23 06:15:30,225 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.9028 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.9076 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9400 +2026-05-23 06:15:30,225 - INFO - Horizon 0.3s - Steady F1: 0.9318, Precision: 0.9179, Recall: 0.9487 +2026-05-23 06:15:30,225 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.9318 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.9404 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7189 +2026-05-23 06:15:30,225 - INFO - Horizon 0.3s - Transition F1: 0.7037, Precision: 0.6884, Recall: 0.7240 +2026-05-23 06:15:30,225 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.7037 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.7210 +2026-05-23 06:15:30,225 - INFO - +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8898 +2026-05-23 06:15:30,225 - INFO - Horizon 0.5s - Overall F1: 0.8763, Precision: 0.8681, Recall: 0.8879 +2026-05-23 06:15:30,225 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:15:30,225 - INFO - Macro F1: 0.8763 +2026-05-23 06:15:30,225 - INFO - Weighted F1: 0.8896 +2026-05-23 06:15:30,225 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9268 +2026-05-23 06:15:30,225 - INFO - Horizon 0.5s - Steady F1: 0.9095, Precision: 0.8974, Recall: 0.9264 +2026-05-23 06:15:30,226 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:15:30,226 - INFO - Macro F1: 0.9095 +2026-05-23 06:15:30,226 - INFO - Weighted F1: 0.9276 +2026-05-23 06:15:30,226 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6747 +2026-05-23 06:15:30,226 - INFO - Horizon 0.5s - Transition F1: 0.6450, Precision: 0.6280, Recall: 0.6750 +2026-05-23 06:15:30,226 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:15:30,226 - INFO - Macro F1: 0.6450 +2026-05-23 06:15:30,226 - INFO - Weighted F1: 0.6784 +2026-05-23 06:15:30,226 - INFO - +2026-05-23 06:15:30,226 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8336 +2026-05-23 06:15:30,226 - INFO - Horizon 1.0s - Overall F1: 0.8054, Precision: 0.8004, Recall: 0.8178 +2026-05-23 06:15:30,226 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:15:30,226 - INFO - Macro F1: 0.8054 +2026-05-23 06:15:30,226 - INFO - Weighted F1: 0.8322 +2026-05-23 06:15:30,226 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8790 +2026-05-23 06:15:30,226 - INFO - Horizon 1.0s - Steady F1: 0.8423, Precision: 0.8422, Recall: 0.8504 +2026-05-23 06:15:30,226 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:15:30,226 - INFO - Macro F1: 0.8423 +2026-05-23 06:15:30,226 - INFO - Weighted F1: 0.8791 +2026-05-23 06:15:30,226 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5707 +2026-05-23 06:15:30,226 - INFO - Horizon 1.0s - Transition F1: 0.5486, Precision: 0.5352, Recall: 0.5960 +2026-05-23 06:15:30,226 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:15:30,226 - INFO - Macro F1: 0.5486 +2026-05-23 06:15:30,226 - INFO - Weighted F1: 0.5772 +2026-05-23 06:15:30,612 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_10.pt +2026-05-23 06:15:30,614 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_10.csv +2026-05-23 06:15:30,614 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_10.csv +2026-05-23 06:15:30,615 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_10.csv +2026-05-23 06:15:30,615 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_10.csv +2026-05-23 06:15:30,616 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_10.csv +2026-05-23 06:15:30,616 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_10.csv +2026-05-23 06:15:30,617 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_10.csv +2026-05-23 06:15:30,617 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_10.csv +2026-05-23 06:15:30,617 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_10.csv +2026-05-23 06:15:30,618 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_10.csv +2026-05-23 06:15:30,618 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_10.csv +2026-05-23 06:15:30,619 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_10.csv +2026-05-23 06:15:30,619 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_10.csv +2026-05-23 06:15:30,620 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_10.csv +2026-05-23 06:15:30,620 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_10.csv +2026-05-23 06:15:30,620 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_10.csv +2026-05-23 06:15:30,621 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_10.csv +2026-05-23 06:15:30,621 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_10.csv +2026-05-23 06:15:30,665 - INFO - Removed old checkpoint: checkpoint_epoch_9.pt +2026-05-23 06:15:30,665 - INFO - Epoch 11/50, Learning Rate: 0.000081 +2026-05-23 06:15:55,655 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:15:55,705 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:15:55,756 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:15:55,812 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:15:55,866 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:15:55,922 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:15:57,070 - INFO - Epoch 11/50: +2026-05-23 06:15:57,070 - INFO - Train: loss=0.7123, accuracy_overall=0.9235 +2026-05-23 06:15:57,070 - INFO - Horizon 0.0s: accuracy=0.9483 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s: accuracy=0.9458 +2026-05-23 06:15:57,071 - INFO - Horizon 0.2s: accuracy=0.9429 +2026-05-23 06:15:57,071 - INFO - Horizon 0.3s: accuracy=0.9328 +2026-05-23 06:15:57,071 - INFO - Horizon 0.5s: accuracy=0.9125 +2026-05-23 06:15:57,071 - INFO - Horizon 1.0s: accuracy=0.8589 +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.0s - Overall: loss=0.7522, accuracy=0.9328 +2026-05-23 06:15:57,071 - INFO - Horizon 0.0s - Overall F1: 0.9329, Precision: 0.9474, Recall: 0.9194 +2026-05-23 06:15:57,071 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:15:57,071 - INFO - Macro F1: 0.9329 +2026-05-23 06:15:57,071 - INFO - Weighted F1: 0.9329 +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9660 +2026-05-23 06:15:57,071 - INFO - Horizon 0.0s - Steady F1: 0.9687, Precision: 0.9731, Recall: 0.9646 +2026-05-23 06:15:57,071 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:15:57,071 - INFO - Macro F1: 0.9687 +2026-05-23 06:15:57,071 - INFO - Weighted F1: 0.9660 +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7362 +2026-05-23 06:15:57,071 - INFO - Horizon 0.0s - Transition F1: 0.6608, Precision: 0.7301, Recall: 0.6162 +2026-05-23 06:15:57,071 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:15:57,071 - INFO - Macro F1: 0.6608 +2026-05-23 06:15:57,071 - INFO - Weighted F1: 0.7334 +2026-05-23 06:15:57,071 - INFO - +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9264 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s - Overall F1: 0.9243, Precision: 0.9374, Recall: 0.9122 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:15:57,071 - INFO - Macro F1: 0.9243 +2026-05-23 06:15:57,071 - INFO - Weighted F1: 0.9263 +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9619 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s - Steady F1: 0.9620, Precision: 0.9651, Recall: 0.9591 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:15:57,071 - INFO - Macro F1: 0.9620 +2026-05-23 06:15:57,071 - INFO - Weighted F1: 0.9619 +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7162 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s - Transition F1: 0.6677, Precision: 0.7277, Recall: 0.6325 +2026-05-23 06:15:57,071 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:15:57,071 - INFO - Macro F1: 0.6677 +2026-05-23 06:15:57,071 - INFO - Weighted F1: 0.7143 +2026-05-23 06:15:57,071 - INFO - +2026-05-23 06:15:57,071 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9249 +2026-05-23 06:15:57,071 - INFO - Horizon 0.2s - Overall F1: 0.9205, Precision: 0.9364, Recall: 0.9060 +2026-05-23 06:15:57,072 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.9205 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.9247 +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9602 +2026-05-23 06:15:57,072 - INFO - Horizon 0.2s - Steady F1: 0.9580, Precision: 0.9627, Recall: 0.9534 +2026-05-23 06:15:57,072 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.9580 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.9603 +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7167 +2026-05-23 06:15:57,072 - INFO - Horizon 0.2s - Transition F1: 0.6792, Precision: 0.7530, Recall: 0.6349 +2026-05-23 06:15:57,072 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.6792 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.7141 +2026-05-23 06:15:57,072 - INFO - +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9137 +2026-05-23 06:15:57,072 - INFO - Horizon 0.3s - Overall F1: 0.9075, Precision: 0.9248, Recall: 0.8920 +2026-05-23 06:15:57,072 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.9075 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.9137 +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9506 +2026-05-23 06:15:57,072 - INFO - Horizon 0.3s - Steady F1: 0.9442, Precision: 0.9536, Recall: 0.9353 +2026-05-23 06:15:57,072 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.9442 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.9507 +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6988 +2026-05-23 06:15:57,072 - INFO - Horizon 0.3s - Transition F1: 0.6417, Precision: 0.7030, Recall: 0.6085 +2026-05-23 06:15:57,072 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.6417 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.6968 +2026-05-23 06:15:57,072 - INFO - +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8993 +2026-05-23 06:15:57,072 - INFO - Horizon 0.5s - Overall F1: 0.8864, Precision: 0.9110, Recall: 0.8661 +2026-05-23 06:15:57,072 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:15:57,072 - INFO - Macro F1: 0.8864 +2026-05-23 06:15:57,072 - INFO - Weighted F1: 0.8985 +2026-05-23 06:15:57,072 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9369 +2026-05-23 06:15:57,072 - INFO - Horizon 0.5s - Steady F1: 0.9217, Precision: 0.9356, Recall: 0.9088 +2026-05-23 06:15:57,072 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:15:57,073 - INFO - Macro F1: 0.9217 +2026-05-23 06:15:57,073 - INFO - Weighted F1: 0.9370 +2026-05-23 06:15:57,073 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6809 +2026-05-23 06:15:57,073 - INFO - Horizon 0.5s - Transition F1: 0.6323, Precision: 0.6829, Recall: 0.6100 +2026-05-23 06:15:57,073 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:15:57,073 - INFO - Macro F1: 0.6323 +2026-05-23 06:15:57,073 - INFO - Weighted F1: 0.6816 +2026-05-23 06:15:57,073 - INFO - +2026-05-23 06:15:57,073 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8443 +2026-05-23 06:15:57,073 - INFO - Horizon 1.0s - Overall F1: 0.8160, Precision: 0.8400, Recall: 0.8005 +2026-05-23 06:15:57,073 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:15:57,073 - INFO - Macro F1: 0.8160 +2026-05-23 06:15:57,073 - INFO - Weighted F1: 0.8434 +2026-05-23 06:15:57,073 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8902 +2026-05-23 06:15:57,073 - INFO - Horizon 1.0s - Steady F1: 0.8539, Precision: 0.8802, Recall: 0.8358 +2026-05-23 06:15:57,073 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:15:57,073 - INFO - Macro F1: 0.8539 +2026-05-23 06:15:57,073 - INFO - Weighted F1: 0.8904 +2026-05-23 06:15:57,073 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5784 +2026-05-23 06:15:57,073 - INFO - Horizon 1.0s - Transition F1: 0.5388, Precision: 0.5608, Recall: 0.5469 +2026-05-23 06:15:57,073 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:15:57,073 - INFO - Macro F1: 0.5388 +2026-05-23 06:15:57,073 - INFO - Weighted F1: 0.5845 +2026-05-23 06:15:57,339 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_11.pt +2026-05-23 06:15:57,340 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_11.csv +2026-05-23 06:15:57,340 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:15:57,340 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:15:57,341 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_11.csv +2026-05-23 06:15:57,341 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:15:57,341 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:57,342 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_11.csv +2026-05-23 06:15:57,342 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:15:57,343 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:57,343 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_11.csv +2026-05-23 06:15:57,344 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:15:57,344 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:15:57,345 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_11.csv +2026-05-23 06:15:57,345 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:15:57,345 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:57,346 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_11.csv +2026-05-23 06:15:57,346 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:15:57,346 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:57,347 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_11.csv +2026-05-23 06:15:57,347 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:15:57,347 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:15:57,348 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_11.csv +2026-05-23 06:15:57,348 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:15:57,348 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:57,349 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_11.csv +2026-05-23 06:15:57,349 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:15:57,349 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:57,350 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_11.csv +2026-05-23 06:15:57,350 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:15:57,351 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:15:57,351 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_11.csv +2026-05-23 06:15:57,351 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:15:57,352 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:57,352 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_11.csv +2026-05-23 06:15:57,352 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:15:57,353 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:57,353 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_11.csv +2026-05-23 06:15:57,353 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:15:57,354 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:15:57,354 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_11.csv +2026-05-23 06:15:57,355 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:15:57,355 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:57,355 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_11.csv +2026-05-23 06:15:57,355 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:15:57,356 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:57,356 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_11.csv +2026-05-23 06:15:57,357 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:15:57,357 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:15:57,358 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_11.csv +2026-05-23 06:15:57,358 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:15:57,358 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:15:57,359 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_11.csv +2026-05-23 06:15:57,359 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:15:57,359 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:15:57,395 - INFO - Removed old checkpoint: checkpoint_epoch_10.pt +2026-05-23 06:15:57,745 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:15:57,752 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:15:57,823 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:15:57,824 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:15:57,825 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:15:57,825 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:15:57,826 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:15:57,827 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:15:57,827 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:15:57,828 - INFO - Epoch 12/50, Learning Rate: 0.000081 +2026-05-23 06:16:22,698 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:16:22,778 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:16:22,841 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:16:22,905 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:16:22,975 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:16:23,071 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:16:24,811 - INFO - Epoch 12/50: +2026-05-23 06:16:24,811 - INFO - Train: loss=0.7038, accuracy_overall=0.9280 +2026-05-23 06:16:24,811 - INFO - Horizon 0.0s: accuracy=0.9478 +2026-05-23 06:16:24,811 - INFO - Horizon 0.1s: accuracy=0.9489 +2026-05-23 06:16:24,811 - INFO - Horizon 0.2s: accuracy=0.9445 +2026-05-23 06:16:24,811 - INFO - Horizon 0.3s: accuracy=0.9375 +2026-05-23 06:16:24,811 - INFO - Horizon 0.5s: accuracy=0.9262 +2026-05-23 06:16:24,811 - INFO - Horizon 1.0s: accuracy=0.8631 +2026-05-23 06:16:24,811 - INFO - Val Horizon 0.0s - Overall: loss=0.7456, accuracy=0.9364 +2026-05-23 06:16:24,811 - INFO - Horizon 0.0s - Overall F1: 0.9350, Precision: 0.9365, Recall: 0.9341 +2026-05-23 06:16:24,811 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:16:24,811 - INFO - Macro F1: 0.9350 +2026-05-23 06:16:24,811 - INFO - Weighted F1: 0.9363 +2026-05-23 06:16:24,811 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9664 +2026-05-23 06:16:24,812 - INFO - Horizon 0.0s - Steady F1: 0.9672, Precision: 0.9611, Recall: 0.9741 +2026-05-23 06:16:24,812 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:16:24,812 - INFO - Macro F1: 0.9672 +2026-05-23 06:16:24,812 - INFO - Weighted F1: 0.9665 +2026-05-23 06:16:24,812 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7583 +2026-05-23 06:16:24,812 - INFO - Horizon 0.0s - Transition F1: 0.7106, Precision: 0.7308, Recall: 0.7003 +2026-05-23 06:16:24,812 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:16:24,812 - INFO - Macro F1: 0.7106 +2026-05-23 06:16:24,812 - INFO - Weighted F1: 0.7603 +2026-05-23 06:16:24,812 - INFO - +2026-05-23 06:16:24,812 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9277 +2026-05-23 06:16:24,812 - INFO - Horizon 0.1s - Overall F1: 0.9260, Precision: 0.9264, Recall: 0.9263 +2026-05-23 06:16:24,812 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:16:24,812 - INFO - Macro F1: 0.9260 +2026-05-23 06:16:24,812 - INFO - Weighted F1: 0.9278 +2026-05-23 06:16:24,812 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9637 +2026-05-23 06:16:24,812 - INFO - Horizon 0.1s - Steady F1: 0.9629, Precision: 0.9569, Recall: 0.9697 +2026-05-23 06:16:24,812 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:16:24,812 - INFO - Macro F1: 0.9629 +2026-05-23 06:16:24,812 - INFO - Weighted F1: 0.9639 +2026-05-23 06:16:24,812 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7146 +2026-05-23 06:16:24,812 - INFO - Horizon 0.1s - Transition F1: 0.6911, Precision: 0.7056, Recall: 0.6889 +2026-05-23 06:16:24,812 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:16:24,812 - INFO - Macro F1: 0.6911 +2026-05-23 06:16:24,812 - INFO - Weighted F1: 0.7157 +2026-05-23 06:16:24,812 - INFO - +2026-05-23 06:16:24,812 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9222 +2026-05-23 06:16:24,812 - INFO - Horizon 0.2s - Overall F1: 0.9177, Precision: 0.9153, Recall: 0.9208 +2026-05-23 06:16:24,812 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:16:24,812 - INFO - Macro F1: 0.9177 +2026-05-23 06:16:24,812 - INFO - Weighted F1: 0.9223 +2026-05-23 06:16:24,812 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9568 +2026-05-23 06:16:24,812 - INFO - Horizon 0.2s - Steady F1: 0.9533, Precision: 0.9448, Recall: 0.9632 +2026-05-23 06:16:24,813 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.9533 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.9571 +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7183 +2026-05-23 06:16:24,813 - INFO - Horizon 0.2s - Transition F1: 0.6910, Precision: 0.7069, Recall: 0.6883 +2026-05-23 06:16:24,813 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.6910 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.7194 +2026-05-23 06:16:24,813 - INFO - +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9156 +2026-05-23 06:16:24,813 - INFO - Horizon 0.3s - Overall F1: 0.9108, Precision: 0.9121, Recall: 0.9101 +2026-05-23 06:16:24,813 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.9108 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.9156 +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9497 +2026-05-23 06:16:24,813 - INFO - Horizon 0.3s - Steady F1: 0.9419, Precision: 0.9376, Recall: 0.9475 +2026-05-23 06:16:24,813 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.9419 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.9501 +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7166 +2026-05-23 06:16:24,813 - INFO - Horizon 0.3s - Transition F1: 0.6950, Precision: 0.7016, Recall: 0.6942 +2026-05-23 06:16:24,813 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.6950 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.7196 +2026-05-23 06:16:24,813 - INFO - +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8923 +2026-05-23 06:16:24,813 - INFO - Horizon 0.5s - Overall F1: 0.8802, Precision: 0.8750, Recall: 0.8871 +2026-05-23 06:16:24,813 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.8802 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.8923 +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9289 +2026-05-23 06:16:24,813 - INFO - Horizon 0.5s - Steady F1: 0.9130, Precision: 0.9060, Recall: 0.9238 +2026-05-23 06:16:24,813 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:16:24,813 - INFO - Macro F1: 0.9130 +2026-05-23 06:16:24,813 - INFO - Weighted F1: 0.9296 +2026-05-23 06:16:24,813 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6793 +2026-05-23 06:16:24,814 - INFO - Horizon 0.5s - Transition F1: 0.6495, Precision: 0.6311, Recall: 0.6769 +2026-05-23 06:16:24,814 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:16:24,814 - INFO - Macro F1: 0.6495 +2026-05-23 06:16:24,814 - INFO - Weighted F1: 0.6833 +2026-05-23 06:16:24,814 - INFO - +2026-05-23 06:16:24,814 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8393 +2026-05-23 06:16:24,814 - INFO - Horizon 1.0s - Overall F1: 0.8158, Precision: 0.8140, Recall: 0.8237 +2026-05-23 06:16:24,814 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:16:24,814 - INFO - Macro F1: 0.8158 +2026-05-23 06:16:24,814 - INFO - Weighted F1: 0.8387 +2026-05-23 06:16:24,814 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8830 +2026-05-23 06:16:24,814 - INFO - Horizon 1.0s - Steady F1: 0.8526, Precision: 0.8543, Recall: 0.8599 +2026-05-23 06:16:24,814 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:16:24,814 - INFO - Macro F1: 0.8526 +2026-05-23 06:16:24,814 - INFO - Weighted F1: 0.8838 +2026-05-23 06:16:24,814 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5861 +2026-05-23 06:16:24,814 - INFO - Horizon 1.0s - Transition F1: 0.5522, Precision: 0.5442, Recall: 0.5892 +2026-05-23 06:16:24,814 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:16:24,814 - INFO - Macro F1: 0.5522 +2026-05-23 06:16:24,814 - INFO - Weighted F1: 0.5932 +2026-05-23 06:16:25,175 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_12.pt +2026-05-23 06:16:25,177 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_12.csv +2026-05-23 06:16:25,178 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:16:25,178 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:16:25,179 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_12.csv +2026-05-23 06:16:25,179 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:16:25,180 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:16:25,180 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_12.csv +2026-05-23 06:16:25,181 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:16:25,181 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:16:25,182 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_12.csv +2026-05-23 06:16:25,182 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:16:25,182 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:16:25,183 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_12.csv +2026-05-23 06:16:25,183 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:16:25,184 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:16:25,184 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_12.csv +2026-05-23 06:16:25,185 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:16:25,185 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:16:25,186 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_12.csv +2026-05-23 06:16:25,186 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:16:25,186 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:16:25,187 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_12.csv +2026-05-23 06:16:25,187 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:16:25,188 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:16:25,188 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_12.csv +2026-05-23 06:16:25,189 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:16:25,189 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:16:25,190 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_12.csv +2026-05-23 06:16:25,190 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:16:25,191 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:16:25,191 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_12.csv +2026-05-23 06:16:25,192 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:16:25,192 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:16:25,193 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_12.csv +2026-05-23 06:16:25,193 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:16:25,194 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:16:25,194 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_12.csv +2026-05-23 06:16:25,195 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:16:25,195 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:16:25,196 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_12.csv +2026-05-23 06:16:25,196 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:16:25,197 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:16:25,198 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_12.csv +2026-05-23 06:16:25,198 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:16:25,199 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:16:25,199 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_12.csv +2026-05-23 06:16:25,200 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:16:25,201 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:16:25,201 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_12.csv +2026-05-23 06:16:25,202 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:16:25,203 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:16:25,203 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_12.csv +2026-05-23 06:16:25,203 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:16:25,204 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:16:25,257 - INFO - Removed old checkpoint: checkpoint_epoch_11.pt +2026-05-23 06:16:25,763 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:16:25,769 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:16:25,864 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:16:25,866 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:16:25,869 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:16:25,871 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:16:25,877 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:16:25,879 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:16:25,882 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:16:25,883 - INFO - Epoch 13/50, Learning Rate: 0.000081 +2026-05-23 06:16:48,373 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:16:48,432 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:16:48,485 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:16:48,533 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:16:48,583 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:16:48,635 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:16:49,751 - INFO - Epoch 13/50: +2026-05-23 06:16:49,751 - INFO - Train: loss=0.6940, accuracy_overall=0.9313 +2026-05-23 06:16:49,751 - INFO - Horizon 0.0s: accuracy=0.9565 +2026-05-23 06:16:49,751 - INFO - Horizon 0.1s: accuracy=0.9525 +2026-05-23 06:16:49,751 - INFO - Horizon 0.2s: accuracy=0.9454 +2026-05-23 06:16:49,751 - INFO - Horizon 0.3s: accuracy=0.9399 +2026-05-23 06:16:49,751 - INFO - Horizon 0.5s: accuracy=0.9256 +2026-05-23 06:16:49,751 - INFO - Horizon 1.0s: accuracy=0.8681 +2026-05-23 06:16:49,751 - INFO - Val Horizon 0.0s - Overall: loss=0.7698, accuracy=0.9268 +2026-05-23 06:16:49,751 - INFO - Horizon 0.0s - Overall F1: 0.9255, Precision: 0.9101, Recall: 0.9439 +2026-05-23 06:16:49,752 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.9255 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.9268 +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9576 +2026-05-23 06:16:49,752 - INFO - Horizon 0.0s - Steady F1: 0.9578, Precision: 0.9408, Recall: 0.9773 +2026-05-23 06:16:49,752 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.9578 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.9578 +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7441 +2026-05-23 06:16:49,752 - INFO - Horizon 0.0s - Transition F1: 0.7204, Precision: 0.7025, Recall: 0.7545 +2026-05-23 06:16:49,752 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.7204 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.7450 +2026-05-23 06:16:49,752 - INFO - +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9201 +2026-05-23 06:16:49,752 - INFO - Horizon 0.1s - Overall F1: 0.9175, Precision: 0.9020, Recall: 0.9370 +2026-05-23 06:16:49,752 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.9175 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.9200 +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9522 +2026-05-23 06:16:49,752 - INFO - Horizon 0.1s - Steady F1: 0.9507, Precision: 0.9338, Recall: 0.9703 +2026-05-23 06:16:49,752 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.9507 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.9524 +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7303 +2026-05-23 06:16:49,752 - INFO - Horizon 0.1s - Transition F1: 0.7273, Precision: 0.7034, Recall: 0.7716 +2026-05-23 06:16:49,752 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.7273 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.7302 +2026-05-23 06:16:49,752 - INFO - +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9131 +2026-05-23 06:16:49,752 - INFO - Horizon 0.2s - Overall F1: 0.9077, Precision: 0.8891, Recall: 0.9305 +2026-05-23 06:16:49,752 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:16:49,752 - INFO - Macro F1: 0.9077 +2026-05-23 06:16:49,752 - INFO - Weighted F1: 0.9131 +2026-05-23 06:16:49,752 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9472 +2026-05-23 06:16:49,753 - INFO - Horizon 0.2s - Steady F1: 0.9427, Precision: 0.9228, Recall: 0.9665 +2026-05-23 06:16:49,753 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:16:49,753 - INFO - Macro F1: 0.9427 +2026-05-23 06:16:49,753 - INFO - Weighted F1: 0.9475 +2026-05-23 06:16:49,753 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7121 +2026-05-23 06:16:49,753 - INFO - Horizon 0.2s - Transition F1: 0.7023, Precision: 0.6804, Recall: 0.7393 +2026-05-23 06:16:49,753 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:16:49,753 - INFO - Macro F1: 0.7023 +2026-05-23 06:16:49,753 - INFO - Weighted F1: 0.7127 +2026-05-23 06:16:49,753 - INFO - +2026-05-23 06:16:49,753 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9010 +2026-05-23 06:16:49,753 - INFO - Horizon 0.3s - Overall F1: 0.8929, Precision: 0.8680, Recall: 0.9241 +2026-05-23 06:16:49,753 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:16:49,753 - INFO - Macro F1: 0.8929 +2026-05-23 06:16:49,753 - INFO - Weighted F1: 0.9012 +2026-05-23 06:16:49,753 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9346 +2026-05-23 06:16:49,753 - INFO - Horizon 0.3s - Steady F1: 0.9247, Precision: 0.8989, Recall: 0.9564 +2026-05-23 06:16:49,753 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:16:49,753 - INFO - Macro F1: 0.9247 +2026-05-23 06:16:49,753 - INFO - Weighted F1: 0.9351 +2026-05-23 06:16:49,753 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7050 +2026-05-23 06:16:49,753 - INFO - Horizon 0.3s - Transition F1: 0.6859, Precision: 0.6505, Recall: 0.7410 +2026-05-23 06:16:49,753 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:16:49,753 - INFO - Macro F1: 0.6859 +2026-05-23 06:16:49,753 - INFO - Weighted F1: 0.7062 +2026-05-23 06:16:49,753 - INFO - +2026-05-23 06:16:49,753 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8816 +2026-05-23 06:16:49,753 - INFO - Horizon 0.5s - Overall F1: 0.8677, Precision: 0.8395, Recall: 0.9055 +2026-05-23 06:16:49,753 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:16:49,753 - INFO - Macro F1: 0.8677 +2026-05-23 06:16:49,753 - INFO - Weighted F1: 0.8816 +2026-05-23 06:16:49,753 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9166 +2026-05-23 06:16:49,753 - INFO - Horizon 0.5s - Steady F1: 0.8987, Precision: 0.8717, Recall: 0.9352 +2026-05-23 06:16:49,754 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:16:49,754 - INFO - Macro F1: 0.8987 +2026-05-23 06:16:49,754 - INFO - Weighted F1: 0.9172 +2026-05-23 06:16:49,754 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6778 +2026-05-23 06:16:49,754 - INFO - Horizon 0.5s - Transition F1: 0.6540, Precision: 0.6116, Recall: 0.7250 +2026-05-23 06:16:49,754 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:16:49,754 - INFO - Macro F1: 0.6540 +2026-05-23 06:16:49,754 - INFO - Weighted F1: 0.6801 +2026-05-23 06:16:49,754 - INFO - +2026-05-23 06:16:49,754 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8319 +2026-05-23 06:16:49,754 - INFO - Horizon 1.0s - Overall F1: 0.8020, Precision: 0.7867, Recall: 0.8305 +2026-05-23 06:16:49,754 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:16:49,754 - INFO - Macro F1: 0.8020 +2026-05-23 06:16:49,754 - INFO - Weighted F1: 0.8303 +2026-05-23 06:16:49,754 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8787 +2026-05-23 06:16:49,754 - INFO - Horizon 1.0s - Steady F1: 0.8401, Precision: 0.8274, Recall: 0.8635 +2026-05-23 06:16:49,754 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:16:49,754 - INFO - Macro F1: 0.8401 +2026-05-23 06:16:49,754 - INFO - Weighted F1: 0.8782 +2026-05-23 06:16:49,754 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5606 +2026-05-23 06:16:49,754 - INFO - Horizon 1.0s - Transition F1: 0.5386, Precision: 0.5220, Recall: 0.5966 +2026-05-23 06:16:49,754 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:16:49,754 - INFO - Macro F1: 0.5386 +2026-05-23 06:16:49,754 - INFO - Weighted F1: 0.5692 +2026-05-23 06:16:50,029 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_13.pt +2026-05-23 06:16:50,030 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_13.csv +2026-05-23 06:16:50,031 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_13.csv +2026-05-23 06:16:50,031 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_13.csv +2026-05-23 06:16:50,031 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_13.csv +2026-05-23 06:16:50,032 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_13.csv +2026-05-23 06:16:50,032 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_13.csv +2026-05-23 06:16:50,033 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_13.csv +2026-05-23 06:16:50,033 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_13.csv +2026-05-23 06:16:50,034 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_13.csv +2026-05-23 06:16:50,034 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_13.csv +2026-05-23 06:16:50,035 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_13.csv +2026-05-23 06:16:50,035 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_13.csv +2026-05-23 06:16:50,036 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_13.csv +2026-05-23 06:16:50,037 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_13.csv +2026-05-23 06:16:50,037 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_13.csv +2026-05-23 06:16:50,038 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_13.csv +2026-05-23 06:16:50,038 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_13.csv +2026-05-23 06:16:50,038 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_13.csv +2026-05-23 06:16:50,067 - INFO - Removed old checkpoint: checkpoint_epoch_12.pt +2026-05-23 06:16:50,067 - INFO - Epoch 14/50, Learning Rate: 0.000081 +2026-05-23 06:17:14,675 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:17:14,719 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:17:14,761 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:17:14,809 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:17:14,855 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:17:14,905 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:17:15,970 - INFO - Epoch 14/50: +2026-05-23 06:17:15,971 - INFO - Train: loss=0.6931, accuracy_overall=0.9311 +2026-05-23 06:17:15,971 - INFO - Horizon 0.0s: accuracy=0.9441 +2026-05-23 06:17:15,971 - INFO - Horizon 0.1s: accuracy=0.9478 +2026-05-23 06:17:15,971 - INFO - Horizon 0.2s: accuracy=0.9493 +2026-05-23 06:17:15,971 - INFO - Horizon 0.3s: accuracy=0.9462 +2026-05-23 06:17:15,971 - INFO - Horizon 0.5s: accuracy=0.9268 +2026-05-23 06:17:15,971 - INFO - Horizon 1.0s: accuracy=0.8723 +2026-05-23 06:17:15,971 - INFO - Val Horizon 0.0s - Overall: loss=0.7397, accuracy=0.9359 +2026-05-23 06:17:15,971 - INFO - Horizon 0.0s - Overall F1: 0.9326, Precision: 0.9213, Recall: 0.9450 +2026-05-23 06:17:15,971 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:17:15,971 - INFO - Macro F1: 0.9326 +2026-05-23 06:17:15,971 - INFO - Weighted F1: 0.9360 +2026-05-23 06:17:15,971 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9665 +2026-05-23 06:17:15,972 - INFO - Horizon 0.0s - Steady F1: 0.9659, Precision: 0.9532, Recall: 0.9796 +2026-05-23 06:17:15,972 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.9659 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.9666 +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7543 +2026-05-23 06:17:15,972 - INFO - Horizon 0.0s - Transition F1: 0.7114, Precision: 0.6986, Recall: 0.7326 +2026-05-23 06:17:15,972 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.7114 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.7551 +2026-05-23 06:17:15,972 - INFO - +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9293 +2026-05-23 06:17:15,972 - INFO - Horizon 0.1s - Overall F1: 0.9250, Precision: 0.9149, Recall: 0.9364 +2026-05-23 06:17:15,972 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.9250 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.9293 +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9628 +2026-05-23 06:17:15,972 - INFO - Horizon 0.1s - Steady F1: 0.9594, Precision: 0.9457, Recall: 0.9742 +2026-05-23 06:17:15,972 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.9594 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.9629 +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7311 +2026-05-23 06:17:15,972 - INFO - Horizon 0.1s - Transition F1: 0.7172, Precision: 0.7039, Recall: 0.7416 +2026-05-23 06:17:15,972 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.7172 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.7313 +2026-05-23 06:17:15,972 - INFO - +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9243 +2026-05-23 06:17:15,972 - INFO - Horizon 0.2s - Overall F1: 0.9172, Precision: 0.9099, Recall: 0.9257 +2026-05-23 06:17:15,972 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.9172 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.9243 +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9600 +2026-05-23 06:17:15,972 - INFO - Horizon 0.2s - Steady F1: 0.9547, Precision: 0.9417, Recall: 0.9690 +2026-05-23 06:17:15,972 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.9547 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.9602 +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7144 +2026-05-23 06:17:15,972 - INFO - Horizon 0.2s - Transition F1: 0.6839, Precision: 0.6836, Recall: 0.6965 +2026-05-23 06:17:15,972 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.6839 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.7157 +2026-05-23 06:17:15,972 - INFO - +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9182 +2026-05-23 06:17:15,972 - INFO - Horizon 0.3s - Overall F1: 0.9110, Precision: 0.9041, Recall: 0.9188 +2026-05-23 06:17:15,972 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:17:15,972 - INFO - Macro F1: 0.9110 +2026-05-23 06:17:15,972 - INFO - Weighted F1: 0.9181 +2026-05-23 06:17:15,972 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9541 +2026-05-23 06:17:15,972 - INFO - Horizon 0.3s - Steady F1: 0.9456, Precision: 0.9348, Recall: 0.9575 +2026-05-23 06:17:15,972 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.9456 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.9543 +2026-05-23 06:17:15,973 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7089 +2026-05-23 06:17:15,973 - INFO - Horizon 0.3s - Transition F1: 0.6834, Precision: 0.6700, Recall: 0.7065 +2026-05-23 06:17:15,973 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.6834 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.7101 +2026-05-23 06:17:15,973 - INFO - +2026-05-23 06:17:15,973 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9024 +2026-05-23 06:17:15,973 - INFO - Horizon 0.5s - Overall F1: 0.8881, Precision: 0.8809, Recall: 0.8963 +2026-05-23 06:17:15,973 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.8881 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.9023 +2026-05-23 06:17:15,973 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9399 +2026-05-23 06:17:15,973 - INFO - Horizon 0.5s - Steady F1: 0.9232, Precision: 0.9140, Recall: 0.9343 +2026-05-23 06:17:15,973 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.9232 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.9404 +2026-05-23 06:17:15,973 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6840 +2026-05-23 06:17:15,973 - INFO - Horizon 0.5s - Transition F1: 0.6487, Precision: 0.6289, Recall: 0.6820 +2026-05-23 06:17:15,973 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.6487 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.6871 +2026-05-23 06:17:15,973 - INFO - +2026-05-23 06:17:15,973 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8502 +2026-05-23 06:17:15,973 - INFO - Horizon 1.0s - Overall F1: 0.8202, Precision: 0.8201, Recall: 0.8245 +2026-05-23 06:17:15,973 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.8202 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.8493 +2026-05-23 06:17:15,973 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8933 +2026-05-23 06:17:15,973 - INFO - Horizon 1.0s - Steady F1: 0.8538, Precision: 0.8572, Recall: 0.8561 +2026-05-23 06:17:15,973 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.8538 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.8934 +2026-05-23 06:17:15,973 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6008 +2026-05-23 06:17:15,973 - INFO - Horizon 1.0s - Transition F1: 0.5674, Precision: 0.5533, Recall: 0.6010 +2026-05-23 06:17:15,973 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:17:15,973 - INFO - Macro F1: 0.5674 +2026-05-23 06:17:15,973 - INFO - Weighted F1: 0.6067 +2026-05-23 06:17:16,206 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_14.pt +2026-05-23 06:17:16,207 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_14.csv +2026-05-23 06:17:16,208 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_14.csv +2026-05-23 06:17:16,208 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_14.csv +2026-05-23 06:17:16,209 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_14.csv +2026-05-23 06:17:16,209 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_14.csv +2026-05-23 06:17:16,210 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_14.csv +2026-05-23 06:17:16,210 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_14.csv +2026-05-23 06:17:16,211 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_14.csv +2026-05-23 06:17:16,211 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_14.csv +2026-05-23 06:17:16,212 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_14.csv +2026-05-23 06:17:16,212 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_14.csv +2026-05-23 06:17:16,213 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_14.csv +2026-05-23 06:17:16,213 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_14.csv +2026-05-23 06:17:16,213 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_14.csv +2026-05-23 06:17:16,214 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_14.csv +2026-05-23 06:17:16,214 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_14.csv +2026-05-23 06:17:16,215 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_14.csv +2026-05-23 06:17:16,215 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_14.csv +2026-05-23 06:17:16,246 - INFO - Removed old checkpoint: checkpoint_epoch_13.pt +2026-05-23 06:17:16,247 - INFO - Epoch 15/50, Learning Rate: 0.000081 +2026-05-23 06:17:41,828 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:17:41,875 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:17:41,918 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:17:41,959 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:17:42,004 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:17:42,058 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:17:43,050 - INFO - Epoch 15/50: +2026-05-23 06:17:43,050 - INFO - Train: loss=0.6803, accuracy_overall=0.9373 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s: accuracy=0.9540 +2026-05-23 06:17:43,050 - INFO - Horizon 0.1s: accuracy=0.9564 +2026-05-23 06:17:43,050 - INFO - Horizon 0.2s: accuracy=0.9592 +2026-05-23 06:17:43,050 - INFO - Horizon 0.3s: accuracy=0.9462 +2026-05-23 06:17:43,050 - INFO - Horizon 0.5s: accuracy=0.9290 +2026-05-23 06:17:43,050 - INFO - Horizon 1.0s: accuracy=0.8791 +2026-05-23 06:17:43,050 - INFO - Val Horizon 0.0s - Overall: loss=0.7426, accuracy=0.9369 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s - Overall F1: 0.9371, Precision: 0.9327, Recall: 0.9424 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:17:43,050 - INFO - Macro F1: 0.9371 +2026-05-23 06:17:43,050 - INFO - Weighted F1: 0.9369 +2026-05-23 06:17:43,050 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9652 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s - Steady F1: 0.9676, Precision: 0.9603, Recall: 0.9757 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:17:43,050 - INFO - Macro F1: 0.9676 +2026-05-23 06:17:43,050 - INFO - Weighted F1: 0.9653 +2026-05-23 06:17:43,050 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7693 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s - Transition F1: 0.7332, Precision: 0.7233, Recall: 0.7505 +2026-05-23 06:17:43,050 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:17:43,050 - INFO - Macro F1: 0.7332 +2026-05-23 06:17:43,050 - INFO - Weighted F1: 0.7715 +2026-05-23 06:17:43,050 - INFO - +2026-05-23 06:17:43,050 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9268 +2026-05-23 06:17:43,051 - INFO - Horizon 0.1s - Overall F1: 0.9242, Precision: 0.9169, Recall: 0.9337 +2026-05-23 06:17:43,051 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.9242 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.9269 +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9587 +2026-05-23 06:17:43,051 - INFO - Horizon 0.1s - Steady F1: 0.9591, Precision: 0.9475, Recall: 0.9726 +2026-05-23 06:17:43,051 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.9591 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.9590 +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7382 +2026-05-23 06:17:43,051 - INFO - Horizon 0.1s - Transition F1: 0.7136, Precision: 0.7030, Recall: 0.7362 +2026-05-23 06:17:43,051 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.7136 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.7395 +2026-05-23 06:17:43,051 - INFO - +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9177 +2026-05-23 06:17:43,051 - INFO - Horizon 0.2s - Overall F1: 0.9155, Precision: 0.9053, Recall: 0.9285 +2026-05-23 06:17:43,051 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.9155 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.9180 +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9525 +2026-05-23 06:17:43,051 - INFO - Horizon 0.2s - Steady F1: 0.9517, Precision: 0.9385, Recall: 0.9674 +2026-05-23 06:17:43,051 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.9517 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.9530 +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7128 +2026-05-23 06:17:43,051 - INFO - Horizon 0.2s - Transition F1: 0.7022, Precision: 0.6896, Recall: 0.7294 +2026-05-23 06:17:43,051 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.7022 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.7137 +2026-05-23 06:17:43,051 - INFO - +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9098 +2026-05-23 06:17:43,051 - INFO - Horizon 0.3s - Overall F1: 0.9056, Precision: 0.8913, Recall: 0.9234 +2026-05-23 06:17:43,051 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.9056 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.9102 +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9432 +2026-05-23 06:17:43,051 - INFO - Horizon 0.3s - Steady F1: 0.9376, Precision: 0.9236, Recall: 0.9551 +2026-05-23 06:17:43,051 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.9376 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.9437 +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7151 +2026-05-23 06:17:43,051 - INFO - Horizon 0.3s - Transition F1: 0.6963, Precision: 0.6633, Recall: 0.7445 +2026-05-23 06:17:43,051 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:17:43,051 - INFO - Macro F1: 0.6963 +2026-05-23 06:17:43,051 - INFO - Weighted F1: 0.7163 +2026-05-23 06:17:43,051 - INFO - +2026-05-23 06:17:43,051 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8931 +2026-05-23 06:17:43,051 - INFO - Horizon 0.5s - Overall F1: 0.8848, Precision: 0.8708, Recall: 0.9025 +2026-05-23 06:17:43,052 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:17:43,052 - INFO - Macro F1: 0.8848 +2026-05-23 06:17:43,052 - INFO - Weighted F1: 0.8931 +2026-05-23 06:17:43,052 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9289 +2026-05-23 06:17:43,052 - INFO - Horizon 0.5s - Steady F1: 0.9159, Precision: 0.8998, Recall: 0.9365 +2026-05-23 06:17:43,052 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:17:43,052 - INFO - Macro F1: 0.9159 +2026-05-23 06:17:43,052 - INFO - Weighted F1: 0.9296 +2026-05-23 06:17:43,052 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6847 +2026-05-23 06:17:43,052 - INFO - Horizon 0.5s - Transition F1: 0.6708, Precision: 0.6409, Recall: 0.7159 +2026-05-23 06:17:43,052 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:17:43,052 - INFO - Macro F1: 0.6708 +2026-05-23 06:17:43,052 - INFO - Weighted F1: 0.6878 +2026-05-23 06:17:43,052 - INFO - +2026-05-23 06:17:43,052 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8415 +2026-05-23 06:17:43,052 - INFO - Horizon 1.0s - Overall F1: 0.8202, Precision: 0.8076, Recall: 0.8419 +2026-05-23 06:17:43,052 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:17:43,052 - INFO - Macro F1: 0.8202 +2026-05-23 06:17:43,052 - INFO - Weighted F1: 0.8415 +2026-05-23 06:17:43,052 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8849 +2026-05-23 06:17:43,052 - INFO - Horizon 1.0s - Steady F1: 0.8555, Precision: 0.8454, Recall: 0.8771 +2026-05-23 06:17:43,052 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:17:43,052 - INFO - Macro F1: 0.8555 +2026-05-23 06:17:43,052 - INFO - Weighted F1: 0.8859 +2026-05-23 06:17:43,052 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5900 +2026-05-23 06:17:43,052 - INFO - Horizon 1.0s - Transition F1: 0.5605, Precision: 0.5413, Recall: 0.6054 +2026-05-23 06:17:43,052 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:17:43,052 - INFO - Macro F1: 0.5605 +2026-05-23 06:17:43,052 - INFO - Weighted F1: 0.5949 +2026-05-23 06:17:43,294 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_15.pt +2026-05-23 06:17:43,295 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_15.csv +2026-05-23 06:17:43,296 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:17:43,296 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:17:43,296 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_15.csv +2026-05-23 06:17:43,297 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:17:43,297 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:17:43,297 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_15.csv +2026-05-23 06:17:43,298 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:17:43,298 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:17:43,298 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_15.csv +2026-05-23 06:17:43,299 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:17:43,299 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:17:43,299 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_15.csv +2026-05-23 06:17:43,300 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:17:43,300 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:17:43,300 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_15.csv +2026-05-23 06:17:43,301 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:17:43,301 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:17:43,301 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_15.csv +2026-05-23 06:17:43,301 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:17:43,302 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:17:43,302 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_15.csv +2026-05-23 06:17:43,302 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:17:43,303 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:17:43,303 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_15.csv +2026-05-23 06:17:43,303 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:17:43,304 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:17:43,304 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_15.csv +2026-05-23 06:17:43,304 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:17:43,305 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:17:43,305 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_15.csv +2026-05-23 06:17:43,305 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:17:43,305 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:17:43,306 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_15.csv +2026-05-23 06:17:43,306 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:17:43,306 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:17:43,307 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_15.csv +2026-05-23 06:17:43,307 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:17:43,307 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:17:43,308 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_15.csv +2026-05-23 06:17:43,308 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:17:43,308 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:17:43,309 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_15.csv +2026-05-23 06:17:43,309 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:17:43,309 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:17:43,310 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_15.csv +2026-05-23 06:17:43,310 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:17:43,310 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:17:43,310 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_15.csv +2026-05-23 06:17:43,311 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:17:43,311 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:17:43,312 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_15.csv +2026-05-23 06:17:43,312 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:17:43,312 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:17:43,345 - INFO - Removed old checkpoint: checkpoint_epoch_14.pt +2026-05-23 06:17:43,665 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:17:43,671 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:17:43,740 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:17:43,741 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:17:43,742 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:17:43,743 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:17:43,743 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:17:43,744 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:17:43,745 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:17:43,745 - INFO - Epoch 16/50, Learning Rate: 0.000073 +2026-05-23 06:18:11,986 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:18:12,039 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:18:12,087 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:18:12,133 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:18:12,180 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:18:12,231 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:18:13,405 - INFO - Epoch 16/50: +2026-05-23 06:18:13,405 - INFO - Train: loss=0.6751, accuracy_overall=0.9393 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s: accuracy=0.9579 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s: accuracy=0.9556 +2026-05-23 06:18:13,406 - INFO - Horizon 0.2s: accuracy=0.9536 +2026-05-23 06:18:13,406 - INFO - Horizon 0.3s: accuracy=0.9513 +2026-05-23 06:18:13,406 - INFO - Horizon 0.5s: accuracy=0.9333 +2026-05-23 06:18:13,406 - INFO - Horizon 1.0s: accuracy=0.8839 +2026-05-23 06:18:13,406 - INFO - Val Horizon 0.0s - Overall: loss=0.7253, accuracy=0.9417 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s - Overall F1: 0.9381, Precision: 0.9343, Recall: 0.9426 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:18:13,406 - INFO - Macro F1: 0.9381 +2026-05-23 06:18:13,406 - INFO - Weighted F1: 0.9416 +2026-05-23 06:18:13,406 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9717 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s - Steady F1: 0.9692, Precision: 0.9628, Recall: 0.9760 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:18:13,406 - INFO - Macro F1: 0.9692 +2026-05-23 06:18:13,406 - INFO - Weighted F1: 0.9717 +2026-05-23 06:18:13,406 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7638 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s - Transition F1: 0.7280, Precision: 0.7234, Recall: 0.7372 +2026-05-23 06:18:13,406 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:18:13,406 - INFO - Macro F1: 0.7280 +2026-05-23 06:18:13,406 - INFO - Weighted F1: 0.7655 +2026-05-23 06:18:13,406 - INFO - +2026-05-23 06:18:13,406 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9347 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s - Overall F1: 0.9300, Precision: 0.9224, Recall: 0.9383 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:18:13,406 - INFO - Macro F1: 0.9300 +2026-05-23 06:18:13,406 - INFO - Weighted F1: 0.9345 +2026-05-23 06:18:13,406 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9668 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s - Steady F1: 0.9622, Precision: 0.9522, Recall: 0.9730 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:18:13,406 - INFO - Macro F1: 0.9622 +2026-05-23 06:18:13,406 - INFO - Weighted F1: 0.9669 +2026-05-23 06:18:13,406 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7445 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s - Transition F1: 0.7319, Precision: 0.7169, Recall: 0.7497 +2026-05-23 06:18:13,406 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:18:13,407 - INFO - Macro F1: 0.7319 +2026-05-23 06:18:13,407 - INFO - Weighted F1: 0.7456 +2026-05-23 06:18:13,407 - INFO - +2026-05-23 06:18:13,407 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9277 +2026-05-23 06:18:13,407 - INFO - Horizon 0.2s - Overall F1: 0.9206, Precision: 0.9113, Recall: 0.9306 +2026-05-23 06:18:13,407 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:18:13,407 - INFO - Macro F1: 0.9206 +2026-05-23 06:18:13,407 - INFO - Weighted F1: 0.9277 +2026-05-23 06:18:13,407 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9626 +2026-05-23 06:18:13,407 - INFO - Horizon 0.2s - Steady F1: 0.9564, Precision: 0.9461, Recall: 0.9675 +2026-05-23 06:18:13,407 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:18:13,407 - INFO - Macro F1: 0.9564 +2026-05-23 06:18:13,407 - INFO - Weighted F1: 0.9627 +2026-05-23 06:18:13,407 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7222 +2026-05-23 06:18:13,407 - INFO - Horizon 0.2s - Transition F1: 0.7111, Precision: 0.6918, Recall: 0.7344 +2026-05-23 06:18:13,407 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:18:13,407 - INFO - Macro F1: 0.7111 +2026-05-23 06:18:13,407 - INFO - Weighted F1: 0.7230 +2026-05-23 06:18:13,407 - INFO - +2026-05-23 06:18:13,407 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9192 +2026-05-23 06:18:13,407 - INFO - Horizon 0.3s - Overall F1: 0.9112, Precision: 0.9002, Recall: 0.9235 +2026-05-23 06:18:13,407 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:18:13,407 - INFO - Macro F1: 0.9112 +2026-05-23 06:18:13,407 - INFO - Weighted F1: 0.9191 +2026-05-23 06:18:13,407 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9537 +2026-05-23 06:18:13,407 - INFO - Horizon 0.3s - Steady F1: 0.9428, Precision: 0.9306, Recall: 0.9567 +2026-05-23 06:18:13,407 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:18:13,407 - INFO - Macro F1: 0.9428 +2026-05-23 06:18:13,407 - INFO - Weighted F1: 0.9539 +2026-05-23 06:18:13,407 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7182 +2026-05-23 06:18:13,407 - INFO - Horizon 0.3s - Transition F1: 0.7012, Precision: 0.6744, Recall: 0.7357 +2026-05-23 06:18:13,407 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.7012 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.7197 +2026-05-23 06:18:13,408 - INFO - +2026-05-23 06:18:13,408 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9019 +2026-05-23 06:18:13,408 - INFO - Horizon 0.5s - Overall F1: 0.8888, Precision: 0.8743, Recall: 0.9058 +2026-05-23 06:18:13,408 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.8888 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.9018 +2026-05-23 06:18:13,408 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9395 +2026-05-23 06:18:13,408 - INFO - Horizon 0.5s - Steady F1: 0.9210, Precision: 0.9058, Recall: 0.9398 +2026-05-23 06:18:13,408 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.9210 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.9400 +2026-05-23 06:18:13,408 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6832 +2026-05-23 06:18:13,408 - INFO - Horizon 0.5s - Transition F1: 0.6682, Precision: 0.6392, Recall: 0.7107 +2026-05-23 06:18:13,408 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.6682 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.6848 +2026-05-23 06:18:13,408 - INFO - +2026-05-23 06:18:13,408 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8560 +2026-05-23 06:18:13,408 - INFO - Horizon 1.0s - Overall F1: 0.8270, Precision: 0.8275, Recall: 0.8317 +2026-05-23 06:18:13,408 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.8270 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.8548 +2026-05-23 06:18:13,408 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9031 +2026-05-23 06:18:13,408 - INFO - Horizon 1.0s - Steady F1: 0.8650, Precision: 0.8682, Recall: 0.8673 +2026-05-23 06:18:13,408 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.8650 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.9030 +2026-05-23 06:18:13,408 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5830 +2026-05-23 06:18:13,408 - INFO - Horizon 1.0s - Transition F1: 0.5609, Precision: 0.5587, Recall: 0.5943 +2026-05-23 06:18:13,408 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:18:13,408 - INFO - Macro F1: 0.5609 +2026-05-23 06:18:13,408 - INFO - Weighted F1: 0.5899 +2026-05-23 06:18:13,686 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_16.pt +2026-05-23 06:18:13,687 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_16.csv +2026-05-23 06:18:13,687 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:18:13,687 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:18:13,688 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_16.csv +2026-05-23 06:18:13,688 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:18:13,689 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:18:13,689 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_16.csv +2026-05-23 06:18:13,689 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:18:13,690 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:18:13,690 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_16.csv +2026-05-23 06:18:13,690 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:18:13,691 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:18:13,691 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_16.csv +2026-05-23 06:18:13,692 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:18:13,692 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:18:13,693 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_16.csv +2026-05-23 06:18:13,693 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:18:13,693 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:18:13,694 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_16.csv +2026-05-23 06:18:13,695 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:18:13,695 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:18:13,696 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_16.csv +2026-05-23 06:18:13,696 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:18:13,697 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:18:13,697 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_16.csv +2026-05-23 06:18:13,697 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:18:13,698 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:18:13,698 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_16.csv +2026-05-23 06:18:13,699 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:18:13,699 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:18:13,700 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_16.csv +2026-05-23 06:18:13,700 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:18:13,701 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:18:13,701 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_16.csv +2026-05-23 06:18:13,701 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:18:13,702 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:18:13,702 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_16.csv +2026-05-23 06:18:13,703 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:18:13,703 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:18:13,704 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_16.csv +2026-05-23 06:18:13,704 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:18:13,704 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:18:13,705 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_16.csv +2026-05-23 06:18:13,705 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:18:13,706 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:18:13,706 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_16.csv +2026-05-23 06:18:13,706 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:18:13,707 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:18:13,707 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_16.csv +2026-05-23 06:18:13,708 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:18:13,708 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:18:13,709 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_16.csv +2026-05-23 06:18:13,709 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:18:13,710 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:18:13,743 - INFO - Removed old checkpoint: checkpoint_epoch_15.pt +2026-05-23 06:18:14,076 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:18:14,083 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:18:14,150 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:18:14,151 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:18:14,152 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:18:14,153 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:18:14,154 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:18:14,154 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:18:14,155 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:18:14,156 - INFO - Epoch 17/50, Learning Rate: 0.000073 +2026-05-23 06:18:39,218 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:18:39,288 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:18:39,380 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:18:39,444 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:18:39,555 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:18:39,623 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:18:41,435 - INFO - Epoch 17/50: +2026-05-23 06:18:41,435 - INFO - Train: loss=0.6692, accuracy_overall=0.9411 +2026-05-23 06:18:41,435 - INFO - Horizon 0.0s: accuracy=0.9619 +2026-05-23 06:18:41,436 - INFO - Horizon 0.1s: accuracy=0.9561 +2026-05-23 06:18:41,436 - INFO - Horizon 0.2s: accuracy=0.9571 +2026-05-23 06:18:41,436 - INFO - Horizon 0.3s: accuracy=0.9486 +2026-05-23 06:18:41,436 - INFO - Horizon 0.5s: accuracy=0.9345 +2026-05-23 06:18:41,436 - INFO - Horizon 1.0s: accuracy=0.8882 +2026-05-23 06:18:41,436 - INFO - Val Horizon 0.0s - Overall: loss=0.7327, accuracy=0.9377 +2026-05-23 06:18:41,436 - INFO - Horizon 0.0s - Overall F1: 0.9358, Precision: 0.9262, Recall: 0.9462 +2026-05-23 06:18:41,436 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:18:41,436 - INFO - Macro F1: 0.9358 +2026-05-23 06:18:41,436 - INFO - Weighted F1: 0.9376 +2026-05-23 06:18:41,436 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9659 +2026-05-23 06:18:41,436 - INFO - Horizon 0.0s - Steady F1: 0.9670, Precision: 0.9559, Recall: 0.9788 +2026-05-23 06:18:41,436 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:18:41,436 - INFO - Macro F1: 0.9670 +2026-05-23 06:18:41,436 - INFO - Weighted F1: 0.9659 +2026-05-23 06:18:41,436 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7709 +2026-05-23 06:18:41,436 - INFO - Horizon 0.0s - Transition F1: 0.7338, Precision: 0.7109, Recall: 0.7654 +2026-05-23 06:18:41,436 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:18:41,437 - INFO - Macro F1: 0.7338 +2026-05-23 06:18:41,437 - INFO - Weighted F1: 0.7735 +2026-05-23 06:18:41,437 - INFO - +2026-05-23 06:18:41,437 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9302 +2026-05-23 06:18:41,437 - INFO - Horizon 0.1s - Overall F1: 0.9280, Precision: 0.9173, Recall: 0.9397 +2026-05-23 06:18:41,437 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:18:41,437 - INFO - Macro F1: 0.9280 +2026-05-23 06:18:41,437 - INFO - Weighted F1: 0.9301 +2026-05-23 06:18:41,437 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9620 +2026-05-23 06:18:41,437 - INFO - Horizon 0.1s - Steady F1: 0.9611, Precision: 0.9478, Recall: 0.9760 +2026-05-23 06:18:41,437 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:18:41,437 - INFO - Macro F1: 0.9611 +2026-05-23 06:18:41,437 - INFO - Weighted F1: 0.9621 +2026-05-23 06:18:41,437 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7421 +2026-05-23 06:18:41,437 - INFO - Horizon 0.1s - Transition F1: 0.7273, Precision: 0.7028, Recall: 0.7597 +2026-05-23 06:18:41,437 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:18:41,437 - INFO - Macro F1: 0.7273 +2026-05-23 06:18:41,437 - INFO - Weighted F1: 0.7433 +2026-05-23 06:18:41,437 - INFO - +2026-05-23 06:18:41,437 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9236 +2026-05-23 06:18:41,437 - INFO - Horizon 0.2s - Overall F1: 0.9187, Precision: 0.9064, Recall: 0.9328 +2026-05-23 06:18:41,437 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:18:41,437 - INFO - Macro F1: 0.9187 +2026-05-23 06:18:41,437 - INFO - Weighted F1: 0.9234 +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9564 +2026-05-23 06:18:41,438 - INFO - Horizon 0.2s - Steady F1: 0.9528, Precision: 0.9372, Recall: 0.9702 +2026-05-23 06:18:41,438 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.9528 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.9565 +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7308 +2026-05-23 06:18:41,438 - INFO - Horizon 0.2s - Transition F1: 0.7176, Precision: 0.6922, Recall: 0.7543 +2026-05-23 06:18:41,438 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.7176 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.7330 +2026-05-23 06:18:41,438 - INFO - +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9170 +2026-05-23 06:18:41,438 - INFO - Horizon 0.3s - Overall F1: 0.9105, Precision: 0.8975, Recall: 0.9256 +2026-05-23 06:18:41,438 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.9105 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.9169 +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9514 +2026-05-23 06:18:41,438 - INFO - Horizon 0.3s - Steady F1: 0.9432, Precision: 0.9275, Recall: 0.9612 +2026-05-23 06:18:41,438 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.9432 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.9517 +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7166 +2026-05-23 06:18:41,438 - INFO - Horizon 0.3s - Transition F1: 0.6996, Precision: 0.6736, Recall: 0.7369 +2026-05-23 06:18:41,438 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.6996 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.7190 +2026-05-23 06:18:41,438 - INFO - +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9012 +2026-05-23 06:18:41,438 - INFO - Horizon 0.5s - Overall F1: 0.8900, Precision: 0.8781, Recall: 0.9049 +2026-05-23 06:18:41,438 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.8900 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.9010 +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9365 +2026-05-23 06:18:41,438 - INFO - Horizon 0.5s - Steady F1: 0.9203, Precision: 0.9069, Recall: 0.9366 +2026-05-23 06:18:41,438 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.9203 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.9368 +2026-05-23 06:18:41,438 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6964 +2026-05-23 06:18:41,438 - INFO - Horizon 0.5s - Transition F1: 0.6765, Precision: 0.6469, Recall: 0.7203 +2026-05-23 06:18:41,438 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.6765 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.6994 +2026-05-23 06:18:41,438 - INFO - +2026-05-23 06:18:41,438 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8493 +2026-05-23 06:18:41,438 - INFO - Horizon 1.0s - Overall F1: 0.8232, Precision: 0.8148, Recall: 0.8404 +2026-05-23 06:18:41,438 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.8232 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.8487 +2026-05-23 06:18:41,438 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8927 +2026-05-23 06:18:41,438 - INFO - Horizon 1.0s - Steady F1: 0.8588, Precision: 0.8532, Recall: 0.8744 +2026-05-23 06:18:41,438 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.8588 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.8932 +2026-05-23 06:18:41,438 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5977 +2026-05-23 06:18:41,438 - INFO - Horizon 1.0s - Transition F1: 0.5699, Precision: 0.5527, Recall: 0.6167 +2026-05-23 06:18:41,438 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:18:41,438 - INFO - Macro F1: 0.5699 +2026-05-23 06:18:41,438 - INFO - Weighted F1: 0.6044 +2026-05-23 06:18:41,845 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_17.pt +2026-05-23 06:18:41,847 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_17.csv +2026-05-23 06:18:41,848 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_17.csv +2026-05-23 06:18:41,848 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_17.csv +2026-05-23 06:18:41,849 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_17.csv +2026-05-23 06:18:41,849 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_17.csv +2026-05-23 06:18:41,850 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_17.csv +2026-05-23 06:18:41,850 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_17.csv +2026-05-23 06:18:41,850 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_17.csv +2026-05-23 06:18:41,851 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_17.csv +2026-05-23 06:18:41,852 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_17.csv +2026-05-23 06:18:41,852 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_17.csv +2026-05-23 06:18:41,853 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_17.csv +2026-05-23 06:18:41,853 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_17.csv +2026-05-23 06:18:41,854 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_17.csv +2026-05-23 06:18:41,854 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_17.csv +2026-05-23 06:18:41,855 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_17.csv +2026-05-23 06:18:41,855 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_17.csv +2026-05-23 06:18:41,856 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_17.csv +2026-05-23 06:18:41,908 - INFO - Removed old checkpoint: checkpoint_epoch_16.pt +2026-05-23 06:18:41,910 - INFO - Epoch 18/50, Learning Rate: 0.000073 +2026-05-23 06:19:05,850 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:19:05,905 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:19:05,961 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:19:06,013 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:19:06,061 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:19:06,116 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:19:07,269 - INFO - Epoch 18/50: +2026-05-23 06:19:07,269 - INFO - Train: loss=0.6708, accuracy_overall=0.9398 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s: accuracy=0.9574 +2026-05-23 06:19:07,269 - INFO - Horizon 0.1s: accuracy=0.9570 +2026-05-23 06:19:07,269 - INFO - Horizon 0.2s: accuracy=0.9546 +2026-05-23 06:19:07,269 - INFO - Horizon 0.3s: accuracy=0.9485 +2026-05-23 06:19:07,269 - INFO - Horizon 0.5s: accuracy=0.9334 +2026-05-23 06:19:07,269 - INFO - Horizon 1.0s: accuracy=0.8876 +2026-05-23 06:19:07,269 - INFO - Val Horizon 0.0s - Overall: loss=0.7182, accuracy=0.9451 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s - Overall F1: 0.9417, Precision: 0.9421, Recall: 0.9422 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:19:07,269 - INFO - Macro F1: 0.9417 +2026-05-23 06:19:07,269 - INFO - Weighted F1: 0.9450 +2026-05-23 06:19:07,269 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9754 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s - Steady F1: 0.9745, Precision: 0.9691, Recall: 0.9803 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:19:07,269 - INFO - Macro F1: 0.9745 +2026-05-23 06:19:07,269 - INFO - Weighted F1: 0.9755 +2026-05-23 06:19:07,269 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7654 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s - Transition F1: 0.7312, Precision: 0.7371, Recall: 0.7365 +2026-05-23 06:19:07,269 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:19:07,269 - INFO - Macro F1: 0.7312 +2026-05-23 06:19:07,269 - INFO - Weighted F1: 0.7670 +2026-05-23 06:19:07,269 - INFO - +2026-05-23 06:19:07,269 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9394 +2026-05-23 06:19:07,269 - INFO - Horizon 0.1s - Overall F1: 0.9352, Precision: 0.9347, Recall: 0.9359 +2026-05-23 06:19:07,269 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:19:07,269 - INFO - Macro F1: 0.9352 +2026-05-23 06:19:07,269 - INFO - Weighted F1: 0.9393 +2026-05-23 06:19:07,269 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9716 +2026-05-23 06:19:07,269 - INFO - Horizon 0.1s - Steady F1: 0.9687, Precision: 0.9618, Recall: 0.9760 +2026-05-23 06:19:07,270 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.9687 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.9717 +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7492 +2026-05-23 06:19:07,270 - INFO - Horizon 0.1s - Transition F1: 0.7372, Precision: 0.7401, Recall: 0.7387 +2026-05-23 06:19:07,270 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.7372 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.7509 +2026-05-23 06:19:07,270 - INFO - +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9344 +2026-05-23 06:19:07,270 - INFO - Horizon 0.2s - Overall F1: 0.9286, Precision: 0.9272, Recall: 0.9303 +2026-05-23 06:19:07,270 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.9286 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.9343 +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9670 +2026-05-23 06:19:07,270 - INFO - Horizon 0.2s - Steady F1: 0.9621, Precision: 0.9540, Recall: 0.9709 +2026-05-23 06:19:07,270 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.9621 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.9671 +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7426 +2026-05-23 06:19:07,270 - INFO - Horizon 0.2s - Transition F1: 0.7275, Precision: 0.7317, Recall: 0.7295 +2026-05-23 06:19:07,270 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.7275 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.7443 +2026-05-23 06:19:07,270 - INFO - +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9266 +2026-05-23 06:19:07,270 - INFO - Horizon 0.3s - Overall F1: 0.9192, Precision: 0.9141, Recall: 0.9248 +2026-05-23 06:19:07,270 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.9192 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.9266 +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9611 +2026-05-23 06:19:07,270 - INFO - Horizon 0.3s - Steady F1: 0.9520, Precision: 0.9419, Recall: 0.9632 +2026-05-23 06:19:07,270 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.9520 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.9614 +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7252 +2026-05-23 06:19:07,270 - INFO - Horizon 0.3s - Transition F1: 0.7040, Precision: 0.6926, Recall: 0.7220 +2026-05-23 06:19:07,270 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.7040 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.7267 +2026-05-23 06:19:07,270 - INFO - +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9065 +2026-05-23 06:19:07,270 - INFO - Horizon 0.5s - Overall F1: 0.8921, Precision: 0.8850, Recall: 0.9009 +2026-05-23 06:19:07,270 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:19:07,270 - INFO - Macro F1: 0.8921 +2026-05-23 06:19:07,270 - INFO - Weighted F1: 0.9062 +2026-05-23 06:19:07,270 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9447 +2026-05-23 06:19:07,271 - INFO - Horizon 0.5s - Steady F1: 0.9269, Precision: 0.9147, Recall: 0.9410 +2026-05-23 06:19:07,271 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:19:07,271 - INFO - Macro F1: 0.9269 +2026-05-23 06:19:07,271 - INFO - Weighted F1: 0.9452 +2026-05-23 06:19:07,271 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6840 +2026-05-23 06:19:07,271 - INFO - Horizon 0.5s - Transition F1: 0.6687, Precision: 0.6504, Recall: 0.6986 +2026-05-23 06:19:07,271 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:19:07,271 - INFO - Macro F1: 0.6687 +2026-05-23 06:19:07,271 - INFO - Weighted F1: 0.6867 +2026-05-23 06:19:07,271 - INFO - +2026-05-23 06:19:07,271 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8580 +2026-05-23 06:19:07,271 - INFO - Horizon 1.0s - Overall F1: 0.8301, Precision: 0.8299, Recall: 0.8349 +2026-05-23 06:19:07,271 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:19:07,271 - INFO - Macro F1: 0.8301 +2026-05-23 06:19:07,271 - INFO - Weighted F1: 0.8568 +2026-05-23 06:19:07,271 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9030 +2026-05-23 06:19:07,271 - INFO - Horizon 1.0s - Steady F1: 0.8676, Precision: 0.8671, Recall: 0.8731 +2026-05-23 06:19:07,271 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:19:07,271 - INFO - Macro F1: 0.8676 +2026-05-23 06:19:07,271 - INFO - Weighted F1: 0.9030 +2026-05-23 06:19:07,271 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5969 +2026-05-23 06:19:07,271 - INFO - Horizon 1.0s - Transition F1: 0.5719, Precision: 0.5640, Recall: 0.5981 +2026-05-23 06:19:07,271 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:19:07,271 - INFO - Macro F1: 0.5719 +2026-05-23 06:19:07,271 - INFO - Weighted F1: 0.6021 +2026-05-23 06:19:07,545 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_18.pt +2026-05-23 06:19:07,546 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_18.csv +2026-05-23 06:19:07,547 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:19:07,547 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:19:07,548 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_18.csv +2026-05-23 06:19:07,548 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:19:07,549 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:19:07,550 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_18.csv +2026-05-23 06:19:07,550 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:19:07,551 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:19:07,551 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_18.csv +2026-05-23 06:19:07,552 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:19:07,552 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:19:07,552 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_18.csv +2026-05-23 06:19:07,553 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:19:07,553 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:19:07,554 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_18.csv +2026-05-23 06:19:07,554 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:19:07,555 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:19:07,555 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_18.csv +2026-05-23 06:19:07,555 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:19:07,556 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:19:07,557 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_18.csv +2026-05-23 06:19:07,557 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:19:07,557 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:19:07,558 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_18.csv +2026-05-23 06:19:07,558 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:19:07,559 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:19:07,559 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_18.csv +2026-05-23 06:19:07,560 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:19:07,560 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:19:07,561 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_18.csv +2026-05-23 06:19:07,562 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:19:07,562 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:19:07,563 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_18.csv +2026-05-23 06:19:07,563 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:19:07,563 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:19:07,564 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_18.csv +2026-05-23 06:19:07,564 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:19:07,565 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:19:07,565 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_18.csv +2026-05-23 06:19:07,565 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:19:07,566 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:19:07,566 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_18.csv +2026-05-23 06:19:07,566 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:19:07,567 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:19:07,567 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_18.csv +2026-05-23 06:19:07,568 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:19:07,568 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:19:07,568 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_18.csv +2026-05-23 06:19:07,569 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:19:07,569 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:19:07,569 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_18.csv +2026-05-23 06:19:07,570 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:19:07,570 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:19:07,608 - INFO - Removed old checkpoint: checkpoint_epoch_17.pt +2026-05-23 06:19:07,938 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:19:07,944 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:19:08,025 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:19:08,026 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:19:08,027 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:19:08,028 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:19:08,029 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:19:08,030 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:19:08,030 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:19:08,031 - INFO - Epoch 19/50, Learning Rate: 0.000073 +2026-05-23 06:19:31,618 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:19:31,665 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:19:31,705 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:19:31,751 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:19:31,801 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:19:31,848 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:19:32,851 - INFO - Epoch 19/50: +2026-05-23 06:19:32,851 - INFO - Train: loss=0.6654, accuracy_overall=0.9433 +2026-05-23 06:19:32,851 - INFO - Horizon 0.0s: accuracy=0.9628 +2026-05-23 06:19:32,851 - INFO - Horizon 0.1s: accuracy=0.9600 +2026-05-23 06:19:32,851 - INFO - Horizon 0.2s: accuracy=0.9572 +2026-05-23 06:19:32,851 - INFO - Horizon 0.3s: accuracy=0.9529 +2026-05-23 06:19:32,851 - INFO - Horizon 0.5s: accuracy=0.9343 +2026-05-23 06:19:32,852 - INFO - Horizon 1.0s: accuracy=0.8924 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.0s - Overall: loss=0.7211, accuracy=0.9424 +2026-05-23 06:19:32,852 - INFO - Horizon 0.0s - Overall F1: 0.9402, Precision: 0.9352, Recall: 0.9460 +2026-05-23 06:19:32,852 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.9402 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.9423 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9708 +2026-05-23 06:19:32,852 - INFO - Horizon 0.0s - Steady F1: 0.9705, Precision: 0.9601, Recall: 0.9818 +2026-05-23 06:19:32,852 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.9705 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.9709 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7740 +2026-05-23 06:19:32,852 - INFO - Horizon 0.0s - Transition F1: 0.7474, Precision: 0.7422, Recall: 0.7594 +2026-05-23 06:19:32,852 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.7474 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.7766 +2026-05-23 06:19:32,852 - INFO - +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9356 +2026-05-23 06:19:32,852 - INFO - Horizon 0.1s - Overall F1: 0.9324, Precision: 0.9254, Recall: 0.9404 +2026-05-23 06:19:32,852 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.9324 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.9355 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9660 +2026-05-23 06:19:32,852 - INFO - Horizon 0.1s - Steady F1: 0.9640, Precision: 0.9527, Recall: 0.9764 +2026-05-23 06:19:32,852 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.9640 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.9661 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7555 +2026-05-23 06:19:32,852 - INFO - Horizon 0.1s - Transition F1: 0.7407, Precision: 0.7304, Recall: 0.7609 +2026-05-23 06:19:32,852 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.7407 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.7560 +2026-05-23 06:19:32,852 - INFO - +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9259 +2026-05-23 06:19:32,852 - INFO - Horizon 0.2s - Overall F1: 0.9215, Precision: 0.9129, Recall: 0.9319 +2026-05-23 06:19:32,852 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.9215 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.9259 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9608 +2026-05-23 06:19:32,852 - INFO - Horizon 0.2s - Steady F1: 0.9567, Precision: 0.9429, Recall: 0.9722 +2026-05-23 06:19:32,852 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.9567 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.9610 +2026-05-23 06:19:32,852 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7207 +2026-05-23 06:19:32,852 - INFO - Horizon 0.2s - Transition F1: 0.7141, Precision: 0.7020, Recall: 0.7407 +2026-05-23 06:19:32,852 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:19:32,852 - INFO - Macro F1: 0.7141 +2026-05-23 06:19:32,852 - INFO - Weighted F1: 0.7220 +2026-05-23 06:19:32,852 - INFO - +2026-05-23 06:19:32,853 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9214 +2026-05-23 06:19:32,853 - INFO - Horizon 0.3s - Overall F1: 0.9123, Precision: 0.9008, Recall: 0.9256 +2026-05-23 06:19:32,853 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.9123 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.9214 +2026-05-23 06:19:32,853 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9542 +2026-05-23 06:19:32,853 - INFO - Horizon 0.3s - Steady F1: 0.9439, Precision: 0.9280, Recall: 0.9621 +2026-05-23 06:19:32,853 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.9439 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.9546 +2026-05-23 06:19:32,853 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7298 +2026-05-23 06:19:32,853 - INFO - Horizon 0.3s - Transition F1: 0.7095, Precision: 0.6896, Recall: 0.7407 +2026-05-23 06:19:32,853 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.7095 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.7315 +2026-05-23 06:19:32,853 - INFO - +2026-05-23 06:19:32,853 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9070 +2026-05-23 06:19:32,853 - INFO - Horizon 0.5s - Overall F1: 0.8940, Precision: 0.8820, Recall: 0.9080 +2026-05-23 06:19:32,853 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.8940 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.9068 +2026-05-23 06:19:32,853 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9426 +2026-05-23 06:19:32,853 - INFO - Horizon 0.5s - Steady F1: 0.9245, Precision: 0.9107, Recall: 0.9407 +2026-05-23 06:19:32,853 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.9245 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.9430 +2026-05-23 06:19:32,853 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7002 +2026-05-23 06:19:32,853 - INFO - Horizon 0.5s - Transition F1: 0.6895, Precision: 0.6621, Recall: 0.7309 +2026-05-23 06:19:32,853 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.6895 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.7013 +2026-05-23 06:19:32,853 - INFO - +2026-05-23 06:19:32,853 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8550 +2026-05-23 06:19:32,853 - INFO - Horizon 1.0s - Overall F1: 0.8260, Precision: 0.8198, Recall: 0.8363 +2026-05-23 06:19:32,853 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.8260 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.8538 +2026-05-23 06:19:32,853 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9010 +2026-05-23 06:19:32,853 - INFO - Horizon 1.0s - Steady F1: 0.8618, Precision: 0.8598, Recall: 0.8687 +2026-05-23 06:19:32,853 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.8618 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.9006 +2026-05-23 06:19:32,853 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5884 +2026-05-23 06:19:32,853 - INFO - Horizon 1.0s - Transition F1: 0.5709, Precision: 0.5495, Recall: 0.6112 +2026-05-23 06:19:32,853 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:19:32,853 - INFO - Macro F1: 0.5709 +2026-05-23 06:19:32,853 - INFO - Weighted F1: 0.5935 +2026-05-23 06:19:33,080 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_19.pt +2026-05-23 06:19:33,080 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_19.csv +2026-05-23 06:19:33,081 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_19.csv +2026-05-23 06:19:33,081 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_19.csv +2026-05-23 06:19:33,082 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_19.csv +2026-05-23 06:19:33,082 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_19.csv +2026-05-23 06:19:33,082 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_19.csv +2026-05-23 06:19:33,083 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_19.csv +2026-05-23 06:19:33,083 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_19.csv +2026-05-23 06:19:33,083 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_19.csv +2026-05-23 06:19:33,084 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_19.csv +2026-05-23 06:19:33,084 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_19.csv +2026-05-23 06:19:33,085 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_19.csv +2026-05-23 06:19:33,085 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_19.csv +2026-05-23 06:19:33,085 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_19.csv +2026-05-23 06:19:33,086 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_19.csv +2026-05-23 06:19:33,086 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_19.csv +2026-05-23 06:19:33,086 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_19.csv +2026-05-23 06:19:33,087 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_19.csv +2026-05-23 06:19:33,121 - INFO - Removed old checkpoint: checkpoint_epoch_18.pt +2026-05-23 06:19:33,121 - INFO - Epoch 20/50, Learning Rate: 0.000073 +2026-05-23 06:19:57,170 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:19:57,217 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:19:57,264 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:19:57,317 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:19:57,364 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:19:57,413 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:19:58,617 - INFO - Epoch 20/50: +2026-05-23 06:19:58,618 - INFO - Train: loss=0.6611, accuracy_overall=0.9452 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s: accuracy=0.9592 +2026-05-23 06:19:58,618 - INFO - Horizon 0.1s: accuracy=0.9604 +2026-05-23 06:19:58,618 - INFO - Horizon 0.2s: accuracy=0.9607 +2026-05-23 06:19:58,618 - INFO - Horizon 0.3s: accuracy=0.9530 +2026-05-23 06:19:58,618 - INFO - Horizon 0.5s: accuracy=0.9403 +2026-05-23 06:19:58,618 - INFO - Horizon 1.0s: accuracy=0.8978 +2026-05-23 06:19:58,618 - INFO - Val Horizon 0.0s - Overall: loss=0.7262, accuracy=0.9428 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s - Overall F1: 0.9401, Precision: 0.9340, Recall: 0.9465 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:19:58,618 - INFO - Macro F1: 0.9401 +2026-05-23 06:19:58,618 - INFO - Weighted F1: 0.9428 +2026-05-23 06:19:58,618 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9717 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s - Steady F1: 0.9703, Precision: 0.9612, Recall: 0.9798 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:19:58,618 - INFO - Macro F1: 0.9703 +2026-05-23 06:19:58,618 - INFO - Weighted F1: 0.9718 +2026-05-23 06:19:58,618 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7717 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s - Transition F1: 0.7382, Precision: 0.7364, Recall: 0.7445 +2026-05-23 06:19:58,618 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:19:58,618 - INFO - Macro F1: 0.7382 +2026-05-23 06:19:58,618 - INFO - Weighted F1: 0.7724 +2026-05-23 06:19:58,618 - INFO - +2026-05-23 06:19:58,618 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9337 +2026-05-23 06:19:58,618 - INFO - Horizon 0.1s - Overall F1: 0.9293, Precision: 0.9180, Recall: 0.9417 +2026-05-23 06:19:58,618 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:19:58,618 - INFO - Macro F1: 0.9293 +2026-05-23 06:19:58,618 - INFO - Weighted F1: 0.9339 +2026-05-23 06:19:58,618 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9660 +2026-05-23 06:19:58,618 - INFO - Horizon 0.1s - Steady F1: 0.9621, Precision: 0.9481, Recall: 0.9776 +2026-05-23 06:19:58,618 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:19:58,618 - INFO - Macro F1: 0.9621 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.9662 +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7429 +2026-05-23 06:19:58,619 - INFO - Horizon 0.1s - Transition F1: 0.7254, Precision: 0.7161, Recall: 0.7386 +2026-05-23 06:19:58,619 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:19:58,619 - INFO - Macro F1: 0.7254 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.7429 +2026-05-23 06:19:58,619 - INFO - +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9285 +2026-05-23 06:19:58,619 - INFO - Horizon 0.2s - Overall F1: 0.9216, Precision: 0.9085, Recall: 0.9359 +2026-05-23 06:19:58,619 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:19:58,619 - INFO - Macro F1: 0.9216 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.9286 +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9617 +2026-05-23 06:19:58,619 - INFO - Horizon 0.2s - Steady F1: 0.9561, Precision: 0.9404, Recall: 0.9736 +2026-05-23 06:19:58,619 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:19:58,619 - INFO - Macro F1: 0.9561 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.9619 +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7332 +2026-05-23 06:19:58,619 - INFO - Horizon 0.2s - Transition F1: 0.7153, Precision: 0.7009, Recall: 0.7400 +2026-05-23 06:19:58,619 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:19:58,619 - INFO - Macro F1: 0.7153 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.7334 +2026-05-23 06:19:58,619 - INFO - +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9239 +2026-05-23 06:19:58,619 - INFO - Horizon 0.3s - Overall F1: 0.9155, Precision: 0.9026, Recall: 0.9297 +2026-05-23 06:19:58,619 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:19:58,619 - INFO - Macro F1: 0.9155 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.9241 +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9561 +2026-05-23 06:19:58,619 - INFO - Horizon 0.3s - Steady F1: 0.9446, Precision: 0.9293, Recall: 0.9623 +2026-05-23 06:19:58,619 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:19:58,619 - INFO - Macro F1: 0.9446 +2026-05-23 06:19:58,619 - INFO - Weighted F1: 0.9565 +2026-05-23 06:19:58,619 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7360 +2026-05-23 06:19:58,622 - INFO - Horizon 0.3s - Transition F1: 0.7068, Precision: 0.6915, Recall: 0.7312 +2026-05-23 06:19:58,623 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:19:58,624 - INFO - Macro F1: 0.7068 +2026-05-23 06:19:58,624 - INFO - Weighted F1: 0.7362 +2026-05-23 06:19:58,624 - INFO - +2026-05-23 06:19:58,625 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9047 +2026-05-23 06:19:58,625 - INFO - Horizon 0.5s - Overall F1: 0.8911, Precision: 0.8734, Recall: 0.9118 +2026-05-23 06:19:58,626 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:19:58,626 - INFO - Macro F1: 0.8911 +2026-05-23 06:19:58,626 - INFO - Weighted F1: 0.9049 +2026-05-23 06:19:58,626 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9395 +2026-05-23 06:19:58,626 - INFO - Horizon 0.5s - Steady F1: 0.9206, Precision: 0.9027, Recall: 0.9431 +2026-05-23 06:19:58,626 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:19:58,627 - INFO - Macro F1: 0.9206 +2026-05-23 06:19:58,627 - INFO - Weighted F1: 0.9403 +2026-05-23 06:19:58,627 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7018 +2026-05-23 06:19:58,627 - INFO - Horizon 0.5s - Transition F1: 0.6770, Precision: 0.6492, Recall: 0.7192 +2026-05-23 06:19:58,627 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:19:58,627 - INFO - Macro F1: 0.6770 +2026-05-23 06:19:58,627 - INFO - Weighted F1: 0.7030 +2026-05-23 06:19:58,628 - INFO - +2026-05-23 06:19:58,628 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8564 +2026-05-23 06:19:58,628 - INFO - Horizon 1.0s - Overall F1: 0.8319, Precision: 0.8235, Recall: 0.8478 +2026-05-23 06:19:58,628 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:19:58,628 - INFO - Macro F1: 0.8319 +2026-05-23 06:19:58,628 - INFO - Weighted F1: 0.8561 +2026-05-23 06:19:58,628 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8986 +2026-05-23 06:19:58,629 - INFO - Horizon 1.0s - Steady F1: 0.8642, Precision: 0.8573, Recall: 0.8804 +2026-05-23 06:19:58,629 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:19:58,629 - INFO - Macro F1: 0.8642 +2026-05-23 06:19:58,629 - INFO - Weighted F1: 0.8995 +2026-05-23 06:19:58,629 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6116 +2026-05-23 06:19:58,629 - INFO - Horizon 1.0s - Transition F1: 0.5936, Precision: 0.5778, Recall: 0.6317 +2026-05-23 06:19:58,629 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:19:58,629 - INFO - Macro F1: 0.5936 +2026-05-23 06:19:58,629 - INFO - Weighted F1: 0.6155 +2026-05-23 06:19:59,031 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_20.pt +2026-05-23 06:19:59,034 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_20.csv +2026-05-23 06:19:59,035 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_20.csv +2026-05-23 06:19:59,036 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_20.csv +2026-05-23 06:19:59,037 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_20.csv +2026-05-23 06:19:59,038 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_20.csv +2026-05-23 06:19:59,038 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_20.csv +2026-05-23 06:19:59,039 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_20.csv +2026-05-23 06:19:59,039 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_20.csv +2026-05-23 06:19:59,040 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_20.csv +2026-05-23 06:19:59,040 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_20.csv +2026-05-23 06:19:59,041 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_20.csv +2026-05-23 06:19:59,041 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_20.csv +2026-05-23 06:19:59,041 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_20.csv +2026-05-23 06:19:59,042 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_20.csv +2026-05-23 06:19:59,042 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_20.csv +2026-05-23 06:19:59,043 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_20.csv +2026-05-23 06:19:59,043 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_20.csv +2026-05-23 06:19:59,043 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_20.csv +2026-05-23 06:19:59,092 - INFO - Removed old checkpoint: checkpoint_epoch_19.pt +2026-05-23 06:19:59,093 - INFO - Epoch 21/50, Learning Rate: 0.000066 +2026-05-23 06:20:24,881 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:20:24,928 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:20:24,966 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:20:25,015 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:20:25,065 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:20:25,119 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:20:26,290 - INFO - Epoch 21/50: +2026-05-23 06:20:26,291 - INFO - Train: loss=0.6556, accuracy_overall=0.9464 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s: accuracy=0.9630 +2026-05-23 06:20:26,291 - INFO - Horizon 0.1s: accuracy=0.9630 +2026-05-23 06:20:26,291 - INFO - Horizon 0.2s: accuracy=0.9604 +2026-05-23 06:20:26,291 - INFO - Horizon 0.3s: accuracy=0.9544 +2026-05-23 06:20:26,291 - INFO - Horizon 0.5s: accuracy=0.9384 +2026-05-23 06:20:26,291 - INFO - Horizon 1.0s: accuracy=0.8992 +2026-05-23 06:20:26,291 - INFO - Val Horizon 0.0s - Overall: loss=0.7185, accuracy=0.9448 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s - Overall F1: 0.9421, Precision: 0.9376, Recall: 0.9473 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:20:26,291 - INFO - Macro F1: 0.9421 +2026-05-23 06:20:26,291 - INFO - Weighted F1: 0.9447 +2026-05-23 06:20:26,291 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9718 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s - Steady F1: 0.9730, Precision: 0.9640, Recall: 0.9825 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:20:26,291 - INFO - Macro F1: 0.9730 +2026-05-23 06:20:26,291 - INFO - Weighted F1: 0.9719 +2026-05-23 06:20:26,291 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7843 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s - Transition F1: 0.7425, Precision: 0.7415, Recall: 0.7554 +2026-05-23 06:20:26,291 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:20:26,291 - INFO - Macro F1: 0.7425 +2026-05-23 06:20:26,291 - INFO - Weighted F1: 0.7857 +2026-05-23 06:20:26,291 - INFO - +2026-05-23 06:20:26,291 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9353 +2026-05-23 06:20:26,291 - INFO - Horizon 0.1s - Overall F1: 0.9322, Precision: 0.9265, Recall: 0.9387 +2026-05-23 06:20:26,291 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:20:26,291 - INFO - Macro F1: 0.9322 +2026-05-23 06:20:26,291 - INFO - Weighted F1: 0.9351 +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9673 +2026-05-23 06:20:26,292 - INFO - Horizon 0.1s - Steady F1: 0.9674, Precision: 0.9570, Recall: 0.9786 +2026-05-23 06:20:26,292 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.9674 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.9674 +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7461 +2026-05-23 06:20:26,292 - INFO - Horizon 0.1s - Transition F1: 0.7235, Precision: 0.7151, Recall: 0.7450 +2026-05-23 06:20:26,292 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.7235 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.7476 +2026-05-23 06:20:26,292 - INFO - +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9305 +2026-05-23 06:20:26,292 - INFO - Horizon 0.2s - Overall F1: 0.9250, Precision: 0.9168, Recall: 0.9339 +2026-05-23 06:20:26,292 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.9250 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.9304 +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9629 +2026-05-23 06:20:26,292 - INFO - Horizon 0.2s - Steady F1: 0.9586, Precision: 0.9448, Recall: 0.9736 +2026-05-23 06:20:26,292 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.9586 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.9630 +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7394 +2026-05-23 06:20:26,292 - INFO - Horizon 0.2s - Transition F1: 0.7201, Precision: 0.7137, Recall: 0.7365 +2026-05-23 06:20:26,292 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.7201 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.7402 +2026-05-23 06:20:26,292 - INFO - +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9224 +2026-05-23 06:20:26,292 - INFO - Horizon 0.3s - Overall F1: 0.9165, Precision: 0.8997, Recall: 0.9349 +2026-05-23 06:20:26,292 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.9165 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.9225 +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9547 +2026-05-23 06:20:26,292 - INFO - Horizon 0.3s - Steady F1: 0.9468, Precision: 0.9273, Recall: 0.9688 +2026-05-23 06:20:26,292 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:20:26,292 - INFO - Macro F1: 0.9468 +2026-05-23 06:20:26,292 - INFO - Weighted F1: 0.9550 +2026-05-23 06:20:26,292 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7337 +2026-05-23 06:20:26,292 - INFO - Horizon 0.3s - Transition F1: 0.7165, Precision: 0.6918, Recall: 0.7509 +2026-05-23 06:20:26,292 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.7165 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.7334 +2026-05-23 06:20:26,293 - INFO - +2026-05-23 06:20:26,293 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9047 +2026-05-23 06:20:26,293 - INFO - Horizon 0.5s - Overall F1: 0.8932, Precision: 0.8743, Recall: 0.9145 +2026-05-23 06:20:26,293 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.8932 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.9048 +2026-05-23 06:20:26,293 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9386 +2026-05-23 06:20:26,293 - INFO - Horizon 0.5s - Steady F1: 0.9213, Precision: 0.9002, Recall: 0.9458 +2026-05-23 06:20:26,293 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.9213 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.9392 +2026-05-23 06:20:26,293 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7072 +2026-05-23 06:20:26,293 - INFO - Horizon 0.5s - Transition F1: 0.6943, Precision: 0.6658, Recall: 0.7365 +2026-05-23 06:20:26,293 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.6943 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.7078 +2026-05-23 06:20:26,293 - INFO - +2026-05-23 06:20:26,293 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8570 +2026-05-23 06:20:26,293 - INFO - Horizon 1.0s - Overall F1: 0.8329, Precision: 0.8213, Recall: 0.8476 +2026-05-23 06:20:26,293 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.8329 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.8569 +2026-05-23 06:20:26,293 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8985 +2026-05-23 06:20:26,293 - INFO - Horizon 1.0s - Steady F1: 0.8634, Precision: 0.8508, Recall: 0.8792 +2026-05-23 06:20:26,293 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.8634 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.8991 +2026-05-23 06:20:26,293 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6170 +2026-05-23 06:20:26,293 - INFO - Horizon 1.0s - Transition F1: 0.5960, Precision: 0.5738, Recall: 0.6343 +2026-05-23 06:20:26,293 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:20:26,293 - INFO - Macro F1: 0.5960 +2026-05-23 06:20:26,293 - INFO - Weighted F1: 0.6219 +2026-05-23 06:20:26,565 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_21.pt +2026-05-23 06:20:26,566 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_21.csv +2026-05-23 06:20:26,567 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_21.csv +2026-05-23 06:20:26,567 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_21.csv +2026-05-23 06:20:26,568 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_21.csv +2026-05-23 06:20:26,568 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_21.csv +2026-05-23 06:20:26,568 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_21.csv +2026-05-23 06:20:26,569 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_21.csv +2026-05-23 06:20:26,569 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_21.csv +2026-05-23 06:20:26,570 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_21.csv +2026-05-23 06:20:26,570 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_21.csv +2026-05-23 06:20:26,570 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_21.csv +2026-05-23 06:20:26,571 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_21.csv +2026-05-23 06:20:26,571 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_21.csv +2026-05-23 06:20:26,572 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_21.csv +2026-05-23 06:20:26,572 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_21.csv +2026-05-23 06:20:26,572 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_21.csv +2026-05-23 06:20:26,573 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_21.csv +2026-05-23 06:20:26,573 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_21.csv +2026-05-23 06:20:26,606 - INFO - Removed old checkpoint: checkpoint_epoch_20.pt +2026-05-23 06:20:26,606 - INFO - Epoch 22/50, Learning Rate: 0.000066 +2026-05-23 06:20:50,119 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:20:50,191 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:20:50,258 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:20:50,329 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:20:50,401 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:20:50,481 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:20:51,987 - INFO - Epoch 22/50: +2026-05-23 06:20:51,987 - INFO - Train: loss=0.6528, accuracy_overall=0.9473 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s: accuracy=0.9628 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s: accuracy=0.9643 +2026-05-23 06:20:51,988 - INFO - Horizon 0.2s: accuracy=0.9587 +2026-05-23 06:20:51,988 - INFO - Horizon 0.3s: accuracy=0.9566 +2026-05-23 06:20:51,988 - INFO - Horizon 0.5s: accuracy=0.9399 +2026-05-23 06:20:51,988 - INFO - Horizon 1.0s: accuracy=0.9017 +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.0s - Overall: loss=0.7221, accuracy=0.9415 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s - Overall F1: 0.9395, Precision: 0.9314, Recall: 0.9483 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.9395 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.9414 +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9691 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s - Steady F1: 0.9705, Precision: 0.9600, Recall: 0.9817 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.9705 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.9691 +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7780 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s - Transition F1: 0.7396, Precision: 0.7271, Recall: 0.7594 +2026-05-23 06:20:51,988 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.7396 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.7795 +2026-05-23 06:20:51,988 - INFO - +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9344 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s - Overall F1: 0.9313, Precision: 0.9207, Recall: 0.9430 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.9313 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.9343 +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9647 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s - Steady F1: 0.9643, Precision: 0.9512, Recall: 0.9786 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.9643 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.9647 +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7555 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s - Transition F1: 0.7385, Precision: 0.7171, Recall: 0.7719 +2026-05-23 06:20:51,988 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.7385 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.7561 +2026-05-23 06:20:51,988 - INFO - +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9223 +2026-05-23 06:20:51,988 - INFO - Horizon 0.2s - Overall F1: 0.9175, Precision: 0.9024, Recall: 0.9348 +2026-05-23 06:20:51,988 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:20:51,988 - INFO - Macro F1: 0.9175 +2026-05-23 06:20:51,988 - INFO - Weighted F1: 0.9222 +2026-05-23 06:20:51,988 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9553 +2026-05-23 06:20:51,988 - INFO - Horizon 0.2s - Steady F1: 0.9523, Precision: 0.9351, Recall: 0.9717 +2026-05-23 06:20:51,989 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.9523 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.9554 +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7277 +2026-05-23 06:20:51,989 - INFO - Horizon 0.2s - Transition F1: 0.7182, Precision: 0.6962, Recall: 0.7594 +2026-05-23 06:20:51,989 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.7182 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.7272 +2026-05-23 06:20:51,989 - INFO - +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9176 +2026-05-23 06:20:51,989 - INFO - Horizon 0.3s - Overall F1: 0.9112, Precision: 0.8976, Recall: 0.9270 +2026-05-23 06:20:51,989 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.9112 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.9175 +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9505 +2026-05-23 06:20:51,989 - INFO - Horizon 0.3s - Steady F1: 0.9428, Precision: 0.9265, Recall: 0.9613 +2026-05-23 06:20:51,989 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.9428 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.9507 +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7259 +2026-05-23 06:20:51,989 - INFO - Horizon 0.3s - Transition F1: 0.7118, Precision: 0.6840, Recall: 0.7604 +2026-05-23 06:20:51,989 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.7118 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.7273 +2026-05-23 06:20:51,989 - INFO - +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9056 +2026-05-23 06:20:51,989 - INFO - Horizon 0.5s - Overall F1: 0.8931, Precision: 0.8822, Recall: 0.9063 +2026-05-23 06:20:51,989 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.8931 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.9053 +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9398 +2026-05-23 06:20:51,989 - INFO - Horizon 0.5s - Steady F1: 0.9221, Precision: 0.9092, Recall: 0.9374 +2026-05-23 06:20:51,989 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.9221 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.9402 +2026-05-23 06:20:51,989 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7064 +2026-05-23 06:20:51,989 - INFO - Horizon 0.5s - Transition F1: 0.6975, Precision: 0.6683, Recall: 0.7435 +2026-05-23 06:20:51,989 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.6975 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.7087 +2026-05-23 06:20:51,989 - INFO - +2026-05-23 06:20:51,989 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8560 +2026-05-23 06:20:51,989 - INFO - Horizon 1.0s - Overall F1: 0.8344, Precision: 0.8218, Recall: 0.8524 +2026-05-23 06:20:51,989 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.8344 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.8550 +2026-05-23 06:20:51,989 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8978 +2026-05-23 06:20:51,989 - INFO - Horizon 1.0s - Steady F1: 0.8665, Precision: 0.8559, Recall: 0.8830 +2026-05-23 06:20:51,989 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.8665 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.8976 +2026-05-23 06:20:51,989 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6139 +2026-05-23 06:20:51,989 - INFO - Horizon 1.0s - Transition F1: 0.5990, Precision: 0.5767, Recall: 0.6435 +2026-05-23 06:20:51,989 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:20:51,989 - INFO - Macro F1: 0.5990 +2026-05-23 06:20:51,989 - INFO - Weighted F1: 0.6171 +2026-05-23 06:20:52,340 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_22.pt +2026-05-23 06:20:52,342 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_22.csv +2026-05-23 06:20:52,343 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_22.csv +2026-05-23 06:20:52,344 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_22.csv +2026-05-23 06:20:52,344 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_22.csv +2026-05-23 06:20:52,345 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_22.csv +2026-05-23 06:20:52,345 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_22.csv +2026-05-23 06:20:52,345 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_22.csv +2026-05-23 06:20:52,346 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_22.csv +2026-05-23 06:20:52,346 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_22.csv +2026-05-23 06:20:52,347 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_22.csv +2026-05-23 06:20:52,347 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_22.csv +2026-05-23 06:20:52,348 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_22.csv +2026-05-23 06:20:52,348 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_22.csv +2026-05-23 06:20:52,349 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_22.csv +2026-05-23 06:20:52,349 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_22.csv +2026-05-23 06:20:52,350 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_22.csv +2026-05-23 06:20:52,350 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_22.csv +2026-05-23 06:20:52,351 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_22.csv +2026-05-23 06:20:52,401 - INFO - Removed old checkpoint: checkpoint_epoch_21.pt +2026-05-23 06:20:52,402 - INFO - Epoch 23/50, Learning Rate: 0.000066 +2026-05-23 06:21:17,790 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:21:17,838 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:21:17,882 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:21:17,936 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:21:17,984 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:21:18,042 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:21:19,246 - INFO - Epoch 23/50: +2026-05-23 06:21:19,246 - INFO - Train: loss=0.6483, accuracy_overall=0.9507 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s: accuracy=0.9645 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s: accuracy=0.9688 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s: accuracy=0.9600 +2026-05-23 06:21:19,247 - INFO - Horizon 0.3s: accuracy=0.9589 +2026-05-23 06:21:19,247 - INFO - Horizon 0.5s: accuracy=0.9450 +2026-05-23 06:21:19,247 - INFO - Horizon 1.0s: accuracy=0.9071 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.0s - Overall: loss=0.7050, accuracy=0.9455 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s - Overall F1: 0.9430, Precision: 0.9587, Recall: 0.9286 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9430 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9454 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9749 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s - Steady F1: 0.9753, Precision: 0.9805, Recall: 0.9706 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9753 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9749 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7709 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s - Transition F1: 0.7185, Precision: 0.7842, Recall: 0.6765 +2026-05-23 06:21:19,247 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.7185 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.7709 +2026-05-23 06:21:19,247 - INFO - +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9383 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s - Overall F1: 0.9340, Precision: 0.9499, Recall: 0.9195 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9340 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9382 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9722 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s - Steady F1: 0.9715, Precision: 0.9756, Recall: 0.9679 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9715 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9722 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7374 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s - Transition F1: 0.6904, Precision: 0.7571, Recall: 0.6503 +2026-05-23 06:21:19,247 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.6904 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.7373 +2026-05-23 06:21:19,247 - INFO - +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9347 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s - Overall F1: 0.9291, Precision: 0.9460, Recall: 0.9138 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9291 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9345 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9688 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s - Steady F1: 0.9663, Precision: 0.9723, Recall: 0.9609 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9663 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9688 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7340 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s - Transition F1: 0.6891, Precision: 0.7671, Recall: 0.6436 +2026-05-23 06:21:19,247 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.6891 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.7328 +2026-05-23 06:21:19,247 - INFO - +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9290 +2026-05-23 06:21:19,247 - INFO - Horizon 0.3s - Overall F1: 0.9220, Precision: 0.9370, Recall: 0.9082 +2026-05-23 06:21:19,247 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:21:19,247 - INFO - Macro F1: 0.9220 +2026-05-23 06:21:19,247 - INFO - Weighted F1: 0.9289 +2026-05-23 06:21:19,247 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9650 +2026-05-23 06:21:19,248 - INFO - Horizon 0.3s - Steady F1: 0.9583, Precision: 0.9645, Recall: 0.9529 +2026-05-23 06:21:19,248 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.9583 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.9651 +2026-05-23 06:21:19,248 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7189 +2026-05-23 06:21:19,248 - INFO - Horizon 0.3s - Transition F1: 0.6757, Precision: 0.7195, Recall: 0.6452 +2026-05-23 06:21:19,248 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.6757 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.7186 +2026-05-23 06:21:19,248 - INFO - +2026-05-23 06:21:19,248 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9175 +2026-05-23 06:21:19,248 - INFO - Horizon 0.5s - Overall F1: 0.9036, Precision: 0.9249, Recall: 0.8846 +2026-05-23 06:21:19,248 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.9036 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.9170 +2026-05-23 06:21:19,248 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9533 +2026-05-23 06:21:19,248 - INFO - Horizon 0.5s - Steady F1: 0.9384, Precision: 0.9523, Recall: 0.9258 +2026-05-23 06:21:19,248 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.9384 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.9532 +2026-05-23 06:21:19,248 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7095 +2026-05-23 06:21:19,248 - INFO - Horizon 0.5s - Transition F1: 0.6687, Precision: 0.7073, Recall: 0.6424 +2026-05-23 06:21:19,248 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.6687 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.7113 +2026-05-23 06:21:19,248 - INFO - +2026-05-23 06:21:19,248 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8624 +2026-05-23 06:21:19,248 - INFO - Horizon 1.0s - Overall F1: 0.8301, Precision: 0.8625, Recall: 0.8042 +2026-05-23 06:21:19,248 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.8301 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.8608 +2026-05-23 06:21:19,248 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9063 +2026-05-23 06:21:19,248 - INFO - Horizon 1.0s - Steady F1: 0.8662, Precision: 0.8977, Recall: 0.8409 +2026-05-23 06:21:19,248 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.8662 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.9056 +2026-05-23 06:21:19,248 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6077 +2026-05-23 06:21:19,248 - INFO - Horizon 1.0s - Transition F1: 0.5683, Precision: 0.5988, Recall: 0.5572 +2026-05-23 06:21:19,248 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:21:19,248 - INFO - Macro F1: 0.5683 +2026-05-23 06:21:19,248 - INFO - Weighted F1: 0.6108 +2026-05-23 06:21:19,530 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_23.pt +2026-05-23 06:21:19,531 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_23.csv +2026-05-23 06:21:19,531 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:21:19,532 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:21:19,532 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_23.csv +2026-05-23 06:21:19,533 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:21:19,533 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:19,533 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_23.csv +2026-05-23 06:21:19,534 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:21:19,534 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:19,534 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_23.csv +2026-05-23 06:21:19,535 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:21:19,535 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:21:19,535 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_23.csv +2026-05-23 06:21:19,536 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:21:19,536 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:19,536 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_23.csv +2026-05-23 06:21:19,537 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:21:19,537 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:19,538 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_23.csv +2026-05-23 06:21:19,538 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:21:19,538 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:21:19,539 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_23.csv +2026-05-23 06:21:19,539 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:21:19,539 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:19,539 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_23.csv +2026-05-23 06:21:19,540 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:21:19,540 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:19,540 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_23.csv +2026-05-23 06:21:19,541 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:21:19,541 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:21:19,541 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_23.csv +2026-05-23 06:21:19,542 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:21:19,542 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:19,543 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_23.csv +2026-05-23 06:21:19,543 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:21:19,543 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:19,544 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_23.csv +2026-05-23 06:21:19,544 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:21:19,544 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:21:19,545 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_23.csv +2026-05-23 06:21:19,545 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:21:19,545 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:19,546 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_23.csv +2026-05-23 06:21:19,546 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:21:19,546 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:19,547 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_23.csv +2026-05-23 06:21:19,547 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:21:19,547 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:21:19,548 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_23.csv +2026-05-23 06:21:19,548 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:21:19,549 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:19,549 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_23.csv +2026-05-23 06:21:19,549 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:21:19,550 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:19,587 - INFO - Removed old checkpoint: checkpoint_epoch_22.pt +2026-05-23 06:21:19,946 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:21:19,953 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:21:20,031 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:21:20,032 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:21:20,032 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:21:20,033 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:21:20,034 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:21:20,034 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:21:20,035 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:21:20,035 - INFO - Epoch 24/50, Learning Rate: 0.000066 +2026-05-23 06:21:44,502 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:21:44,554 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:21:44,596 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:21:44,644 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:21:44,685 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:21:44,737 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:21:45,758 - INFO - Epoch 24/50: +2026-05-23 06:21:45,758 - INFO - Train: loss=0.6435, accuracy_overall=0.9527 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s: accuracy=0.9658 +2026-05-23 06:21:45,758 - INFO - Horizon 0.1s: accuracy=0.9675 +2026-05-23 06:21:45,758 - INFO - Horizon 0.2s: accuracy=0.9622 +2026-05-23 06:21:45,758 - INFO - Horizon 0.3s: accuracy=0.9638 +2026-05-23 06:21:45,758 - INFO - Horizon 0.5s: accuracy=0.9469 +2026-05-23 06:21:45,758 - INFO - Horizon 1.0s: accuracy=0.9102 +2026-05-23 06:21:45,758 - INFO - Val Horizon 0.0s - Overall: loss=0.7026, accuracy=0.9490 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s - Overall F1: 0.9458, Precision: 0.9445, Recall: 0.9472 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:21:45,758 - INFO - Macro F1: 0.9458 +2026-05-23 06:21:45,758 - INFO - Weighted F1: 0.9489 +2026-05-23 06:21:45,758 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9765 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s - Steady F1: 0.9762, Precision: 0.9706, Recall: 0.9820 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:21:45,758 - INFO - Macro F1: 0.9762 +2026-05-23 06:21:45,758 - INFO - Weighted F1: 0.9765 +2026-05-23 06:21:45,758 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7858 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s - Transition F1: 0.7490, Precision: 0.7543, Recall: 0.7505 +2026-05-23 06:21:45,758 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:21:45,758 - INFO - Macro F1: 0.7490 +2026-05-23 06:21:45,758 - INFO - Weighted F1: 0.7873 +2026-05-23 06:21:45,758 - INFO - +2026-05-23 06:21:45,758 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9416 +2026-05-23 06:21:45,758 - INFO - Horizon 0.1s - Overall F1: 0.9375, Precision: 0.9369, Recall: 0.9382 +2026-05-23 06:21:45,758 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:21:45,758 - INFO - Macro F1: 0.9375 +2026-05-23 06:21:45,758 - INFO - Weighted F1: 0.9415 +2026-05-23 06:21:45,758 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9726 +2026-05-23 06:21:45,759 - INFO - Horizon 0.1s - Steady F1: 0.9701, Precision: 0.9639, Recall: 0.9767 +2026-05-23 06:21:45,759 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9701 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9727 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7579 +2026-05-23 06:21:45,759 - INFO - Horizon 0.1s - Transition F1: 0.7318, Precision: 0.7385, Recall: 0.7293 +2026-05-23 06:21:45,759 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.7318 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.7589 +2026-05-23 06:21:45,759 - INFO - +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9360 +2026-05-23 06:21:45,759 - INFO - Horizon 0.2s - Overall F1: 0.9296, Precision: 0.9291, Recall: 0.9303 +2026-05-23 06:21:45,759 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9296 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9359 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9704 +2026-05-23 06:21:45,759 - INFO - Horizon 0.2s - Steady F1: 0.9659, Precision: 0.9590, Recall: 0.9734 +2026-05-23 06:21:45,759 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9659 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9704 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7340 +2026-05-23 06:21:45,759 - INFO - Horizon 0.2s - Transition F1: 0.7079, Precision: 0.7179, Recall: 0.7063 +2026-05-23 06:21:45,759 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.7079 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.7346 +2026-05-23 06:21:45,759 - INFO - +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9309 +2026-05-23 06:21:45,759 - INFO - Horizon 0.3s - Overall F1: 0.9235, Precision: 0.9199, Recall: 0.9274 +2026-05-23 06:21:45,759 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9235 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9309 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9637 +2026-05-23 06:21:45,759 - INFO - Horizon 0.3s - Steady F1: 0.9552, Precision: 0.9478, Recall: 0.9633 +2026-05-23 06:21:45,759 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9552 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9638 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7399 +2026-05-23 06:21:45,759 - INFO - Horizon 0.3s - Transition F1: 0.7167, Precision: 0.7085, Recall: 0.7294 +2026-05-23 06:21:45,759 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.7167 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.7408 +2026-05-23 06:21:45,759 - INFO - +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9174 +2026-05-23 06:21:45,759 - INFO - Horizon 0.5s - Overall F1: 0.9030, Precision: 0.9009, Recall: 0.9056 +2026-05-23 06:21:45,759 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9030 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9172 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9517 +2026-05-23 06:21:45,759 - INFO - Horizon 0.5s - Steady F1: 0.9355, Precision: 0.9298, Recall: 0.9420 +2026-05-23 06:21:45,759 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:21:45,759 - INFO - Macro F1: 0.9355 +2026-05-23 06:21:45,759 - INFO - Weighted F1: 0.9518 +2026-05-23 06:21:45,759 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7180 +2026-05-23 06:21:45,760 - INFO - Horizon 0.5s - Transition F1: 0.6844, Precision: 0.6770, Recall: 0.6987 +2026-05-23 06:21:45,760 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:21:45,760 - INFO - Macro F1: 0.6844 +2026-05-23 06:21:45,760 - INFO - Weighted F1: 0.7202 +2026-05-23 06:21:45,760 - INFO - +2026-05-23 06:21:45,760 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8688 +2026-05-23 06:21:45,760 - INFO - Horizon 1.0s - Overall F1: 0.8424, Precision: 0.8463, Recall: 0.8408 +2026-05-23 06:21:45,760 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:21:45,760 - INFO - Macro F1: 0.8424 +2026-05-23 06:21:45,760 - INFO - Weighted F1: 0.8681 +2026-05-23 06:21:45,760 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9107 +2026-05-23 06:21:45,760 - INFO - Horizon 1.0s - Steady F1: 0.8767, Precision: 0.8805, Recall: 0.8757 +2026-05-23 06:21:45,760 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:21:45,760 - INFO - Macro F1: 0.8767 +2026-05-23 06:21:45,760 - INFO - Weighted F1: 0.9108 +2026-05-23 06:21:45,760 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6255 +2026-05-23 06:21:45,760 - INFO - Horizon 1.0s - Transition F1: 0.5846, Precision: 0.5805, Recall: 0.6016 +2026-05-23 06:21:45,760 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:21:45,760 - INFO - Macro F1: 0.5846 +2026-05-23 06:21:45,760 - INFO - Weighted F1: 0.6301 +2026-05-23 06:21:46,002 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_24.pt +2026-05-23 06:21:46,003 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_24.csv +2026-05-23 06:21:46,004 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:21:46,004 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:21:46,004 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_24.csv +2026-05-23 06:21:46,005 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:21:46,005 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:46,005 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_24.csv +2026-05-23 06:21:46,006 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:21:46,006 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:46,006 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_24.csv +2026-05-23 06:21:46,007 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:21:46,007 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:21:46,007 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_24.csv +2026-05-23 06:21:46,008 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:21:46,008 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:46,008 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_24.csv +2026-05-23 06:21:46,009 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:21:46,009 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:46,010 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_24.csv +2026-05-23 06:21:46,010 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:21:46,010 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:21:46,011 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_24.csv +2026-05-23 06:21:46,011 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:21:46,012 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:46,012 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_24.csv +2026-05-23 06:21:46,012 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:21:46,013 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:46,013 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_24.csv +2026-05-23 06:21:46,013 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:21:46,014 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:21:46,014 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_24.csv +2026-05-23 06:21:46,014 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:21:46,015 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:46,015 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_24.csv +2026-05-23 06:21:46,015 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:21:46,016 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:46,016 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_24.csv +2026-05-23 06:21:46,016 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:21:46,017 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:21:46,017 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_24.csv +2026-05-23 06:21:46,017 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:21:46,018 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:46,018 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_24.csv +2026-05-23 06:21:46,018 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:21:46,018 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:46,019 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_24.csv +2026-05-23 06:21:46,019 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:21:46,019 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:21:46,020 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_24.csv +2026-05-23 06:21:46,020 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:21:46,020 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:21:46,021 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_24.csv +2026-05-23 06:21:46,021 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:21:46,021 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:21:46,053 - INFO - Removed old checkpoint: checkpoint_epoch_23.pt +2026-05-23 06:21:46,349 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:21:46,355 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:21:46,423 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:21:46,423 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:21:46,424 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:21:46,425 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:21:46,425 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:21:46,426 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:21:46,427 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:21:46,427 - INFO - Epoch 25/50, Learning Rate: 0.000066 +2026-05-23 06:22:12,143 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:22:12,230 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:22:12,286 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:22:12,357 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:22:12,425 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:22:12,499 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:22:14,186 - INFO - Epoch 25/50: +2026-05-23 06:22:14,186 - INFO - Train: loss=0.6445, accuracy_overall=0.9525 +2026-05-23 06:22:14,186 - INFO - Horizon 0.0s: accuracy=0.9643 +2026-05-23 06:22:14,186 - INFO - Horizon 0.1s: accuracy=0.9634 +2026-05-23 06:22:14,186 - INFO - Horizon 0.2s: accuracy=0.9657 +2026-05-23 06:22:14,186 - INFO - Horizon 0.3s: accuracy=0.9604 +2026-05-23 06:22:14,186 - INFO - Horizon 0.5s: accuracy=0.9494 +2026-05-23 06:22:14,186 - INFO - Horizon 1.0s: accuracy=0.9119 +2026-05-23 06:22:14,186 - INFO - Val Horizon 0.0s - Overall: loss=0.7046, accuracy=0.9492 +2026-05-23 06:22:14,186 - INFO - Horizon 0.0s - Overall F1: 0.9479, Precision: 0.9500, Recall: 0.9459 +2026-05-23 06:22:14,186 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:22:14,186 - INFO - Macro F1: 0.9479 +2026-05-23 06:22:14,186 - INFO - Weighted F1: 0.9491 +2026-05-23 06:22:14,186 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9766 +2026-05-23 06:22:14,186 - INFO - Horizon 0.0s - Steady F1: 0.9765, Precision: 0.9750, Recall: 0.9780 +2026-05-23 06:22:14,186 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9765 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9766 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7866 +2026-05-23 06:22:14,187 - INFO - Horizon 0.0s - Transition F1: 0.7537, Precision: 0.7630, Recall: 0.7488 +2026-05-23 06:22:14,187 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.7537 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.7877 +2026-05-23 06:22:14,187 - INFO - +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9405 +2026-05-23 06:22:14,187 - INFO - Horizon 0.1s - Overall F1: 0.9375, Precision: 0.9375, Recall: 0.9378 +2026-05-23 06:22:14,187 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9375 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9404 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9714 +2026-05-23 06:22:14,187 - INFO - Horizon 0.1s - Steady F1: 0.9703, Precision: 0.9665, Recall: 0.9743 +2026-05-23 06:22:14,187 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9703 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9715 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7571 +2026-05-23 06:22:14,187 - INFO - Horizon 0.1s - Transition F1: 0.7342, Precision: 0.7407, Recall: 0.7346 +2026-05-23 06:22:14,187 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.7342 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.7575 +2026-05-23 06:22:14,187 - INFO - +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9356 +2026-05-23 06:22:14,187 - INFO - Horizon 0.2s - Overall F1: 0.9302, Precision: 0.9303, Recall: 0.9303 +2026-05-23 06:22:14,187 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9302 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9355 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9698 +2026-05-23 06:22:14,187 - INFO - Horizon 0.2s - Steady F1: 0.9656, Precision: 0.9603, Recall: 0.9713 +2026-05-23 06:22:14,187 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9656 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9699 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7340 +2026-05-23 06:22:14,187 - INFO - Horizon 0.2s - Transition F1: 0.7178, Precision: 0.7321, Recall: 0.7117 +2026-05-23 06:22:14,187 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.7178 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.7346 +2026-05-23 06:22:14,187 - INFO - +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9281 +2026-05-23 06:22:14,187 - INFO - Horizon 0.3s - Overall F1: 0.9218, Precision: 0.9178, Recall: 0.9265 +2026-05-23 06:22:14,187 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9218 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9281 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9637 +2026-05-23 06:22:14,187 - INFO - Horizon 0.3s - Steady F1: 0.9542, Precision: 0.9499, Recall: 0.9591 +2026-05-23 06:22:14,187 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:22:14,187 - INFO - Macro F1: 0.9542 +2026-05-23 06:22:14,187 - INFO - Weighted F1: 0.9638 +2026-05-23 06:22:14,187 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7205 +2026-05-23 06:22:14,187 - INFO - Horizon 0.3s - Transition F1: 0.6957, Precision: 0.6832, Recall: 0.7143 +2026-05-23 06:22:14,188 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:22:14,188 - INFO - Macro F1: 0.6957 +2026-05-23 06:22:14,188 - INFO - Weighted F1: 0.7202 +2026-05-23 06:22:14,188 - INFO - +2026-05-23 06:22:14,188 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9174 +2026-05-23 06:22:14,188 - INFO - Horizon 0.5s - Overall F1: 0.9046, Precision: 0.9073, Recall: 0.9034 +2026-05-23 06:22:14,188 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:22:14,188 - INFO - Macro F1: 0.9046 +2026-05-23 06:22:14,188 - INFO - Weighted F1: 0.9170 +2026-05-23 06:22:14,188 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9523 +2026-05-23 06:22:14,188 - INFO - Horizon 0.5s - Steady F1: 0.9354, Precision: 0.9370, Recall: 0.9354 +2026-05-23 06:22:14,188 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:22:14,188 - INFO - Macro F1: 0.9354 +2026-05-23 06:22:14,188 - INFO - Weighted F1: 0.9524 +2026-05-23 06:22:14,188 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7142 +2026-05-23 06:22:14,188 - INFO - Horizon 0.5s - Transition F1: 0.6936, Precision: 0.6922, Recall: 0.7037 +2026-05-23 06:22:14,188 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:22:14,188 - INFO - Macro F1: 0.6936 +2026-05-23 06:22:14,188 - INFO - Weighted F1: 0.7152 +2026-05-23 06:22:14,188 - INFO - +2026-05-23 06:22:14,188 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8660 +2026-05-23 06:22:14,188 - INFO - Horizon 1.0s - Overall F1: 0.8382, Precision: 0.8540, Recall: 0.8298 +2026-05-23 06:22:14,188 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:22:14,188 - INFO - Macro F1: 0.8382 +2026-05-23 06:22:14,188 - INFO - Weighted F1: 0.8641 +2026-05-23 06:22:14,188 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9110 +2026-05-23 06:22:14,188 - INFO - Horizon 1.0s - Steady F1: 0.8769, Precision: 0.8933, Recall: 0.8673 +2026-05-23 06:22:14,188 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:22:14,188 - INFO - Macro F1: 0.8769 +2026-05-23 06:22:14,188 - INFO - Weighted F1: 0.9102 +2026-05-23 06:22:14,188 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6054 +2026-05-23 06:22:14,188 - INFO - Horizon 1.0s - Transition F1: 0.5758, Precision: 0.5856, Recall: 0.5886 +2026-05-23 06:22:14,188 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:22:14,189 - INFO - Macro F1: 0.5758 +2026-05-23 06:22:14,189 - INFO - Weighted F1: 0.6101 +2026-05-23 06:22:14,583 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_25.pt +2026-05-23 06:22:14,584 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_25.csv +2026-05-23 06:22:14,585 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:22:14,586 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:22:14,586 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_25.csv +2026-05-23 06:22:14,587 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:22:14,587 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:14,591 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_25.csv +2026-05-23 06:22:14,591 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:22:14,592 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:14,594 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_25.csv +2026-05-23 06:22:14,595 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:22:14,596 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:22:14,597 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_25.csv +2026-05-23 06:22:14,598 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:22:14,598 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:14,599 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_25.csv +2026-05-23 06:22:14,599 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:22:14,600 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:14,600 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_25.csv +2026-05-23 06:22:14,601 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:22:14,601 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:22:14,602 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_25.csv +2026-05-23 06:22:14,602 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:22:14,603 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:14,603 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_25.csv +2026-05-23 06:22:14,604 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:22:14,604 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:14,605 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_25.csv +2026-05-23 06:22:14,606 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:22:14,606 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:22:14,607 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_25.csv +2026-05-23 06:22:14,607 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:22:14,608 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:14,608 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_25.csv +2026-05-23 06:22:14,609 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:22:14,609 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:14,610 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_25.csv +2026-05-23 06:22:14,611 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:22:14,611 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:22:14,612 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_25.csv +2026-05-23 06:22:14,612 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:22:14,613 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:14,613 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_25.csv +2026-05-23 06:22:14,614 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:22:14,614 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:14,615 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_25.csv +2026-05-23 06:22:14,615 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:22:14,616 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:22:14,616 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_25.csv +2026-05-23 06:22:14,617 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:22:14,617 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:14,618 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_25.csv +2026-05-23 06:22:14,618 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:22:14,619 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:14,676 - INFO - Removed old checkpoint: checkpoint_epoch_24.pt +2026-05-23 06:22:15,130 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:22:15,137 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:22:15,209 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:22:15,211 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:22:15,211 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:22:15,212 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:22:15,213 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:22:15,214 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:22:15,215 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:22:15,215 - INFO - Epoch 26/50, Learning Rate: 0.000059 +2026-05-23 06:22:41,687 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:22:41,738 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:22:41,789 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:22:41,841 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:22:41,902 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:22:41,958 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:22:43,151 - INFO - Epoch 26/50: +2026-05-23 06:22:43,151 - INFO - Train: loss=0.6455, accuracy_overall=0.9515 +2026-05-23 06:22:43,151 - INFO - Horizon 0.0s: accuracy=0.9687 +2026-05-23 06:22:43,151 - INFO - Horizon 0.1s: accuracy=0.9631 +2026-05-23 06:22:43,151 - INFO - Horizon 0.2s: accuracy=0.9647 +2026-05-23 06:22:43,151 - INFO - Horizon 0.3s: accuracy=0.9591 +2026-05-23 06:22:43,151 - INFO - Horizon 0.5s: accuracy=0.9474 +2026-05-23 06:22:43,151 - INFO - Horizon 1.0s: accuracy=0.9062 +2026-05-23 06:22:43,151 - INFO - Val Horizon 0.0s - Overall: loss=0.6971, accuracy=0.9510 +2026-05-23 06:22:43,151 - INFO - Horizon 0.0s - Overall F1: 0.9470, Precision: 0.9425, Recall: 0.9518 +2026-05-23 06:22:43,151 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:22:43,151 - INFO - Macro F1: 0.9470 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.9509 +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9781 +2026-05-23 06:22:43,152 - INFO - Horizon 0.0s - Steady F1: 0.9762, Precision: 0.9704, Recall: 0.9822 +2026-05-23 06:22:43,152 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.9762 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.9781 +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7906 +2026-05-23 06:22:43,152 - INFO - Horizon 0.0s - Transition F1: 0.7579, Precision: 0.7458, Recall: 0.7752 +2026-05-23 06:22:43,152 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.7579 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.7914 +2026-05-23 06:22:43,152 - INFO - +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9435 +2026-05-23 06:22:43,152 - INFO - Horizon 0.1s - Overall F1: 0.9385, Precision: 0.9369, Recall: 0.9404 +2026-05-23 06:22:43,152 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.9385 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.9434 +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9750 +2026-05-23 06:22:43,152 - INFO - Horizon 0.1s - Steady F1: 0.9727, Precision: 0.9675, Recall: 0.9781 +2026-05-23 06:22:43,152 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.9727 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.9750 +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7571 +2026-05-23 06:22:43,152 - INFO - Horizon 0.1s - Transition F1: 0.7422, Precision: 0.7442, Recall: 0.7453 +2026-05-23 06:22:43,152 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.7422 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.7581 +2026-05-23 06:22:43,152 - INFO - +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9392 +2026-05-23 06:22:43,152 - INFO - Horizon 0.2s - Overall F1: 0.9334, Precision: 0.9311, Recall: 0.9360 +2026-05-23 06:22:43,152 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.9334 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.9392 +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9716 +2026-05-23 06:22:43,152 - INFO - Horizon 0.2s - Steady F1: 0.9668, Precision: 0.9605, Recall: 0.9735 +2026-05-23 06:22:43,152 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:22:43,152 - INFO - Macro F1: 0.9668 +2026-05-23 06:22:43,152 - INFO - Weighted F1: 0.9716 +2026-05-23 06:22:43,152 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7488 +2026-05-23 06:22:43,152 - INFO - Horizon 0.2s - Transition F1: 0.7376, Precision: 0.7448, Recall: 0.7376 +2026-05-23 06:22:43,152 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.7376 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.7491 +2026-05-23 06:22:43,153 - INFO - +2026-05-23 06:22:43,153 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9328 +2026-05-23 06:22:43,153 - INFO - Horizon 0.3s - Overall F1: 0.9263, Precision: 0.9233, Recall: 0.9294 +2026-05-23 06:22:43,153 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.9263 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.9329 +2026-05-23 06:22:43,153 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9671 +2026-05-23 06:22:43,153 - INFO - Horizon 0.3s - Steady F1: 0.9584, Precision: 0.9531, Recall: 0.9643 +2026-05-23 06:22:43,153 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.9584 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.9672 +2026-05-23 06:22:43,153 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7329 +2026-05-23 06:22:43,153 - INFO - Horizon 0.3s - Transition F1: 0.7101, Precision: 0.7072, Recall: 0.7154 +2026-05-23 06:22:43,153 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.7101 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.7326 +2026-05-23 06:22:43,153 - INFO - +2026-05-23 06:22:43,153 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9185 +2026-05-23 06:22:43,153 - INFO - Horizon 0.5s - Overall F1: 0.9065, Precision: 0.9036, Recall: 0.9097 +2026-05-23 06:22:43,153 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.9065 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.9184 +2026-05-23 06:22:43,153 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9543 +2026-05-23 06:22:43,153 - INFO - Horizon 0.5s - Steady F1: 0.9388, Precision: 0.9325, Recall: 0.9459 +2026-05-23 06:22:43,153 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.9388 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.9545 +2026-05-23 06:22:43,153 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7103 +2026-05-23 06:22:43,153 - INFO - Horizon 0.5s - Transition F1: 0.6948, Precision: 0.6887, Recall: 0.7060 +2026-05-23 06:22:43,153 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.6948 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.7118 +2026-05-23 06:22:43,153 - INFO - +2026-05-23 06:22:43,153 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8707 +2026-05-23 06:22:43,153 - INFO - Horizon 1.0s - Overall F1: 0.8475, Precision: 0.8544, Recall: 0.8436 +2026-05-23 06:22:43,153 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.8475 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.8697 +2026-05-23 06:22:43,153 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9146 +2026-05-23 06:22:43,153 - INFO - Horizon 1.0s - Steady F1: 0.8833, Precision: 0.8913, Recall: 0.8790 +2026-05-23 06:22:43,153 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:22:43,153 - INFO - Macro F1: 0.8833 +2026-05-23 06:22:43,153 - INFO - Weighted F1: 0.9144 +2026-05-23 06:22:43,153 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6162 +2026-05-23 06:22:43,153 - INFO - Horizon 1.0s - Transition F1: 0.5950, Precision: 0.5932, Recall: 0.6136 +2026-05-23 06:22:43,154 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:22:43,154 - INFO - Macro F1: 0.5950 +2026-05-23 06:22:43,154 - INFO - Weighted F1: 0.6196 +2026-05-23 06:22:43,425 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_26.pt +2026-05-23 06:22:43,427 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_26.csv +2026-05-23 06:22:43,427 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:22:43,427 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:22:43,428 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_26.csv +2026-05-23 06:22:43,428 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:22:43,428 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:43,429 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_26.csv +2026-05-23 06:22:43,429 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:22:43,430 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:43,430 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_26.csv +2026-05-23 06:22:43,431 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:22:43,431 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:22:43,431 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_26.csv +2026-05-23 06:22:43,432 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:22:43,432 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:43,432 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_26.csv +2026-05-23 06:22:43,433 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:22:43,433 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:43,433 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_26.csv +2026-05-23 06:22:43,434 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:22:43,434 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:22:43,434 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_26.csv +2026-05-23 06:22:43,435 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:22:43,435 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:43,435 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_26.csv +2026-05-23 06:22:43,436 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:22:43,436 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:43,436 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_26.csv +2026-05-23 06:22:43,437 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:22:43,437 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:22:43,437 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_26.csv +2026-05-23 06:22:43,438 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:22:43,438 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:43,438 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_26.csv +2026-05-23 06:22:43,439 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:22:43,439 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:43,439 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_26.csv +2026-05-23 06:22:43,440 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:22:43,440 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:22:43,440 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_26.csv +2026-05-23 06:22:43,441 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:22:43,441 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:43,441 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_26.csv +2026-05-23 06:22:43,442 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:22:43,442 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:43,442 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_26.csv +2026-05-23 06:22:43,443 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:22:43,443 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:22:43,443 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_26.csv +2026-05-23 06:22:43,444 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:22:43,444 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:22:43,444 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_26.csv +2026-05-23 06:22:43,445 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:22:43,445 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:22:43,484 - INFO - Removed old checkpoint: checkpoint_epoch_25.pt +2026-05-23 06:22:43,817 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:22:43,824 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:22:43,894 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:22:43,894 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:22:43,895 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:22:43,896 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:22:43,897 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:22:43,898 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:22:43,898 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:22:43,899 - INFO - Epoch 27/50, Learning Rate: 0.000059 +2026-05-23 06:23:14,660 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:23:14,757 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:23:14,826 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:23:14,923 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:23:15,010 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:23:15,091 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:23:16,711 - INFO - Epoch 27/50: +2026-05-23 06:23:16,711 - INFO - Train: loss=0.6350, accuracy_overall=0.9557 +2026-05-23 06:23:16,711 - INFO - Horizon 0.0s: accuracy=0.9646 +2026-05-23 06:23:16,711 - INFO - Horizon 0.1s: accuracy=0.9675 +2026-05-23 06:23:16,711 - INFO - Horizon 0.2s: accuracy=0.9686 +2026-05-23 06:23:16,712 - INFO - Horizon 0.3s: accuracy=0.9631 +2026-05-23 06:23:16,712 - INFO - Horizon 0.5s: accuracy=0.9508 +2026-05-23 06:23:16,712 - INFO - Horizon 1.0s: accuracy=0.9194 +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.0s - Overall: loss=0.7011, accuracy=0.9477 +2026-05-23 06:23:16,712 - INFO - Horizon 0.0s - Overall F1: 0.9464, Precision: 0.9446, Recall: 0.9484 +2026-05-23 06:23:16,712 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.9464 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.9477 +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9761 +2026-05-23 06:23:16,712 - INFO - Horizon 0.0s - Steady F1: 0.9770, Precision: 0.9717, Recall: 0.9828 +2026-05-23 06:23:16,712 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.9770 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.9761 +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7795 +2026-05-23 06:23:16,712 - INFO - Horizon 0.0s - Transition F1: 0.7479, Precision: 0.7494, Recall: 0.7496 +2026-05-23 06:23:16,712 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.7479 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.7808 +2026-05-23 06:23:16,712 - INFO - +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9422 +2026-05-23 06:23:16,712 - INFO - Horizon 0.1s - Overall F1: 0.9390, Precision: 0.9333, Recall: 0.9450 +2026-05-23 06:23:16,712 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.9390 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.9421 +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9720 +2026-05-23 06:23:16,712 - INFO - Horizon 0.1s - Steady F1: 0.9701, Precision: 0.9617, Recall: 0.9790 +2026-05-23 06:23:16,712 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.9701 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.9720 +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7657 +2026-05-23 06:23:16,712 - INFO - Horizon 0.1s - Transition F1: 0.7594, Precision: 0.7446, Recall: 0.7804 +2026-05-23 06:23:16,712 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.7594 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.7663 +2026-05-23 06:23:16,712 - INFO - +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9351 +2026-05-23 06:23:16,712 - INFO - Horizon 0.2s - Overall F1: 0.9302, Precision: 0.9252, Recall: 0.9356 +2026-05-23 06:23:16,712 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:23:16,712 - INFO - Macro F1: 0.9302 +2026-05-23 06:23:16,712 - INFO - Weighted F1: 0.9350 +2026-05-23 06:23:16,712 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9678 +2026-05-23 06:23:16,713 - INFO - Horizon 0.2s - Steady F1: 0.9646, Precision: 0.9552, Recall: 0.9748 +2026-05-23 06:23:16,713 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.9646 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.9679 +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7426 +2026-05-23 06:23:16,713 - INFO - Horizon 0.2s - Transition F1: 0.7325, Precision: 0.7247, Recall: 0.7488 +2026-05-23 06:23:16,713 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.7325 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.7436 +2026-05-23 06:23:16,713 - INFO - +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9293 +2026-05-23 06:23:16,713 - INFO - Horizon 0.3s - Overall F1: 0.9235, Precision: 0.9166, Recall: 0.9310 +2026-05-23 06:23:16,713 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.9235 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.9292 +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9622 +2026-05-23 06:23:16,713 - INFO - Horizon 0.3s - Steady F1: 0.9544, Precision: 0.9448, Recall: 0.9651 +2026-05-23 06:23:16,713 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.9544 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.9623 +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7376 +2026-05-23 06:23:16,713 - INFO - Horizon 0.3s - Transition F1: 0.7272, Precision: 0.7109, Recall: 0.7535 +2026-05-23 06:23:16,713 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.7272 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.7379 +2026-05-23 06:23:16,713 - INFO - +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9161 +2026-05-23 06:23:16,713 - INFO - Horizon 0.5s - Overall F1: 0.9034, Precision: 0.8972, Recall: 0.9107 +2026-05-23 06:23:16,713 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.9034 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.9158 +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9497 +2026-05-23 06:23:16,713 - INFO - Horizon 0.5s - Steady F1: 0.9349, Precision: 0.9267, Recall: 0.9447 +2026-05-23 06:23:16,713 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.9349 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.9499 +2026-05-23 06:23:16,713 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7211 +2026-05-23 06:23:16,713 - INFO - Horizon 0.5s - Transition F1: 0.6961, Precision: 0.6732, Recall: 0.7302 +2026-05-23 06:23:16,713 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.6961 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.7227 +2026-05-23 06:23:16,713 - INFO - +2026-05-23 06:23:16,713 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8715 +2026-05-23 06:23:16,713 - INFO - Horizon 1.0s - Overall F1: 0.8457, Precision: 0.8471, Recall: 0.8483 +2026-05-23 06:23:16,713 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:23:16,713 - INFO - Macro F1: 0.8457 +2026-05-23 06:23:16,713 - INFO - Weighted F1: 0.8703 +2026-05-23 06:23:16,714 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9150 +2026-05-23 06:23:16,714 - INFO - Horizon 1.0s - Steady F1: 0.8815, Precision: 0.8844, Recall: 0.8830 +2026-05-23 06:23:16,714 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:23:16,714 - INFO - Macro F1: 0.8815 +2026-05-23 06:23:16,714 - INFO - Weighted F1: 0.9147 +2026-05-23 06:23:16,714 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6193 +2026-05-23 06:23:16,714 - INFO - Horizon 1.0s - Transition F1: 0.5957, Precision: 0.5846, Recall: 0.6253 +2026-05-23 06:23:16,714 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:23:16,714 - INFO - Macro F1: 0.5957 +2026-05-23 06:23:16,714 - INFO - Weighted F1: 0.6230 +2026-05-23 06:23:16,978 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_27.pt +2026-05-23 06:23:16,979 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_27.csv +2026-05-23 06:23:16,980 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_27.csv +2026-05-23 06:23:16,980 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_27.csv +2026-05-23 06:23:16,980 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_27.csv +2026-05-23 06:23:16,981 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_27.csv +2026-05-23 06:23:16,981 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_27.csv +2026-05-23 06:23:16,981 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_27.csv +2026-05-23 06:23:16,982 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_27.csv +2026-05-23 06:23:16,982 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_27.csv +2026-05-23 06:23:16,982 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_27.csv +2026-05-23 06:23:16,983 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_27.csv +2026-05-23 06:23:16,983 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_27.csv +2026-05-23 06:23:16,983 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_27.csv +2026-05-23 06:23:16,984 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_27.csv +2026-05-23 06:23:16,984 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_27.csv +2026-05-23 06:23:16,984 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_27.csv +2026-05-23 06:23:16,985 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_27.csv +2026-05-23 06:23:16,985 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_27.csv +2026-05-23 06:23:17,015 - INFO - Removed old checkpoint: checkpoint_epoch_26.pt +2026-05-23 06:23:17,016 - INFO - Epoch 28/50, Learning Rate: 0.000059 +2026-05-23 06:23:40,640 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:23:40,694 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:23:40,741 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:23:40,787 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:23:40,840 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:23:40,902 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:23:42,091 - INFO - Epoch 28/50: +2026-05-23 06:23:42,091 - INFO - Train: loss=0.6363, accuracy_overall=0.9558 +2026-05-23 06:23:42,091 - INFO - Horizon 0.0s: accuracy=0.9690 +2026-05-23 06:23:42,091 - INFO - Horizon 0.1s: accuracy=0.9685 +2026-05-23 06:23:42,091 - INFO - Horizon 0.2s: accuracy=0.9666 +2026-05-23 06:23:42,091 - INFO - Horizon 0.3s: accuracy=0.9640 +2026-05-23 06:23:42,091 - INFO - Horizon 0.5s: accuracy=0.9536 +2026-05-23 06:23:42,091 - INFO - Horizon 1.0s: accuracy=0.9129 +2026-05-23 06:23:42,091 - INFO - Val Horizon 0.0s - Overall: loss=0.6959, accuracy=0.9492 +2026-05-23 06:23:42,091 - INFO - Horizon 0.0s - Overall F1: 0.9452, Precision: 0.9376, Recall: 0.9532 +2026-05-23 06:23:42,091 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:23:42,091 - INFO - Macro F1: 0.9452 +2026-05-23 06:23:42,091 - INFO - Weighted F1: 0.9492 +2026-05-23 06:23:42,091 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9760 +2026-05-23 06:23:42,092 - INFO - Horizon 0.0s - Steady F1: 0.9741, Precision: 0.9668, Recall: 0.9816 +2026-05-23 06:23:42,092 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.9741 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.9760 +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7906 +2026-05-23 06:23:42,092 - INFO - Horizon 0.0s - Transition F1: 0.7582, Precision: 0.7340, Recall: 0.7883 +2026-05-23 06:23:42,092 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.7582 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.7917 +2026-05-23 06:23:42,092 - INFO - +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9414 +2026-05-23 06:23:42,092 - INFO - Horizon 0.1s - Overall F1: 0.9369, Precision: 0.9280, Recall: 0.9463 +2026-05-23 06:23:42,092 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.9369 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.9414 +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9728 +2026-05-23 06:23:42,092 - INFO - Horizon 0.1s - Steady F1: 0.9704, Precision: 0.9616, Recall: 0.9797 +2026-05-23 06:23:42,092 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.9704 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.9728 +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7555 +2026-05-23 06:23:42,092 - INFO - Horizon 0.1s - Transition F1: 0.7459, Precision: 0.7211, Recall: 0.7754 +2026-05-23 06:23:42,092 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.7459 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.7554 +2026-05-23 06:23:42,092 - INFO - +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9365 +2026-05-23 06:23:42,092 - INFO - Horizon 0.2s - Overall F1: 0.9307, Precision: 0.9222, Recall: 0.9398 +2026-05-23 06:23:42,092 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.9307 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.9365 +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9696 +2026-05-23 06:23:42,092 - INFO - Horizon 0.2s - Steady F1: 0.9647, Precision: 0.9539, Recall: 0.9764 +2026-05-23 06:23:42,092 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.9647 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.9697 +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7418 +2026-05-23 06:23:42,092 - INFO - Horizon 0.2s - Transition F1: 0.7260, Precision: 0.7116, Recall: 0.7437 +2026-05-23 06:23:42,092 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.7260 +2026-05-23 06:23:42,092 - INFO - Weighted F1: 0.7425 +2026-05-23 06:23:42,092 - INFO - +2026-05-23 06:23:42,092 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9309 +2026-05-23 06:23:42,092 - INFO - Horizon 0.3s - Overall F1: 0.9240, Precision: 0.9186, Recall: 0.9298 +2026-05-23 06:23:42,092 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:23:42,092 - INFO - Macro F1: 0.9240 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.9309 +2026-05-23 06:23:42,093 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9657 +2026-05-23 06:23:42,093 - INFO - Horizon 0.3s - Steady F1: 0.9568, Precision: 0.9486, Recall: 0.9657 +2026-05-23 06:23:42,093 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.9568 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.9658 +2026-05-23 06:23:42,093 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7283 +2026-05-23 06:23:42,093 - INFO - Horizon 0.3s - Transition F1: 0.6981, Precision: 0.6860, Recall: 0.7137 +2026-05-23 06:23:42,093 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.6981 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.7296 +2026-05-23 06:23:42,093 - INFO - +2026-05-23 06:23:42,093 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9201 +2026-05-23 06:23:42,093 - INFO - Horizon 0.5s - Overall F1: 0.9076, Precision: 0.9030, Recall: 0.9134 +2026-05-23 06:23:42,093 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.9076 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.9198 +2026-05-23 06:23:42,093 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9545 +2026-05-23 06:23:42,093 - INFO - Horizon 0.5s - Steady F1: 0.9397, Precision: 0.9337, Recall: 0.9464 +2026-05-23 06:23:42,093 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.9397 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.9546 +2026-05-23 06:23:42,093 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7204 +2026-05-23 06:23:42,093 - INFO - Horizon 0.5s - Transition F1: 0.7042, Precision: 0.6804, Recall: 0.7394 +2026-05-23 06:23:42,093 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.7042 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.7227 +2026-05-23 06:23:42,093 - INFO - +2026-05-23 06:23:42,093 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8756 +2026-05-23 06:23:42,093 - INFO - Horizon 1.0s - Overall F1: 0.8499, Precision: 0.8511, Recall: 0.8518 +2026-05-23 06:23:42,093 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.8499 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.8749 +2026-05-23 06:23:42,093 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9190 +2026-05-23 06:23:42,093 - INFO - Horizon 1.0s - Steady F1: 0.8860, Precision: 0.8909, Recall: 0.8852 +2026-05-23 06:23:42,093 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.8860 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.9188 +2026-05-23 06:23:42,093 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6239 +2026-05-23 06:23:42,093 - INFO - Horizon 1.0s - Transition F1: 0.5933, Precision: 0.5823, Recall: 0.6188 +2026-05-23 06:23:42,093 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:23:42,093 - INFO - Macro F1: 0.5933 +2026-05-23 06:23:42,093 - INFO - Weighted F1: 0.6281 +2026-05-23 06:23:42,372 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_28.pt +2026-05-23 06:23:42,373 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_28.csv +2026-05-23 06:23:42,374 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_28.csv +2026-05-23 06:23:42,374 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_28.csv +2026-05-23 06:23:42,374 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_28.csv +2026-05-23 06:23:42,375 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_28.csv +2026-05-23 06:23:42,375 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_28.csv +2026-05-23 06:23:42,376 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_28.csv +2026-05-23 06:23:42,376 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_28.csv +2026-05-23 06:23:42,377 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_28.csv +2026-05-23 06:23:42,377 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_28.csv +2026-05-23 06:23:42,377 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_28.csv +2026-05-23 06:23:42,378 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_28.csv +2026-05-23 06:23:42,378 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_28.csv +2026-05-23 06:23:42,378 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_28.csv +2026-05-23 06:23:42,379 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_28.csv +2026-05-23 06:23:42,379 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_28.csv +2026-05-23 06:23:42,380 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_28.csv +2026-05-23 06:23:42,380 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_28.csv +2026-05-23 06:23:42,419 - INFO - Removed old checkpoint: checkpoint_epoch_27.pt +2026-05-23 06:23:42,419 - INFO - Epoch 29/50, Learning Rate: 0.000059 +2026-05-23 06:24:05,164 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:24:05,203 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:24:05,245 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:24:05,285 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:24:05,331 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:24:05,379 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:24:06,265 - INFO - Epoch 29/50: +2026-05-23 06:24:06,265 - INFO - Train: loss=0.6332, accuracy_overall=0.9564 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s: accuracy=0.9685 +2026-05-23 06:24:06,265 - INFO - Horizon 0.1s: accuracy=0.9687 +2026-05-23 06:24:06,265 - INFO - Horizon 0.2s: accuracy=0.9711 +2026-05-23 06:24:06,265 - INFO - Horizon 0.3s: accuracy=0.9648 +2026-05-23 06:24:06,265 - INFO - Horizon 0.5s: accuracy=0.9520 +2026-05-23 06:24:06,265 - INFO - Horizon 1.0s: accuracy=0.9136 +2026-05-23 06:24:06,265 - INFO - Val Horizon 0.0s - Overall: loss=0.6958, accuracy=0.9492 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s - Overall F1: 0.9468, Precision: 0.9521, Recall: 0.9419 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:24:06,265 - INFO - Macro F1: 0.9468 +2026-05-23 06:24:06,265 - INFO - Weighted F1: 0.9492 +2026-05-23 06:24:06,265 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9782 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s - Steady F1: 0.9775, Precision: 0.9769, Recall: 0.9783 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:24:06,265 - INFO - Macro F1: 0.9775 +2026-05-23 06:24:06,265 - INFO - Weighted F1: 0.9782 +2026-05-23 06:24:06,265 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7772 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s - Transition F1: 0.7359, Precision: 0.7648, Recall: 0.7174 +2026-05-23 06:24:06,265 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:24:06,265 - INFO - Macro F1: 0.7359 +2026-05-23 06:24:06,265 - INFO - Weighted F1: 0.7777 +2026-05-23 06:24:06,265 - INFO - +2026-05-23 06:24:06,265 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9431 +2026-05-23 06:24:06,265 - INFO - Horizon 0.1s - Overall F1: 0.9401, Precision: 0.9439, Recall: 0.9366 +2026-05-23 06:24:06,265 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:24:06,265 - INFO - Macro F1: 0.9401 +2026-05-23 06:24:06,265 - INFO - Weighted F1: 0.9430 +2026-05-23 06:24:06,265 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9749 +2026-05-23 06:24:06,265 - INFO - Horizon 0.1s - Steady F1: 0.9739, Precision: 0.9728, Recall: 0.9752 +2026-05-23 06:24:06,266 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9739 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9749 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7547 +2026-05-23 06:24:06,266 - INFO - Horizon 0.1s - Transition F1: 0.7395, Precision: 0.7595, Recall: 0.7288 +2026-05-23 06:24:06,266 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.7395 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.7556 +2026-05-23 06:24:06,266 - INFO - +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9408 +2026-05-23 06:24:06,266 - INFO - Horizon 0.2s - Overall F1: 0.9366, Precision: 0.9400, Recall: 0.9332 +2026-05-23 06:24:06,266 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9366 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9408 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9726 +2026-05-23 06:24:06,266 - INFO - Horizon 0.2s - Steady F1: 0.9695, Precision: 0.9674, Recall: 0.9718 +2026-05-23 06:24:06,266 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9695 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9727 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7535 +2026-05-23 06:24:06,266 - INFO - Horizon 0.2s - Transition F1: 0.7364, Precision: 0.7561, Recall: 0.7243 +2026-05-23 06:24:06,266 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.7364 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.7544 +2026-05-23 06:24:06,266 - INFO - +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9315 +2026-05-23 06:24:06,266 - INFO - Horizon 0.3s - Overall F1: 0.9258, Precision: 0.9238, Recall: 0.9279 +2026-05-23 06:24:06,266 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9258 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9315 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9650 +2026-05-23 06:24:06,266 - INFO - Horizon 0.3s - Steady F1: 0.9574, Precision: 0.9527, Recall: 0.9625 +2026-05-23 06:24:06,266 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9574 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9652 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7360 +2026-05-23 06:24:06,266 - INFO - Horizon 0.3s - Transition F1: 0.7098, Precision: 0.7012, Recall: 0.7224 +2026-05-23 06:24:06,266 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.7098 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.7365 +2026-05-23 06:24:06,266 - INFO - +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9203 +2026-05-23 06:24:06,266 - INFO - Horizon 0.5s - Overall F1: 0.9092, Precision: 0.9119, Recall: 0.9074 +2026-05-23 06:24:06,266 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9092 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9201 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9553 +2026-05-23 06:24:06,266 - INFO - Horizon 0.5s - Steady F1: 0.9418, Precision: 0.9412, Recall: 0.9430 +2026-05-23 06:24:06,266 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.9418 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.9555 +2026-05-23 06:24:06,266 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7173 +2026-05-23 06:24:06,266 - INFO - Horizon 0.5s - Transition F1: 0.6871, Precision: 0.6828, Recall: 0.7020 +2026-05-23 06:24:06,266 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.6871 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.7188 +2026-05-23 06:24:06,266 - INFO - +2026-05-23 06:24:06,266 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8735 +2026-05-23 06:24:06,266 - INFO - Horizon 1.0s - Overall F1: 0.8488, Precision: 0.8558, Recall: 0.8443 +2026-05-23 06:24:06,266 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:24:06,266 - INFO - Macro F1: 0.8488 +2026-05-23 06:24:06,266 - INFO - Weighted F1: 0.8727 +2026-05-23 06:24:06,267 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9159 +2026-05-23 06:24:06,267 - INFO - Horizon 1.0s - Steady F1: 0.8821, Precision: 0.8892, Recall: 0.8776 +2026-05-23 06:24:06,267 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:24:06,267 - INFO - Macro F1: 0.8821 +2026-05-23 06:24:06,267 - INFO - Weighted F1: 0.9158 +2026-05-23 06:24:06,267 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6278 +2026-05-23 06:24:06,267 - INFO - Horizon 1.0s - Transition F1: 0.5938, Precision: 0.5937, Recall: 0.6098 +2026-05-23 06:24:06,267 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:24:06,267 - INFO - Macro F1: 0.5938 +2026-05-23 06:24:06,267 - INFO - Weighted F1: 0.6316 +2026-05-23 06:24:06,476 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_29.pt +2026-05-23 06:24:06,477 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_29.csv +2026-05-23 06:24:06,477 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_29.csv +2026-05-23 06:24:06,478 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_29.csv +2026-05-23 06:24:06,478 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_29.csv +2026-05-23 06:24:06,478 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_29.csv +2026-05-23 06:24:06,479 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_29.csv +2026-05-23 06:24:06,479 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_29.csv +2026-05-23 06:24:06,479 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_29.csv +2026-05-23 06:24:06,480 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_29.csv +2026-05-23 06:24:06,480 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_29.csv +2026-05-23 06:24:06,480 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_29.csv +2026-05-23 06:24:06,481 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_29.csv +2026-05-23 06:24:06,481 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_29.csv +2026-05-23 06:24:06,481 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_29.csv +2026-05-23 06:24:06,482 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_29.csv +2026-05-23 06:24:06,482 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_29.csv +2026-05-23 06:24:06,482 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_29.csv +2026-05-23 06:24:06,483 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_29.csv +2026-05-23 06:24:06,511 - INFO - Removed old checkpoint: checkpoint_epoch_28.pt +2026-05-23 06:24:06,512 - INFO - Epoch 30/50, Learning Rate: 0.000059 +2026-05-23 06:24:29,286 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:24:29,360 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:24:29,404 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:24:29,451 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:24:29,515 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:24:29,582 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:24:30,739 - INFO - Epoch 30/50: +2026-05-23 06:24:30,740 - INFO - Train: loss=0.6392, accuracy_overall=0.9547 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s: accuracy=0.9631 +2026-05-23 06:24:30,740 - INFO - Horizon 0.1s: accuracy=0.9681 +2026-05-23 06:24:30,740 - INFO - Horizon 0.2s: accuracy=0.9659 +2026-05-23 06:24:30,740 - INFO - Horizon 0.3s: accuracy=0.9640 +2026-05-23 06:24:30,740 - INFO - Horizon 0.5s: accuracy=0.9469 +2026-05-23 06:24:30,740 - INFO - Horizon 1.0s: accuracy=0.9200 +2026-05-23 06:24:30,740 - INFO - Val Horizon 0.0s - Overall: loss=0.6984, accuracy=0.9461 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s - Overall F1: 0.9461, Precision: 0.9470, Recall: 0.9454 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:24:30,740 - INFO - Macro F1: 0.9461 +2026-05-23 06:24:30,740 - INFO - Weighted F1: 0.9460 +2026-05-23 06:24:30,740 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9741 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s - Steady F1: 0.9769, Precision: 0.9737, Recall: 0.9802 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:24:30,740 - INFO - Macro F1: 0.9769 +2026-05-23 06:24:30,740 - INFO - Weighted F1: 0.9741 +2026-05-23 06:24:30,740 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7803 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s - Transition F1: 0.7439, Precision: 0.7497, Recall: 0.7415 +2026-05-23 06:24:30,740 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:24:30,740 - INFO - Macro F1: 0.7439 +2026-05-23 06:24:30,740 - INFO - Weighted F1: 0.7819 +2026-05-23 06:24:30,740 - INFO - +2026-05-23 06:24:30,740 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9395 +2026-05-23 06:24:30,740 - INFO - Horizon 0.1s - Overall F1: 0.9379, Precision: 0.9395, Recall: 0.9365 +2026-05-23 06:24:30,740 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:24:30,740 - INFO - Macro F1: 0.9379 +2026-05-23 06:24:30,740 - INFO - Weighted F1: 0.9394 +2026-05-23 06:24:30,740 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9713 +2026-05-23 06:24:30,740 - INFO - Horizon 0.1s - Steady F1: 0.9727, Precision: 0.9704, Recall: 0.9753 +2026-05-23 06:24:30,740 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:24:30,740 - INFO - Macro F1: 0.9727 +2026-05-23 06:24:30,740 - INFO - Weighted F1: 0.9713 +2026-05-23 06:24:30,740 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7516 +2026-05-23 06:24:30,741 - INFO - Horizon 0.1s - Transition F1: 0.7341, Precision: 0.7435, Recall: 0.7298 +2026-05-23 06:24:30,741 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.7341 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.7517 +2026-05-23 06:24:30,741 - INFO - +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9369 +2026-05-23 06:24:30,741 - INFO - Horizon 0.2s - Overall F1: 0.9341, Precision: 0.9348, Recall: 0.9339 +2026-05-23 06:24:30,741 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.9341 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.9368 +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9698 +2026-05-23 06:24:30,741 - INFO - Horizon 0.2s - Steady F1: 0.9697, Precision: 0.9662, Recall: 0.9734 +2026-05-23 06:24:30,741 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.9697 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.9698 +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7433 +2026-05-23 06:24:30,741 - INFO - Horizon 0.2s - Transition F1: 0.7271, Precision: 0.7298, Recall: 0.7308 +2026-05-23 06:24:30,741 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.7271 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.7442 +2026-05-23 06:24:30,741 - INFO - +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9308 +2026-05-23 06:24:30,741 - INFO - Horizon 0.3s - Overall F1: 0.9265, Precision: 0.9246, Recall: 0.9286 +2026-05-23 06:24:30,741 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.9265 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.9307 +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9642 +2026-05-23 06:24:30,741 - INFO - Horizon 0.3s - Steady F1: 0.9590, Precision: 0.9539, Recall: 0.9644 +2026-05-23 06:24:30,741 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.9590 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.9643 +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7360 +2026-05-23 06:24:30,741 - INFO - Horizon 0.3s - Transition F1: 0.7159, Precision: 0.7114, Recall: 0.7270 +2026-05-23 06:24:30,741 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.7159 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.7374 +2026-05-23 06:24:30,741 - INFO - +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9178 +2026-05-23 06:24:30,741 - INFO - Horizon 0.5s - Overall F1: 0.9058, Precision: 0.9056, Recall: 0.9076 +2026-05-23 06:24:30,741 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.9058 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.9173 +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9541 +2026-05-23 06:24:30,741 - INFO - Horizon 0.5s - Steady F1: 0.9405, Precision: 0.9379, Recall: 0.9441 +2026-05-23 06:24:30,741 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:24:30,741 - INFO - Macro F1: 0.9405 +2026-05-23 06:24:30,741 - INFO - Weighted F1: 0.9541 +2026-05-23 06:24:30,741 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7072 +2026-05-23 06:24:30,741 - INFO - Horizon 0.5s - Transition F1: 0.6870, Precision: 0.6735, Recall: 0.7119 +2026-05-23 06:24:30,742 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:24:30,742 - INFO - Macro F1: 0.6870 +2026-05-23 06:24:30,742 - INFO - Weighted F1: 0.7094 +2026-05-23 06:24:30,742 - INFO - +2026-05-23 06:24:30,742 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8773 +2026-05-23 06:24:30,742 - INFO - Horizon 1.0s - Overall F1: 0.8532, Precision: 0.8554, Recall: 0.8552 +2026-05-23 06:24:30,742 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:24:30,742 - INFO - Macro F1: 0.8532 +2026-05-23 06:24:30,742 - INFO - Weighted F1: 0.8761 +2026-05-23 06:24:30,742 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9203 +2026-05-23 06:24:30,742 - INFO - Horizon 1.0s - Steady F1: 0.8880, Precision: 0.8926, Recall: 0.8874 +2026-05-23 06:24:30,742 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:24:30,742 - INFO - Macro F1: 0.8880 +2026-05-23 06:24:30,742 - INFO - Weighted F1: 0.9198 +2026-05-23 06:24:30,742 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6278 +2026-05-23 06:24:30,742 - INFO - Horizon 1.0s - Transition F1: 0.6103, Precision: 0.6045, Recall: 0.6366 +2026-05-23 06:24:30,742 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:24:30,742 - INFO - Macro F1: 0.6103 +2026-05-23 06:24:30,742 - INFO - Weighted F1: 0.6329 +2026-05-23 06:24:30,981 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_30.pt +2026-05-23 06:24:30,982 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_30.csv +2026-05-23 06:24:30,982 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_30.csv +2026-05-23 06:24:30,983 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_30.csv +2026-05-23 06:24:30,983 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_30.csv +2026-05-23 06:24:30,983 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_30.csv +2026-05-23 06:24:30,984 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_30.csv +2026-05-23 06:24:30,984 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_30.csv +2026-05-23 06:24:30,984 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_30.csv +2026-05-23 06:24:30,985 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_30.csv +2026-05-23 06:24:30,985 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_30.csv +2026-05-23 06:24:30,985 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_30.csv +2026-05-23 06:24:30,986 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_30.csv +2026-05-23 06:24:30,986 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_30.csv +2026-05-23 06:24:30,987 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_30.csv +2026-05-23 06:24:30,987 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_30.csv +2026-05-23 06:24:30,988 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_30.csv +2026-05-23 06:24:30,989 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_30.csv +2026-05-23 06:24:30,989 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_30.csv +2026-05-23 06:24:31,021 - INFO - Removed old checkpoint: checkpoint_epoch_29.pt +2026-05-23 06:24:31,021 - INFO - Epoch 31/50, Learning Rate: 0.000053 +2026-05-23 06:24:51,924 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:24:51,964 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:24:52,003 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:24:52,048 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:24:52,096 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:24:52,147 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:24:53,162 - INFO - Epoch 31/50: +2026-05-23 06:24:53,162 - INFO - Train: loss=0.6337, accuracy_overall=0.9550 +2026-05-23 06:24:53,162 - INFO - Horizon 0.0s: accuracy=0.9674 +2026-05-23 06:24:53,162 - INFO - Horizon 0.1s: accuracy=0.9718 +2026-05-23 06:24:53,162 - INFO - Horizon 0.2s: accuracy=0.9672 +2026-05-23 06:24:53,162 - INFO - Horizon 0.3s: accuracy=0.9612 +2026-05-23 06:24:53,162 - INFO - Horizon 0.5s: accuracy=0.9506 +2026-05-23 06:24:53,162 - INFO - Horizon 1.0s: accuracy=0.9119 +2026-05-23 06:24:53,162 - INFO - Val Horizon 0.0s - Overall: loss=0.6923, accuracy=0.9503 +2026-05-23 06:24:53,163 - INFO - Horizon 0.0s - Overall F1: 0.9494, Precision: 0.9574, Recall: 0.9420 +2026-05-23 06:24:53,163 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.9494 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.9502 +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9788 +2026-05-23 06:24:53,163 - INFO - Horizon 0.0s - Steady F1: 0.9797, Precision: 0.9813, Recall: 0.9783 +2026-05-23 06:24:53,163 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.9797 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.9788 +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7819 +2026-05-23 06:24:53,163 - INFO - Horizon 0.0s - Transition F1: 0.7453, Precision: 0.7678, Recall: 0.7307 +2026-05-23 06:24:53,163 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.7453 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.7842 +2026-05-23 06:24:53,163 - INFO - +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9426 +2026-05-23 06:24:53,163 - INFO - Horizon 0.1s - Overall F1: 0.9398, Precision: 0.9438, Recall: 0.9361 +2026-05-23 06:24:53,163 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.9398 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.9426 +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9752 +2026-05-23 06:24:53,163 - INFO - Horizon 0.1s - Steady F1: 0.9749, Precision: 0.9729, Recall: 0.9774 +2026-05-23 06:24:53,163 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.9749 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.9752 +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7500 +2026-05-23 06:24:53,163 - INFO - Horizon 0.1s - Transition F1: 0.7307, Precision: 0.7444, Recall: 0.7227 +2026-05-23 06:24:53,163 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.7307 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.7511 +2026-05-23 06:24:53,163 - INFO - +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9397 +2026-05-23 06:24:53,163 - INFO - Horizon 0.2s - Overall F1: 0.9365, Precision: 0.9392, Recall: 0.9342 +2026-05-23 06:24:53,163 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.9365 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.9397 +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9723 +2026-05-23 06:24:53,163 - INFO - Horizon 0.2s - Steady F1: 0.9700, Precision: 0.9669, Recall: 0.9737 +2026-05-23 06:24:53,163 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:24:53,163 - INFO - Macro F1: 0.9700 +2026-05-23 06:24:53,163 - INFO - Weighted F1: 0.9724 +2026-05-23 06:24:53,163 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7473 +2026-05-23 06:24:53,163 - INFO - Horizon 0.2s - Transition F1: 0.7341, Precision: 0.7509, Recall: 0.7278 +2026-05-23 06:24:53,164 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.7341 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.7481 +2026-05-23 06:24:53,164 - INFO - +2026-05-23 06:24:53,164 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9332 +2026-05-23 06:24:53,164 - INFO - Horizon 0.3s - Overall F1: 0.9282, Precision: 0.9299, Recall: 0.9269 +2026-05-23 06:24:53,164 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.9282 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.9332 +2026-05-23 06:24:53,164 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9667 +2026-05-23 06:24:53,164 - INFO - Horizon 0.3s - Steady F1: 0.9598, Precision: 0.9565, Recall: 0.9643 +2026-05-23 06:24:53,164 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.9598 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.9669 +2026-05-23 06:24:53,164 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7376 +2026-05-23 06:24:53,164 - INFO - Horizon 0.3s - Transition F1: 0.7205, Precision: 0.7210, Recall: 0.7238 +2026-05-23 06:24:53,164 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.7205 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.7385 +2026-05-23 06:24:53,164 - INFO - +2026-05-23 06:24:53,164 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9216 +2026-05-23 06:24:53,164 - INFO - Horizon 0.5s - Overall F1: 0.9113, Precision: 0.9137, Recall: 0.9095 +2026-05-23 06:24:53,164 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.9113 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.9214 +2026-05-23 06:24:53,164 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9562 +2026-05-23 06:24:53,164 - INFO - Horizon 0.5s - Steady F1: 0.9442, Precision: 0.9446, Recall: 0.9448 +2026-05-23 06:24:53,164 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.9442 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.9564 +2026-05-23 06:24:53,164 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7204 +2026-05-23 06:24:53,164 - INFO - Horizon 0.5s - Transition F1: 0.7048, Precision: 0.6899, Recall: 0.7247 +2026-05-23 06:24:53,164 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.7048 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.7221 +2026-05-23 06:24:53,164 - INFO - +2026-05-23 06:24:53,164 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8745 +2026-05-23 06:24:53,164 - INFO - Horizon 1.0s - Overall F1: 0.8506, Precision: 0.8535, Recall: 0.8503 +2026-05-23 06:24:53,164 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.8506 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.8737 +2026-05-23 06:24:53,164 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9161 +2026-05-23 06:24:53,164 - INFO - Horizon 1.0s - Steady F1: 0.8842, Precision: 0.8872, Recall: 0.8846 +2026-05-23 06:24:53,164 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.8842 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.9160 +2026-05-23 06:24:53,164 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6340 +2026-05-23 06:24:53,164 - INFO - Horizon 1.0s - Transition F1: 0.6096, Precision: 0.5999, Recall: 0.6356 +2026-05-23 06:24:53,164 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:24:53,164 - INFO - Macro F1: 0.6096 +2026-05-23 06:24:53,164 - INFO - Weighted F1: 0.6366 +2026-05-23 06:24:53,403 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_31.pt +2026-05-23 06:24:53,404 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_31.csv +2026-05-23 06:24:53,405 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_31.csv +2026-05-23 06:24:53,405 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_31.csv +2026-05-23 06:24:53,405 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_31.csv +2026-05-23 06:24:53,406 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_31.csv +2026-05-23 06:24:53,406 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_31.csv +2026-05-23 06:24:53,406 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_31.csv +2026-05-23 06:24:53,407 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_31.csv +2026-05-23 06:24:53,407 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_31.csv +2026-05-23 06:24:53,408 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_31.csv +2026-05-23 06:24:53,408 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_31.csv +2026-05-23 06:24:53,408 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_31.csv +2026-05-23 06:24:53,409 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_31.csv +2026-05-23 06:24:53,409 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_31.csv +2026-05-23 06:24:53,409 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_31.csv +2026-05-23 06:24:53,410 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_31.csv +2026-05-23 06:24:53,410 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_31.csv +2026-05-23 06:24:53,411 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_31.csv +2026-05-23 06:24:53,443 - INFO - Removed old checkpoint: checkpoint_epoch_30.pt +2026-05-23 06:24:53,443 - INFO - Epoch 32/50, Learning Rate: 0.000053 +2026-05-23 06:25:12,970 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:25:13,048 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:25:13,116 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:25:13,186 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:25:13,260 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:25:13,341 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:25:14,785 - INFO - Epoch 32/50: +2026-05-23 06:25:14,786 - INFO - Train: loss=0.6316, accuracy_overall=0.9561 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s: accuracy=0.9684 +2026-05-23 06:25:14,786 - INFO - Horizon 0.1s: accuracy=0.9688 +2026-05-23 06:25:14,786 - INFO - Horizon 0.2s: accuracy=0.9653 +2026-05-23 06:25:14,786 - INFO - Horizon 0.3s: accuracy=0.9617 +2026-05-23 06:25:14,786 - INFO - Horizon 0.5s: accuracy=0.9536 +2026-05-23 06:25:14,786 - INFO - Horizon 1.0s: accuracy=0.9187 +2026-05-23 06:25:14,786 - INFO - Val Horizon 0.0s - Overall: loss=0.6908, accuracy=0.9527 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s - Overall F1: 0.9511, Precision: 0.9499, Recall: 0.9526 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:25:14,786 - INFO - Macro F1: 0.9511 +2026-05-23 06:25:14,786 - INFO - Weighted F1: 0.9527 +2026-05-23 06:25:14,786 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9798 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s - Steady F1: 0.9802, Precision: 0.9750, Recall: 0.9857 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:25:14,786 - INFO - Macro F1: 0.9802 +2026-05-23 06:25:14,786 - INFO - Weighted F1: 0.9798 +2026-05-23 06:25:14,786 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7921 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s - Transition F1: 0.7608, Precision: 0.7617, Recall: 0.7632 +2026-05-23 06:25:14,786 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:25:14,786 - INFO - Macro F1: 0.7608 +2026-05-23 06:25:14,786 - INFO - Weighted F1: 0.7936 +2026-05-23 06:25:14,787 - INFO - +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9456 +2026-05-23 06:25:14,787 - INFO - Horizon 0.1s - Overall F1: 0.9432, Precision: 0.9412, Recall: 0.9453 +2026-05-23 06:25:14,787 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9432 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9455 +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9765 +2026-05-23 06:25:14,787 - INFO - Horizon 0.1s - Steady F1: 0.9758, Precision: 0.9698, Recall: 0.9823 +2026-05-23 06:25:14,787 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9758 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9765 +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7626 +2026-05-23 06:25:14,787 - INFO - Horizon 0.1s - Transition F1: 0.7441, Precision: 0.7432, Recall: 0.7493 +2026-05-23 06:25:14,787 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.7441 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.7634 +2026-05-23 06:25:14,787 - INFO - +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9395 +2026-05-23 06:25:14,787 - INFO - Horizon 0.2s - Overall F1: 0.9344, Precision: 0.9321, Recall: 0.9369 +2026-05-23 06:25:14,787 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9344 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9395 +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9723 +2026-05-23 06:25:14,787 - INFO - Horizon 0.2s - Steady F1: 0.9684, Precision: 0.9619, Recall: 0.9754 +2026-05-23 06:25:14,787 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9684 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9724 +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7465 +2026-05-23 06:25:14,787 - INFO - Horizon 0.2s - Transition F1: 0.7334, Precision: 0.7355, Recall: 0.7387 +2026-05-23 06:25:14,787 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.7334 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.7474 +2026-05-23 06:25:14,787 - INFO - +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9350 +2026-05-23 06:25:14,787 - INFO - Horizon 0.3s - Overall F1: 0.9293, Precision: 0.9243, Recall: 0.9349 +2026-05-23 06:25:14,787 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9293 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9350 +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9671 +2026-05-23 06:25:14,787 - INFO - Horizon 0.3s - Steady F1: 0.9596, Precision: 0.9512, Recall: 0.9689 +2026-05-23 06:25:14,787 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9596 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9673 +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7477 +2026-05-23 06:25:14,787 - INFO - Horizon 0.3s - Transition F1: 0.7289, Precision: 0.7185, Recall: 0.7481 +2026-05-23 06:25:14,787 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.7289 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.7478 +2026-05-23 06:25:14,787 - INFO - +2026-05-23 06:25:14,787 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9195 +2026-05-23 06:25:14,787 - INFO - Horizon 0.5s - Overall F1: 0.9066, Precision: 0.9009, Recall: 0.9130 +2026-05-23 06:25:14,787 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:25:14,787 - INFO - Macro F1: 0.9066 +2026-05-23 06:25:14,787 - INFO - Weighted F1: 0.9195 +2026-05-23 06:25:14,788 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9550 +2026-05-23 06:25:14,788 - INFO - Horizon 0.5s - Steady F1: 0.9391, Precision: 0.9300, Recall: 0.9496 +2026-05-23 06:25:14,788 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:25:14,788 - INFO - Macro F1: 0.9391 +2026-05-23 06:25:14,788 - INFO - Weighted F1: 0.9553 +2026-05-23 06:25:14,788 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7134 +2026-05-23 06:25:14,788 - INFO - Horizon 0.5s - Transition F1: 0.6960, Precision: 0.6795, Recall: 0.7224 +2026-05-23 06:25:14,788 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:25:14,788 - INFO - Macro F1: 0.6960 +2026-05-23 06:25:14,788 - INFO - Weighted F1: 0.7145 +2026-05-23 06:25:14,788 - INFO - +2026-05-23 06:25:14,788 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8757 +2026-05-23 06:25:14,788 - INFO - Horizon 1.0s - Overall F1: 0.8531, Precision: 0.8491, Recall: 0.8577 +2026-05-23 06:25:14,788 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:25:14,788 - INFO - Macro F1: 0.8531 +2026-05-23 06:25:14,788 - INFO - Weighted F1: 0.8757 +2026-05-23 06:25:14,788 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9167 +2026-05-23 06:25:14,788 - INFO - Horizon 1.0s - Steady F1: 0.8837, Precision: 0.8768, Recall: 0.8923 +2026-05-23 06:25:14,788 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:25:14,788 - INFO - Macro F1: 0.8837 +2026-05-23 06:25:14,788 - INFO - Weighted F1: 0.9174 +2026-05-23 06:25:14,788 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6378 +2026-05-23 06:25:14,788 - INFO - Horizon 1.0s - Transition F1: 0.5995, Precision: 0.5877, Recall: 0.6199 +2026-05-23 06:25:14,788 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:25:14,788 - INFO - Macro F1: 0.5995 +2026-05-23 06:25:14,788 - INFO - Weighted F1: 0.6410 +2026-05-23 06:25:15,180 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_32.pt +2026-05-23 06:25:15,182 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_32.csv +2026-05-23 06:25:15,183 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:25:15,184 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:25:15,185 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_32.csv +2026-05-23 06:25:15,185 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:25:15,185 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:25:15,186 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_32.csv +2026-05-23 06:25:15,187 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:25:15,187 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:25:15,188 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_32.csv +2026-05-23 06:25:15,188 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:25:15,189 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:25:15,189 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_32.csv +2026-05-23 06:25:15,190 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:25:15,190 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:25:15,191 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_32.csv +2026-05-23 06:25:15,191 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:25:15,192 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:25:15,192 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_32.csv +2026-05-23 06:25:15,193 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:25:15,193 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:25:15,194 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_32.csv +2026-05-23 06:25:15,194 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:25:15,195 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:25:15,195 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_32.csv +2026-05-23 06:25:15,196 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:25:15,196 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:25:15,197 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_32.csv +2026-05-23 06:25:15,197 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:25:15,197 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:25:15,198 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_32.csv +2026-05-23 06:25:15,198 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:25:15,199 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:25:15,199 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_32.csv +2026-05-23 06:25:15,200 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:25:15,200 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:25:15,201 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_32.csv +2026-05-23 06:25:15,201 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:25:15,201 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:25:15,202 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_32.csv +2026-05-23 06:25:15,202 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:25:15,203 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:25:15,203 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_32.csv +2026-05-23 06:25:15,204 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:25:15,204 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:25:15,205 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_32.csv +2026-05-23 06:25:15,205 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:25:15,205 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:25:15,206 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_32.csv +2026-05-23 06:25:15,207 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:25:15,207 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:25:15,207 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_32.csv +2026-05-23 06:25:15,208 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:25:15,208 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:25:15,256 - INFO - Removed old checkpoint: checkpoint_epoch_31.pt +2026-05-23 06:25:15,810 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:25:15,820 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:25:15,896 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:25:15,897 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:25:15,897 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:25:15,898 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:25:15,899 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:25:15,900 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:25:15,901 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:25:15,902 - INFO - Epoch 33/50, Learning Rate: 0.000053 +2026-05-23 06:25:38,868 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:25:38,916 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:25:38,954 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:25:39,003 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:25:39,053 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:25:39,106 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:25:40,124 - INFO - Epoch 33/50: +2026-05-23 06:25:40,125 - INFO - Train: loss=0.6304, accuracy_overall=0.9570 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s: accuracy=0.9687 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s: accuracy=0.9669 +2026-05-23 06:25:40,125 - INFO - Horizon 0.2s: accuracy=0.9668 +2026-05-23 06:25:40,125 - INFO - Horizon 0.3s: accuracy=0.9651 +2026-05-23 06:25:40,125 - INFO - Horizon 0.5s: accuracy=0.9511 +2026-05-23 06:25:40,125 - INFO - Horizon 1.0s: accuracy=0.9235 +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.0s - Overall: loss=0.6882, accuracy=0.9520 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s - Overall F1: 0.9507, Precision: 0.9545, Recall: 0.9472 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.9507 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.9520 +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9802 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s - Steady F1: 0.9811, Precision: 0.9790, Recall: 0.9834 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.9811 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.9802 +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7850 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s - Transition F1: 0.7488, Precision: 0.7697, Recall: 0.7350 +2026-05-23 06:25:40,125 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.7488 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.7856 +2026-05-23 06:25:40,125 - INFO - +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9458 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s - Overall F1: 0.9423, Precision: 0.9434, Recall: 0.9413 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.9423 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.9458 +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9769 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s - Steady F1: 0.9758, Precision: 0.9725, Recall: 0.9793 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.9758 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.9769 +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7618 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s - Transition F1: 0.7386, Precision: 0.7495, Recall: 0.7318 +2026-05-23 06:25:40,125 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.7386 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.7619 +2026-05-23 06:25:40,125 - INFO - +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9418 +2026-05-23 06:25:40,125 - INFO - Horizon 0.2s - Overall F1: 0.9368, Precision: 0.9378, Recall: 0.9360 +2026-05-23 06:25:40,125 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:25:40,125 - INFO - Macro F1: 0.9368 +2026-05-23 06:25:40,125 - INFO - Weighted F1: 0.9419 +2026-05-23 06:25:40,125 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9733 +2026-05-23 06:25:40,125 - INFO - Horizon 0.2s - Steady F1: 0.9696, Precision: 0.9654, Recall: 0.9742 +2026-05-23 06:25:40,126 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.9696 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.9734 +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7567 +2026-05-23 06:25:40,126 - INFO - Horizon 0.2s - Transition F1: 0.7269, Precision: 0.7438, Recall: 0.7168 +2026-05-23 06:25:40,126 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.7269 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.7563 +2026-05-23 06:25:40,126 - INFO - +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9375 +2026-05-23 06:25:40,126 - INFO - Horizon 0.3s - Overall F1: 0.9317, Precision: 0.9347, Recall: 0.9288 +2026-05-23 06:25:40,126 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.9317 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.9375 +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9704 +2026-05-23 06:25:40,126 - INFO - Horizon 0.3s - Steady F1: 0.9638, Precision: 0.9616, Recall: 0.9666 +2026-05-23 06:25:40,126 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.9638 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.9706 +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7453 +2026-05-23 06:25:40,126 - INFO - Horizon 0.3s - Transition F1: 0.7193, Precision: 0.7246, Recall: 0.7209 +2026-05-23 06:25:40,126 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.7193 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.7464 +2026-05-23 06:25:40,126 - INFO - +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9264 +2026-05-23 06:25:40,126 - INFO - Horizon 0.5s - Overall F1: 0.9144, Precision: 0.9166, Recall: 0.9126 +2026-05-23 06:25:40,126 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.9144 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.9261 +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9608 +2026-05-23 06:25:40,126 - INFO - Horizon 0.5s - Steady F1: 0.9476, Precision: 0.9455, Recall: 0.9500 +2026-05-23 06:25:40,126 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.9476 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.9610 +2026-05-23 06:25:40,126 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7258 +2026-05-23 06:25:40,126 - INFO - Horizon 0.5s - Transition F1: 0.7055, Precision: 0.7032, Recall: 0.7182 +2026-05-23 06:25:40,126 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.7055 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.7281 +2026-05-23 06:25:40,126 - INFO - +2026-05-23 06:25:40,126 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8775 +2026-05-23 06:25:40,126 - INFO - Horizon 1.0s - Overall F1: 0.8555, Precision: 0.8618, Recall: 0.8508 +2026-05-23 06:25:40,126 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.8555 +2026-05-23 06:25:40,126 - INFO - Weighted F1: 0.8777 +2026-05-23 06:25:40,126 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9178 +2026-05-23 06:25:40,126 - INFO - Horizon 1.0s - Steady F1: 0.8863, Precision: 0.8856, Recall: 0.8904 +2026-05-23 06:25:40,126 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:25:40,126 - INFO - Macro F1: 0.8863 +2026-05-23 06:25:40,127 - INFO - Weighted F1: 0.9189 +2026-05-23 06:25:40,127 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6440 +2026-05-23 06:25:40,127 - INFO - Horizon 1.0s - Transition F1: 0.6020, Precision: 0.6198, Recall: 0.6011 +2026-05-23 06:25:40,127 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:25:40,127 - INFO - Macro F1: 0.6020 +2026-05-23 06:25:40,127 - INFO - Weighted F1: 0.6470 +2026-05-23 06:25:40,360 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_33.pt +2026-05-23 06:25:40,361 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_33.csv +2026-05-23 06:25:40,361 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_33.csv +2026-05-23 06:25:40,362 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_33.csv +2026-05-23 06:25:40,362 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_33.csv +2026-05-23 06:25:40,363 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_33.csv +2026-05-23 06:25:40,363 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_33.csv +2026-05-23 06:25:40,363 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_33.csv +2026-05-23 06:25:40,364 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_33.csv +2026-05-23 06:25:40,364 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_33.csv +2026-05-23 06:25:40,364 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_33.csv +2026-05-23 06:25:40,365 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_33.csv +2026-05-23 06:25:40,365 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_33.csv +2026-05-23 06:25:40,365 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_33.csv +2026-05-23 06:25:40,366 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_33.csv +2026-05-23 06:25:40,366 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_33.csv +2026-05-23 06:25:40,367 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_33.csv +2026-05-23 06:25:40,367 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_33.csv +2026-05-23 06:25:40,367 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_33.csv +2026-05-23 06:25:40,398 - INFO - Removed old checkpoint: checkpoint_epoch_32.pt +2026-05-23 06:25:40,398 - INFO - Epoch 34/50, Learning Rate: 0.000053 +2026-05-23 06:26:01,473 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:26:01,517 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:26:01,555 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:26:01,604 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:26:01,649 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:26:01,698 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:26:02,704 - INFO - Epoch 34/50: +2026-05-23 06:26:02,704 - INFO - Train: loss=0.6262, accuracy_overall=0.9593 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s: accuracy=0.9661 +2026-05-23 06:26:02,704 - INFO - Horizon 0.1s: accuracy=0.9719 +2026-05-23 06:26:02,704 - INFO - Horizon 0.2s: accuracy=0.9685 +2026-05-23 06:26:02,704 - INFO - Horizon 0.3s: accuracy=0.9661 +2026-05-23 06:26:02,704 - INFO - Horizon 0.5s: accuracy=0.9597 +2026-05-23 06:26:02,704 - INFO - Horizon 1.0s: accuracy=0.9237 +2026-05-23 06:26:02,704 - INFO - Val Horizon 0.0s - Overall: loss=0.6974, accuracy=0.9494 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s - Overall F1: 0.9480, Precision: 0.9456, Recall: 0.9507 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:26:02,704 - INFO - Macro F1: 0.9480 +2026-05-23 06:26:02,704 - INFO - Weighted F1: 0.9494 +2026-05-23 06:26:02,704 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9773 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s - Steady F1: 0.9778, Precision: 0.9726, Recall: 0.9832 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:26:02,704 - INFO - Macro F1: 0.9778 +2026-05-23 06:26:02,704 - INFO - Weighted F1: 0.9773 +2026-05-23 06:26:02,704 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7843 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s - Transition F1: 0.7531, Precision: 0.7526, Recall: 0.7585 +2026-05-23 06:26:02,704 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:26:02,704 - INFO - Macro F1: 0.7531 +2026-05-23 06:26:02,704 - INFO - Weighted F1: 0.7850 +2026-05-23 06:26:02,704 - INFO - +2026-05-23 06:26:02,704 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9443 +2026-05-23 06:26:02,704 - INFO - Horizon 0.1s - Overall F1: 0.9412, Precision: 0.9382, Recall: 0.9445 +2026-05-23 06:26:02,704 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:26:02,704 - INFO - Macro F1: 0.9412 +2026-05-23 06:26:02,704 - INFO - Weighted F1: 0.9443 +2026-05-23 06:26:02,704 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9748 +2026-05-23 06:26:02,704 - INFO - Horizon 0.1s - Steady F1: 0.9734, Precision: 0.9678, Recall: 0.9794 +2026-05-23 06:26:02,704 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:26:02,704 - INFO - Macro F1: 0.9734 +2026-05-23 06:26:02,704 - INFO - Weighted F1: 0.9748 +2026-05-23 06:26:02,704 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7642 +2026-05-23 06:26:02,705 - INFO - Horizon 0.1s - Transition F1: 0.7532, Precision: 0.7527, Recall: 0.7586 +2026-05-23 06:26:02,705 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.7532 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.7642 +2026-05-23 06:26:02,705 - INFO - +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9410 +2026-05-23 06:26:02,705 - INFO - Horizon 0.2s - Overall F1: 0.9354, Precision: 0.9322, Recall: 0.9388 +2026-05-23 06:26:02,705 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.9354 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.9410 +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9730 +2026-05-23 06:26:02,705 - INFO - Horizon 0.2s - Steady F1: 0.9694, Precision: 0.9625, Recall: 0.9766 +2026-05-23 06:26:02,705 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.9694 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.9731 +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7527 +2026-05-23 06:26:02,705 - INFO - Horizon 0.2s - Transition F1: 0.7355, Precision: 0.7355, Recall: 0.7426 +2026-05-23 06:26:02,705 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.7355 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.7537 +2026-05-23 06:26:02,705 - INFO - +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9332 +2026-05-23 06:26:02,705 - INFO - Horizon 0.3s - Overall F1: 0.9262, Precision: 0.9212, Recall: 0.9317 +2026-05-23 06:26:02,705 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.9262 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.9332 +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9666 +2026-05-23 06:26:02,705 - INFO - Horizon 0.3s - Steady F1: 0.9587, Precision: 0.9488, Recall: 0.9692 +2026-05-23 06:26:02,705 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.9587 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.9668 +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7384 +2026-05-23 06:26:02,705 - INFO - Horizon 0.3s - Transition F1: 0.7285, Precision: 0.7271, Recall: 0.7394 +2026-05-23 06:26:02,705 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.7285 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.7386 +2026-05-23 06:26:02,705 - INFO - +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9198 +2026-05-23 06:26:02,705 - INFO - Horizon 0.5s - Overall F1: 0.9076, Precision: 0.8971, Recall: 0.9195 +2026-05-23 06:26:02,705 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.9076 +2026-05-23 06:26:02,705 - INFO - Weighted F1: 0.9197 +2026-05-23 06:26:02,705 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9535 +2026-05-23 06:26:02,705 - INFO - Horizon 0.5s - Steady F1: 0.9383, Precision: 0.9279, Recall: 0.9499 +2026-05-23 06:26:02,705 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:26:02,705 - INFO - Macro F1: 0.9383 +2026-05-23 06:26:02,706 - INFO - Weighted F1: 0.9538 +2026-05-23 06:26:02,706 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7235 +2026-05-23 06:26:02,706 - INFO - Horizon 0.5s - Transition F1: 0.6971, Precision: 0.6723, Recall: 0.7347 +2026-05-23 06:26:02,706 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:26:02,706 - INFO - Macro F1: 0.6971 +2026-05-23 06:26:02,706 - INFO - Weighted F1: 0.7249 +2026-05-23 06:26:02,706 - INFO - +2026-05-23 06:26:02,706 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8724 +2026-05-23 06:26:02,706 - INFO - Horizon 1.0s - Overall F1: 0.8481, Precision: 0.8382, Recall: 0.8629 +2026-05-23 06:26:02,706 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:26:02,706 - INFO - Macro F1: 0.8481 +2026-05-23 06:26:02,706 - INFO - Weighted F1: 0.8721 +2026-05-23 06:26:02,706 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9131 +2026-05-23 06:26:02,706 - INFO - Horizon 1.0s - Steady F1: 0.8797, Precision: 0.8697, Recall: 0.8954 +2026-05-23 06:26:02,706 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:26:02,706 - INFO - Macro F1: 0.8797 +2026-05-23 06:26:02,706 - INFO - Weighted F1: 0.9133 +2026-05-23 06:26:02,706 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6363 +2026-05-23 06:26:02,706 - INFO - Horizon 1.0s - Transition F1: 0.6070, Precision: 0.6014, Recall: 0.6351 +2026-05-23 06:26:02,706 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:26:02,706 - INFO - Macro F1: 0.6070 +2026-05-23 06:26:02,706 - INFO - Weighted F1: 0.6404 +2026-05-23 06:26:02,958 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_34.pt +2026-05-23 06:26:02,959 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_34.csv +2026-05-23 06:26:02,959 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_34.csv +2026-05-23 06:26:02,960 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_34.csv +2026-05-23 06:26:02,960 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_34.csv +2026-05-23 06:26:02,961 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_34.csv +2026-05-23 06:26:02,961 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_34.csv +2026-05-23 06:26:02,962 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_34.csv +2026-05-23 06:26:02,962 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_34.csv +2026-05-23 06:26:02,962 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_34.csv +2026-05-23 06:26:02,963 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_34.csv +2026-05-23 06:26:02,963 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_34.csv +2026-05-23 06:26:02,964 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_34.csv +2026-05-23 06:26:02,964 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_34.csv +2026-05-23 06:26:02,964 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_34.csv +2026-05-23 06:26:02,965 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_34.csv +2026-05-23 06:26:02,965 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_34.csv +2026-05-23 06:26:02,966 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_34.csv +2026-05-23 06:26:02,966 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_34.csv +2026-05-23 06:26:02,998 - INFO - Removed old checkpoint: checkpoint_epoch_33.pt +2026-05-23 06:26:02,998 - INFO - Epoch 35/50, Learning Rate: 0.000053 +2026-05-23 06:26:28,650 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:26:28,708 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:26:28,760 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:26:28,815 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:26:28,860 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:26:28,910 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:26:29,880 - INFO - Epoch 35/50: +2026-05-23 06:26:29,880 - INFO - Train: loss=0.6204, accuracy_overall=0.9628 +2026-05-23 06:26:29,880 - INFO - Horizon 0.0s: accuracy=0.9724 +2026-05-23 06:26:29,880 - INFO - Horizon 0.1s: accuracy=0.9738 +2026-05-23 06:26:29,880 - INFO - Horizon 0.2s: accuracy=0.9712 +2026-05-23 06:26:29,880 - INFO - Horizon 0.3s: accuracy=0.9689 +2026-05-23 06:26:29,880 - INFO - Horizon 0.5s: accuracy=0.9587 +2026-05-23 06:26:29,880 - INFO - Horizon 1.0s: accuracy=0.9316 +2026-05-23 06:26:29,880 - INFO - Val Horizon 0.0s - Overall: loss=0.6873, accuracy=0.9511 +2026-05-23 06:26:29,880 - INFO - Horizon 0.0s - Overall F1: 0.9498, Precision: 0.9535, Recall: 0.9464 +2026-05-23 06:26:29,880 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:26:29,880 - INFO - Macro F1: 0.9498 +2026-05-23 06:26:29,880 - INFO - Weighted F1: 0.9510 +2026-05-23 06:26:29,880 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9782 +2026-05-23 06:26:29,880 - INFO - Horizon 0.0s - Steady F1: 0.9781, Precision: 0.9769, Recall: 0.9793 +2026-05-23 06:26:29,880 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:26:29,880 - INFO - Macro F1: 0.9781 +2026-05-23 06:26:29,880 - INFO - Weighted F1: 0.9782 +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7906 +2026-05-23 06:26:29,881 - INFO - Horizon 0.0s - Transition F1: 0.7576, Precision: 0.7700, Recall: 0.7505 +2026-05-23 06:26:29,881 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.7576 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.7928 +2026-05-23 06:26:29,881 - INFO - +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9460 +2026-05-23 06:26:29,881 - INFO - Horizon 0.1s - Overall F1: 0.9426, Precision: 0.9467, Recall: 0.9390 +2026-05-23 06:26:29,881 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.9426 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.9459 +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9761 +2026-05-23 06:26:29,881 - INFO - Horizon 0.1s - Steady F1: 0.9754, Precision: 0.9741, Recall: 0.9769 +2026-05-23 06:26:29,881 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.9754 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.9761 +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7681 +2026-05-23 06:26:29,881 - INFO - Horizon 0.1s - Transition F1: 0.7509, Precision: 0.7635, Recall: 0.7465 +2026-05-23 06:26:29,881 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.7509 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.7695 +2026-05-23 06:26:29,881 - INFO - +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9405 +2026-05-23 06:26:29,881 - INFO - Horizon 0.2s - Overall F1: 0.9344, Precision: 0.9370, Recall: 0.9323 +2026-05-23 06:26:29,881 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.9344 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.9403 +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9735 +2026-05-23 06:26:29,881 - INFO - Horizon 0.2s - Steady F1: 0.9701, Precision: 0.9679, Recall: 0.9726 +2026-05-23 06:26:29,881 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.9701 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.9736 +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7457 +2026-05-23 06:26:29,881 - INFO - Horizon 0.2s - Transition F1: 0.7279, Precision: 0.7385, Recall: 0.7253 +2026-05-23 06:26:29,881 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.7279 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.7465 +2026-05-23 06:26:29,881 - INFO - +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9352 +2026-05-23 06:26:29,881 - INFO - Horizon 0.3s - Overall F1: 0.9286, Precision: 0.9298, Recall: 0.9276 +2026-05-23 06:26:29,881 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:26:29,881 - INFO - Macro F1: 0.9286 +2026-05-23 06:26:29,881 - INFO - Weighted F1: 0.9351 +2026-05-23 06:26:29,881 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9682 +2026-05-23 06:26:29,881 - INFO - Horizon 0.3s - Steady F1: 0.9612, Precision: 0.9593, Recall: 0.9638 +2026-05-23 06:26:29,882 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:26:29,882 - INFO - Macro F1: 0.9612 +2026-05-23 06:26:29,882 - INFO - Weighted F1: 0.9683 +2026-05-23 06:26:29,882 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7430 +2026-05-23 06:26:29,882 - INFO - Horizon 0.3s - Transition F1: 0.7213, Precision: 0.7166, Recall: 0.7282 +2026-05-23 06:26:29,882 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:26:29,882 - INFO - Macro F1: 0.7213 +2026-05-23 06:26:29,882 - INFO - Weighted F1: 0.7441 +2026-05-23 06:26:29,882 - INFO - +2026-05-23 06:26:29,882 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9242 +2026-05-23 06:26:29,882 - INFO - Horizon 0.5s - Overall F1: 0.9103, Precision: 0.9083, Recall: 0.9137 +2026-05-23 06:26:29,882 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:26:29,882 - INFO - Macro F1: 0.9103 +2026-05-23 06:26:29,882 - INFO - Weighted F1: 0.9240 +2026-05-23 06:26:29,882 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9584 +2026-05-23 06:26:29,882 - INFO - Horizon 0.5s - Steady F1: 0.9427, Precision: 0.9402, Recall: 0.9472 +2026-05-23 06:26:29,882 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:26:29,882 - INFO - Macro F1: 0.9427 +2026-05-23 06:26:29,882 - INFO - Weighted F1: 0.9586 +2026-05-23 06:26:29,882 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7250 +2026-05-23 06:26:29,882 - INFO - Horizon 0.5s - Transition F1: 0.6957, Precision: 0.6795, Recall: 0.7187 +2026-05-23 06:26:29,882 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:26:29,882 - INFO - Macro F1: 0.6957 +2026-05-23 06:26:29,882 - INFO - Weighted F1: 0.7263 +2026-05-23 06:26:29,882 - INFO - +2026-05-23 06:26:29,882 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8792 +2026-05-23 06:26:29,882 - INFO - Horizon 1.0s - Overall F1: 0.8528, Precision: 0.8561, Recall: 0.8522 +2026-05-23 06:26:29,882 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:26:29,882 - INFO - Macro F1: 0.8528 +2026-05-23 06:26:29,882 - INFO - Weighted F1: 0.8782 +2026-05-23 06:26:29,882 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9205 +2026-05-23 06:26:29,883 - INFO - Horizon 1.0s - Steady F1: 0.8852, Precision: 0.8896, Recall: 0.8848 +2026-05-23 06:26:29,883 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:26:29,883 - INFO - Macro F1: 0.8852 +2026-05-23 06:26:29,883 - INFO - Weighted F1: 0.9201 +2026-05-23 06:26:29,883 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6402 +2026-05-23 06:26:29,883 - INFO - Horizon 1.0s - Transition F1: 0.6139, Precision: 0.6088, Recall: 0.6339 +2026-05-23 06:26:29,883 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:26:29,883 - INFO - Macro F1: 0.6139 +2026-05-23 06:26:29,883 - INFO - Weighted F1: 0.6439 +2026-05-23 06:26:30,108 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_35.pt +2026-05-23 06:26:30,108 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_35.csv +2026-05-23 06:26:30,109 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_35.csv +2026-05-23 06:26:30,109 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_35.csv +2026-05-23 06:26:30,110 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_35.csv +2026-05-23 06:26:30,110 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_35.csv +2026-05-23 06:26:30,110 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_35.csv +2026-05-23 06:26:30,111 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_35.csv +2026-05-23 06:26:30,111 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_35.csv +2026-05-23 06:26:30,111 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_35.csv +2026-05-23 06:26:30,112 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_35.csv +2026-05-23 06:26:30,112 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_35.csv +2026-05-23 06:26:30,112 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_35.csv +2026-05-23 06:26:30,113 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_35.csv +2026-05-23 06:26:30,113 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_35.csv +2026-05-23 06:26:30,114 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_35.csv +2026-05-23 06:26:30,114 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_35.csv +2026-05-23 06:26:30,114 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_35.csv +2026-05-23 06:26:30,115 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_35.csv +2026-05-23 06:26:30,140 - INFO - Removed old checkpoint: checkpoint_epoch_34.pt +2026-05-23 06:26:30,140 - INFO - Epoch 36/50, Learning Rate: 0.000048 +2026-05-23 06:26:50,813 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:26:50,858 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:26:50,898 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:26:50,947 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:26:50,995 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:26:51,042 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:26:51,973 - INFO - Epoch 36/50: +2026-05-23 06:26:51,973 - INFO - Train: loss=0.6244, accuracy_overall=0.9605 +2026-05-23 06:26:51,973 - INFO - Horizon 0.0s: accuracy=0.9670 +2026-05-23 06:26:51,973 - INFO - Horizon 0.1s: accuracy=0.9735 +2026-05-23 06:26:51,973 - INFO - Horizon 0.2s: accuracy=0.9705 +2026-05-23 06:26:51,973 - INFO - Horizon 0.3s: accuracy=0.9656 +2026-05-23 06:26:51,973 - INFO - Horizon 0.5s: accuracy=0.9571 +2026-05-23 06:26:51,973 - INFO - Horizon 1.0s: accuracy=0.9295 +2026-05-23 06:26:51,973 - INFO - Val Horizon 0.0s - Overall: loss=0.6867, accuracy=0.9526 +2026-05-23 06:26:51,973 - INFO - Horizon 0.0s - Overall F1: 0.9502, Precision: 0.9499, Recall: 0.9506 +2026-05-23 06:26:51,973 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:26:51,973 - INFO - Macro F1: 0.9502 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9526 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9799 +2026-05-23 06:26:51,974 - INFO - Horizon 0.0s - Steady F1: 0.9793, Precision: 0.9762, Recall: 0.9826 +2026-05-23 06:26:51,974 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9793 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9799 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7906 +2026-05-23 06:26:51,974 - INFO - Horizon 0.0s - Transition F1: 0.7527, Precision: 0.7548, Recall: 0.7534 +2026-05-23 06:26:51,974 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.7527 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.7917 +2026-05-23 06:26:51,974 - INFO - +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9468 +2026-05-23 06:26:51,974 - INFO - Horizon 0.1s - Overall F1: 0.9431, Precision: 0.9395, Recall: 0.9469 +2026-05-23 06:26:51,974 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9431 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9468 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9764 +2026-05-23 06:26:51,974 - INFO - Horizon 0.1s - Steady F1: 0.9750, Precision: 0.9691, Recall: 0.9813 +2026-05-23 06:26:51,974 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9750 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9764 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7720 +2026-05-23 06:26:51,974 - INFO - Horizon 0.1s - Transition F1: 0.7557, Precision: 0.7513, Recall: 0.7662 +2026-05-23 06:26:51,974 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.7557 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.7722 +2026-05-23 06:26:51,974 - INFO - +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9425 +2026-05-23 06:26:51,974 - INFO - Horizon 0.2s - Overall F1: 0.9370, Precision: 0.9324, Recall: 0.9420 +2026-05-23 06:26:51,974 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9370 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9426 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9727 +2026-05-23 06:26:51,974 - INFO - Horizon 0.2s - Steady F1: 0.9697, Precision: 0.9636, Recall: 0.9762 +2026-05-23 06:26:51,974 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9697 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9728 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7645 +2026-05-23 06:26:51,974 - INFO - Horizon 0.2s - Transition F1: 0.7438, Precision: 0.7379, Recall: 0.7575 +2026-05-23 06:26:51,974 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.7438 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.7646 +2026-05-23 06:26:51,974 - INFO - +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9351 +2026-05-23 06:26:51,974 - INFO - Horizon 0.3s - Overall F1: 0.9280, Precision: 0.9213, Recall: 0.9352 +2026-05-23 06:26:51,974 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9280 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9351 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9666 +2026-05-23 06:26:51,974 - INFO - Horizon 0.3s - Steady F1: 0.9579, Precision: 0.9478, Recall: 0.9692 +2026-05-23 06:26:51,974 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.9579 +2026-05-23 06:26:51,974 - INFO - Weighted F1: 0.9668 +2026-05-23 06:26:51,974 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7516 +2026-05-23 06:26:51,974 - INFO - Horizon 0.3s - Transition F1: 0.7277, Precision: 0.7126, Recall: 0.7486 +2026-05-23 06:26:51,974 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:26:51,974 - INFO - Macro F1: 0.7277 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.7519 +2026-05-23 06:26:51,975 - INFO - +2026-05-23 06:26:51,975 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9217 +2026-05-23 06:26:51,975 - INFO - Horizon 0.5s - Overall F1: 0.9097, Precision: 0.9028, Recall: 0.9176 +2026-05-23 06:26:51,975 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:26:51,975 - INFO - Macro F1: 0.9097 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.9216 +2026-05-23 06:26:51,975 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9557 +2026-05-23 06:26:51,975 - INFO - Horizon 0.5s - Steady F1: 0.9415, Precision: 0.9320, Recall: 0.9528 +2026-05-23 06:26:51,975 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:26:51,975 - INFO - Macro F1: 0.9415 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.9560 +2026-05-23 06:26:51,975 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7242 +2026-05-23 06:26:51,975 - INFO - Horizon 0.5s - Transition F1: 0.6991, Precision: 0.6786, Recall: 0.7279 +2026-05-23 06:26:51,975 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:26:51,975 - INFO - Macro F1: 0.6991 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.7253 +2026-05-23 06:26:51,975 - INFO - +2026-05-23 06:26:51,975 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8784 +2026-05-23 06:26:51,975 - INFO - Horizon 1.0s - Overall F1: 0.8528, Precision: 0.8483, Recall: 0.8600 +2026-05-23 06:26:51,975 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:26:51,975 - INFO - Macro F1: 0.8528 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.8776 +2026-05-23 06:26:51,975 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9214 +2026-05-23 06:26:51,975 - INFO - Horizon 1.0s - Steady F1: 0.8868, Precision: 0.8812, Recall: 0.8956 +2026-05-23 06:26:51,975 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:26:51,975 - INFO - Macro F1: 0.8868 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.9214 +2026-05-23 06:26:51,975 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6293 +2026-05-23 06:26:51,975 - INFO - Horizon 1.0s - Transition F1: 0.6101, Precision: 0.6008, Recall: 0.6403 +2026-05-23 06:26:51,975 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:26:51,975 - INFO - Macro F1: 0.6101 +2026-05-23 06:26:51,975 - INFO - Weighted F1: 0.6323 +2026-05-23 06:26:52,203 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_36.pt +2026-05-23 06:26:52,204 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_36.csv +2026-05-23 06:26:52,204 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_36.csv +2026-05-23 06:26:52,204 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_36.csv +2026-05-23 06:26:52,205 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_36.csv +2026-05-23 06:26:52,205 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_36.csv +2026-05-23 06:26:52,206 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_36.csv +2026-05-23 06:26:52,206 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_36.csv +2026-05-23 06:26:52,206 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_36.csv +2026-05-23 06:26:52,207 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_36.csv +2026-05-23 06:26:52,207 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_36.csv +2026-05-23 06:26:52,207 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_36.csv +2026-05-23 06:26:52,208 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_36.csv +2026-05-23 06:26:52,208 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_36.csv +2026-05-23 06:26:52,208 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_36.csv +2026-05-23 06:26:52,209 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_36.csv +2026-05-23 06:26:52,209 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_36.csv +2026-05-23 06:26:52,210 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_36.csv +2026-05-23 06:26:52,210 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_36.csv +2026-05-23 06:26:52,240 - INFO - Removed old checkpoint: checkpoint_epoch_35.pt +2026-05-23 06:26:52,240 - INFO - Epoch 37/50, Learning Rate: 0.000048 +2026-05-23 06:27:13,243 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:27:13,285 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:27:13,323 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:27:13,367 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:27:13,414 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:27:13,457 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:27:14,332 - INFO - Epoch 37/50: +2026-05-23 06:27:14,332 - INFO - Train: loss=0.6177, accuracy_overall=0.9637 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s: accuracy=0.9709 +2026-05-23 06:27:14,332 - INFO - Horizon 0.1s: accuracy=0.9737 +2026-05-23 06:27:14,332 - INFO - Horizon 0.2s: accuracy=0.9732 +2026-05-23 06:27:14,332 - INFO - Horizon 0.3s: accuracy=0.9702 +2026-05-23 06:27:14,332 - INFO - Horizon 0.5s: accuracy=0.9606 +2026-05-23 06:27:14,332 - INFO - Horizon 1.0s: accuracy=0.9335 +2026-05-23 06:27:14,332 - INFO - Val Horizon 0.0s - Overall: loss=0.6874, accuracy=0.9525 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s - Overall F1: 0.9498, Precision: 0.9526, Recall: 0.9473 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:27:14,332 - INFO - Macro F1: 0.9498 +2026-05-23 06:27:14,332 - INFO - Weighted F1: 0.9524 +2026-05-23 06:27:14,332 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9799 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s - Steady F1: 0.9804, Precision: 0.9790, Recall: 0.9818 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:27:14,332 - INFO - Macro F1: 0.9804 +2026-05-23 06:27:14,332 - INFO - Weighted F1: 0.9799 +2026-05-23 06:27:14,332 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7898 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s - Transition F1: 0.7489, Precision: 0.7564, Recall: 0.7470 +2026-05-23 06:27:14,332 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:27:14,332 - INFO - Macro F1: 0.7489 +2026-05-23 06:27:14,332 - INFO - Weighted F1: 0.7919 +2026-05-23 06:27:14,332 - INFO - +2026-05-23 06:27:14,332 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9455 +2026-05-23 06:27:14,332 - INFO - Horizon 0.1s - Overall F1: 0.9408, Precision: 0.9414, Recall: 0.9407 +2026-05-23 06:27:14,332 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:27:14,332 - INFO - Macro F1: 0.9408 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9453 +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9757 +2026-05-23 06:27:14,333 - INFO - Horizon 0.1s - Steady F1: 0.9746, Precision: 0.9730, Recall: 0.9763 +2026-05-23 06:27:14,333 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.9746 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9757 +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7665 +2026-05-23 06:27:14,333 - INFO - Horizon 0.1s - Transition F1: 0.7521, Precision: 0.7412, Recall: 0.7706 +2026-05-23 06:27:14,333 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.7521 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.7679 +2026-05-23 06:27:14,333 - INFO - +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9400 +2026-05-23 06:27:14,333 - INFO - Horizon 0.2s - Overall F1: 0.9342, Precision: 0.9326, Recall: 0.9360 +2026-05-23 06:27:14,333 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.9342 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9399 +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9709 +2026-05-23 06:27:14,333 - INFO - Horizon 0.2s - Steady F1: 0.9679, Precision: 0.9638, Recall: 0.9722 +2026-05-23 06:27:14,333 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.9679 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9709 +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7582 +2026-05-23 06:27:14,333 - INFO - Horizon 0.2s - Transition F1: 0.7407, Precision: 0.7338, Recall: 0.7519 +2026-05-23 06:27:14,333 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.7407 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.7595 +2026-05-23 06:27:14,333 - INFO - +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9347 +2026-05-23 06:27:14,333 - INFO - Horizon 0.3s - Overall F1: 0.9267, Precision: 0.9259, Recall: 0.9279 +2026-05-23 06:27:14,333 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.9267 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9345 +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9667 +2026-05-23 06:27:14,333 - INFO - Horizon 0.3s - Steady F1: 0.9590, Precision: 0.9551, Recall: 0.9631 +2026-05-23 06:27:14,333 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.9590 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9668 +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7477 +2026-05-23 06:27:14,333 - INFO - Horizon 0.3s - Transition F1: 0.7357, Precision: 0.7224, Recall: 0.7545 +2026-05-23 06:27:14,333 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.7357 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.7498 +2026-05-23 06:27:14,333 - INFO - +2026-05-23 06:27:14,333 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9219 +2026-05-23 06:27:14,333 - INFO - Horizon 0.5s - Overall F1: 0.9098, Precision: 0.9105, Recall: 0.9100 +2026-05-23 06:27:14,333 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:27:14,333 - INFO - Macro F1: 0.9098 +2026-05-23 06:27:14,333 - INFO - Weighted F1: 0.9216 +2026-05-23 06:27:14,334 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9567 +2026-05-23 06:27:14,334 - INFO - Horizon 0.5s - Steady F1: 0.9431, Precision: 0.9405, Recall: 0.9460 +2026-05-23 06:27:14,334 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:27:14,334 - INFO - Macro F1: 0.9431 +2026-05-23 06:27:14,334 - INFO - Weighted F1: 0.9568 +2026-05-23 06:27:14,334 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7196 +2026-05-23 06:27:14,334 - INFO - Horizon 0.5s - Transition F1: 0.7035, Precision: 0.6923, Recall: 0.7206 +2026-05-23 06:27:14,334 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:27:14,334 - INFO - Macro F1: 0.7035 +2026-05-23 06:27:14,334 - INFO - Weighted F1: 0.7224 +2026-05-23 06:27:14,334 - INFO - +2026-05-23 06:27:14,334 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8797 +2026-05-23 06:27:14,334 - INFO - Horizon 1.0s - Overall F1: 0.8542, Precision: 0.8589, Recall: 0.8535 +2026-05-23 06:27:14,334 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:27:14,334 - INFO - Macro F1: 0.8542 +2026-05-23 06:27:14,334 - INFO - Weighted F1: 0.8782 +2026-05-23 06:27:14,334 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9227 +2026-05-23 06:27:14,334 - INFO - Horizon 1.0s - Steady F1: 0.8897, Precision: 0.8946, Recall: 0.8883 +2026-05-23 06:27:14,334 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:27:14,334 - INFO - Macro F1: 0.8897 +2026-05-23 06:27:14,334 - INFO - Weighted F1: 0.9221 +2026-05-23 06:27:14,334 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6301 +2026-05-23 06:27:14,334 - INFO - Horizon 1.0s - Transition F1: 0.6112, Precision: 0.6086, Recall: 0.6316 +2026-05-23 06:27:14,334 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:27:14,334 - INFO - Macro F1: 0.6112 +2026-05-23 06:27:14,334 - INFO - Weighted F1: 0.6338 +2026-05-23 06:27:14,539 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_37.pt +2026-05-23 06:27:14,540 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_37.csv +2026-05-23 06:27:14,540 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_37.csv +2026-05-23 06:27:14,541 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_37.csv +2026-05-23 06:27:14,541 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_37.csv +2026-05-23 06:27:14,542 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_37.csv +2026-05-23 06:27:14,542 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_37.csv +2026-05-23 06:27:14,542 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_37.csv +2026-05-23 06:27:14,543 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_37.csv +2026-05-23 06:27:14,543 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_37.csv +2026-05-23 06:27:14,543 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_37.csv +2026-05-23 06:27:14,544 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_37.csv +2026-05-23 06:27:14,544 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_37.csv +2026-05-23 06:27:14,544 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_37.csv +2026-05-23 06:27:14,545 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_37.csv +2026-05-23 06:27:14,545 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_37.csv +2026-05-23 06:27:14,545 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_37.csv +2026-05-23 06:27:14,546 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_37.csv +2026-05-23 06:27:14,546 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_37.csv +2026-05-23 06:27:14,572 - INFO - Removed old checkpoint: checkpoint_epoch_36.pt +2026-05-23 06:27:14,572 - INFO - Epoch 38/50, Learning Rate: 0.000048 +2026-05-23 06:27:36,876 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:27:36,952 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:27:37,018 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:27:37,082 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:27:37,153 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:27:37,216 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:27:38,805 - INFO - Epoch 38/50: +2026-05-23 06:27:38,805 - INFO - Train: loss=0.6179, accuracy_overall=0.9644 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s: accuracy=0.9763 +2026-05-23 06:27:38,805 - INFO - Horizon 0.1s: accuracy=0.9765 +2026-05-23 06:27:38,805 - INFO - Horizon 0.2s: accuracy=0.9756 +2026-05-23 06:27:38,805 - INFO - Horizon 0.3s: accuracy=0.9686 +2026-05-23 06:27:38,805 - INFO - Horizon 0.5s: accuracy=0.9608 +2026-05-23 06:27:38,805 - INFO - Horizon 1.0s: accuracy=0.9288 +2026-05-23 06:27:38,805 - INFO - Val Horizon 0.0s - Overall: loss=0.6901, accuracy=0.9516 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s - Overall F1: 0.9503, Precision: 0.9514, Recall: 0.9494 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:27:38,805 - INFO - Macro F1: 0.9503 +2026-05-23 06:27:38,805 - INFO - Weighted F1: 0.9516 +2026-05-23 06:27:38,805 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9777 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s - Steady F1: 0.9787, Precision: 0.9753, Recall: 0.9825 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:27:38,805 - INFO - Macro F1: 0.9787 +2026-05-23 06:27:38,805 - INFO - Weighted F1: 0.9777 +2026-05-23 06:27:38,805 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7969 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s - Transition F1: 0.7586, Precision: 0.7801, Recall: 0.7485 +2026-05-23 06:27:38,805 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:27:38,805 - INFO - Macro F1: 0.7586 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.7959 +2026-05-23 06:27:38,806 - INFO - +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9465 +2026-05-23 06:27:38,806 - INFO - Horizon 0.1s - Overall F1: 0.9436, Precision: 0.9439, Recall: 0.9433 +2026-05-23 06:27:38,806 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.9436 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.9465 +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9761 +2026-05-23 06:27:38,806 - INFO - Horizon 0.1s - Steady F1: 0.9755, Precision: 0.9716, Recall: 0.9798 +2026-05-23 06:27:38,806 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.9755 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.9761 +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7712 +2026-05-23 06:27:38,806 - INFO - Horizon 0.1s - Transition F1: 0.7512, Precision: 0.7645, Recall: 0.7475 +2026-05-23 06:27:38,806 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.7512 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.7703 +2026-05-23 06:27:38,806 - INFO - +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9413 +2026-05-23 06:27:38,806 - INFO - Horizon 0.2s - Overall F1: 0.9353, Precision: 0.9320, Recall: 0.9387 +2026-05-23 06:27:38,806 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.9353 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.9413 +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9729 +2026-05-23 06:27:38,806 - INFO - Horizon 0.2s - Steady F1: 0.9691, Precision: 0.9626, Recall: 0.9759 +2026-05-23 06:27:38,806 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.9691 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.9730 +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7551 +2026-05-23 06:27:38,806 - INFO - Horizon 0.2s - Transition F1: 0.7376, Precision: 0.7391, Recall: 0.7447 +2026-05-23 06:27:38,806 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.7376 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.7544 +2026-05-23 06:27:38,806 - INFO - +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9349 +2026-05-23 06:27:38,806 - INFO - Horizon 0.3s - Overall F1: 0.9292, Precision: 0.9246, Recall: 0.9340 +2026-05-23 06:27:38,806 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.9292 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.9350 +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9674 +2026-05-23 06:27:38,806 - INFO - Horizon 0.3s - Steady F1: 0.9605, Precision: 0.9524, Recall: 0.9695 +2026-05-23 06:27:38,806 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.9605 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.9676 +2026-05-23 06:27:38,806 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7453 +2026-05-23 06:27:38,806 - INFO - Horizon 0.3s - Transition F1: 0.7220, Precision: 0.7205, Recall: 0.7395 +2026-05-23 06:27:38,806 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:27:38,806 - INFO - Macro F1: 0.7220 +2026-05-23 06:27:38,806 - INFO - Weighted F1: 0.7444 +2026-05-23 06:27:38,806 - INFO - +2026-05-23 06:27:38,807 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9207 +2026-05-23 06:27:38,807 - INFO - Horizon 0.5s - Overall F1: 0.9077, Precision: 0.9008, Recall: 0.9157 +2026-05-23 06:27:38,807 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:27:38,807 - INFO - Macro F1: 0.9077 +2026-05-23 06:27:38,807 - INFO - Weighted F1: 0.9206 +2026-05-23 06:27:38,807 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9553 +2026-05-23 06:27:38,807 - INFO - Horizon 0.5s - Steady F1: 0.9405, Precision: 0.9306, Recall: 0.9511 +2026-05-23 06:27:38,807 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:27:38,807 - INFO - Macro F1: 0.9405 +2026-05-23 06:27:38,807 - INFO - Weighted F1: 0.9555 +2026-05-23 06:27:38,807 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7196 +2026-05-23 06:27:38,807 - INFO - Horizon 0.5s - Transition F1: 0.6977, Precision: 0.6809, Recall: 0.7330 +2026-05-23 06:27:38,807 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:27:38,807 - INFO - Macro F1: 0.6977 +2026-05-23 06:27:38,807 - INFO - Weighted F1: 0.7208 +2026-05-23 06:27:38,807 - INFO - +2026-05-23 06:27:38,807 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8730 +2026-05-23 06:27:38,807 - INFO - Horizon 1.0s - Overall F1: 0.8490, Precision: 0.8421, Recall: 0.8578 +2026-05-23 06:27:38,807 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:27:38,807 - INFO - Macro F1: 0.8490 +2026-05-23 06:27:38,807 - INFO - Weighted F1: 0.8733 +2026-05-23 06:27:38,807 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9117 +2026-05-23 06:27:38,807 - INFO - Horizon 1.0s - Steady F1: 0.8764, Precision: 0.8652, Recall: 0.8918 +2026-05-23 06:27:38,807 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:27:38,807 - INFO - Macro F1: 0.8764 +2026-05-23 06:27:38,807 - INFO - Weighted F1: 0.9130 +2026-05-23 06:27:38,807 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6486 +2026-05-23 06:27:38,807 - INFO - Horizon 1.0s - Transition F1: 0.6171, Precision: 0.6093, Recall: 0.6406 +2026-05-23 06:27:38,807 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:27:38,807 - INFO - Macro F1: 0.6171 +2026-05-23 06:27:38,807 - INFO - Weighted F1: 0.6517 +2026-05-23 06:27:39,064 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_38.pt +2026-05-23 06:27:39,066 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_38.csv +2026-05-23 06:27:39,066 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_38.csv +2026-05-23 06:27:39,067 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_38.csv +2026-05-23 06:27:39,067 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_38.csv +2026-05-23 06:27:39,067 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_38.csv +2026-05-23 06:27:39,068 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_38.csv +2026-05-23 06:27:39,068 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_38.csv +2026-05-23 06:27:39,068 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_38.csv +2026-05-23 06:27:39,069 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_38.csv +2026-05-23 06:27:39,069 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_38.csv +2026-05-23 06:27:39,070 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_38.csv +2026-05-23 06:27:39,070 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_38.csv +2026-05-23 06:27:39,070 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_38.csv +2026-05-23 06:27:39,071 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_38.csv +2026-05-23 06:27:39,071 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_38.csv +2026-05-23 06:27:39,072 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_38.csv +2026-05-23 06:27:39,072 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_38.csv +2026-05-23 06:27:39,073 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_38.csv +2026-05-23 06:27:39,105 - INFO - Removed old checkpoint: checkpoint_epoch_37.pt +2026-05-23 06:27:39,106 - INFO - Epoch 39/50, Learning Rate: 0.000048 +2026-05-23 06:28:00,878 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:28:00,930 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:28:00,978 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:28:01,027 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:28:01,073 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:28:01,121 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:28:02,344 - INFO - Epoch 39/50: +2026-05-23 06:28:02,344 - INFO - Train: loss=0.6192, accuracy_overall=0.9623 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s: accuracy=0.9695 +2026-05-23 06:28:02,344 - INFO - Horizon 0.1s: accuracy=0.9731 +2026-05-23 06:28:02,344 - INFO - Horizon 0.2s: accuracy=0.9725 +2026-05-23 06:28:02,344 - INFO - Horizon 0.3s: accuracy=0.9693 +2026-05-23 06:28:02,344 - INFO - Horizon 0.5s: accuracy=0.9585 +2026-05-23 06:28:02,344 - INFO - Horizon 1.0s: accuracy=0.9309 +2026-05-23 06:28:02,344 - INFO - Val Horizon 0.0s - Overall: loss=0.6871, accuracy=0.9500 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s - Overall F1: 0.9507, Precision: 0.9506, Recall: 0.9512 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:28:02,344 - INFO - Macro F1: 0.9507 +2026-05-23 06:28:02,344 - INFO - Weighted F1: 0.9499 +2026-05-23 06:28:02,344 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9762 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s - Steady F1: 0.9785, Precision: 0.9748, Recall: 0.9825 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:28:02,344 - INFO - Macro F1: 0.9785 +2026-05-23 06:28:02,344 - INFO - Weighted F1: 0.9762 +2026-05-23 06:28:02,344 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7945 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s - Transition F1: 0.7641, Precision: 0.7632, Recall: 0.7725 +2026-05-23 06:28:02,344 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:28:02,344 - INFO - Macro F1: 0.7641 +2026-05-23 06:28:02,344 - INFO - Weighted F1: 0.7967 +2026-05-23 06:28:02,344 - INFO - +2026-05-23 06:28:02,344 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9426 +2026-05-23 06:28:02,345 - INFO - Horizon 0.1s - Overall F1: 0.9406, Precision: 0.9403, Recall: 0.9412 +2026-05-23 06:28:02,345 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.9406 +2026-05-23 06:28:02,345 - INFO - Weighted F1: 0.9425 +2026-05-23 06:28:02,345 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9734 +2026-05-23 06:28:02,345 - INFO - Horizon 0.1s - Steady F1: 0.9733, Precision: 0.9682, Recall: 0.9787 +2026-05-23 06:28:02,345 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.9733 +2026-05-23 06:28:02,345 - INFO - Weighted F1: 0.9735 +2026-05-23 06:28:02,345 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7602 +2026-05-23 06:28:02,345 - INFO - Horizon 0.1s - Transition F1: 0.7454, Precision: 0.7486, Recall: 0.7535 +2026-05-23 06:28:02,345 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.7454 +2026-05-23 06:28:02,345 - INFO - Weighted F1: 0.7617 +2026-05-23 06:28:02,345 - INFO - +2026-05-23 06:28:02,345 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9374 +2026-05-23 06:28:02,345 - INFO - Horizon 0.2s - Overall F1: 0.9325, Precision: 0.9305, Recall: 0.9350 +2026-05-23 06:28:02,345 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.9325 +2026-05-23 06:28:02,345 - INFO - Weighted F1: 0.9372 +2026-05-23 06:28:02,345 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9686 +2026-05-23 06:28:02,345 - INFO - Horizon 0.2s - Steady F1: 0.9664, Precision: 0.9608, Recall: 0.9726 +2026-05-23 06:28:02,345 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.9664 +2026-05-23 06:28:02,345 - INFO - Weighted F1: 0.9687 +2026-05-23 06:28:02,345 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7535 +2026-05-23 06:28:02,345 - INFO - Horizon 0.2s - Transition F1: 0.7416, Precision: 0.7324, Recall: 0.7627 +2026-05-23 06:28:02,345 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.7416 +2026-05-23 06:28:02,345 - INFO - Weighted F1: 0.7549 +2026-05-23 06:28:02,345 - INFO - +2026-05-23 06:28:02,345 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9319 +2026-05-23 06:28:02,345 - INFO - Horizon 0.3s - Overall F1: 0.9263, Precision: 0.9249, Recall: 0.9279 +2026-05-23 06:28:02,345 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:28:02,345 - INFO - Macro F1: 0.9263 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.9317 +2026-05-23 06:28:02,346 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9647 +2026-05-23 06:28:02,346 - INFO - Horizon 0.3s - Steady F1: 0.9593, Precision: 0.9544, Recall: 0.9646 +2026-05-23 06:28:02,346 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.9593 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.9648 +2026-05-23 06:28:02,346 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7407 +2026-05-23 06:28:02,346 - INFO - Horizon 0.3s - Transition F1: 0.7201, Precision: 0.7074, Recall: 0.7392 +2026-05-23 06:28:02,346 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.7201 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.7425 +2026-05-23 06:28:02,346 - INFO - +2026-05-23 06:28:02,346 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9194 +2026-05-23 06:28:02,346 - INFO - Horizon 0.5s - Overall F1: 0.9070, Precision: 0.9069, Recall: 0.9078 +2026-05-23 06:28:02,346 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.9070 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.9189 +2026-05-23 06:28:02,346 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9542 +2026-05-23 06:28:02,346 - INFO - Horizon 0.5s - Steady F1: 0.9405, Precision: 0.9396, Recall: 0.9418 +2026-05-23 06:28:02,346 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.9405 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.9542 +2026-05-23 06:28:02,346 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7173 +2026-05-23 06:28:02,346 - INFO - Horizon 0.5s - Transition F1: 0.7044, Precision: 0.6804, Recall: 0.7388 +2026-05-23 06:28:02,346 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.7044 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.7192 +2026-05-23 06:28:02,346 - INFO - +2026-05-23 06:28:02,346 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8800 +2026-05-23 06:28:02,346 - INFO - Horizon 1.0s - Overall F1: 0.8553, Precision: 0.8675, Recall: 0.8472 +2026-05-23 06:28:02,346 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.8553 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.8781 +2026-05-23 06:28:02,346 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9234 +2026-05-23 06:28:02,346 - INFO - Horizon 1.0s - Steady F1: 0.8910, Precision: 0.9062, Recall: 0.8798 +2026-05-23 06:28:02,346 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.8910 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.9223 +2026-05-23 06:28:02,346 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6286 +2026-05-23 06:28:02,346 - INFO - Horizon 1.0s - Transition F1: 0.6121, Precision: 0.6102, Recall: 0.6312 +2026-05-23 06:28:02,346 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:28:02,346 - INFO - Macro F1: 0.6121 +2026-05-23 06:28:02,346 - INFO - Weighted F1: 0.6323 +2026-05-23 06:28:02,582 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_39.pt +2026-05-23 06:28:02,583 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_39.csv +2026-05-23 06:28:02,583 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_39.csv +2026-05-23 06:28:02,584 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_39.csv +2026-05-23 06:28:02,584 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_39.csv +2026-05-23 06:28:02,584 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_39.csv +2026-05-23 06:28:02,585 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_39.csv +2026-05-23 06:28:02,585 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_39.csv +2026-05-23 06:28:02,586 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_39.csv +2026-05-23 06:28:02,586 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_39.csv +2026-05-23 06:28:02,586 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_39.csv +2026-05-23 06:28:02,587 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_39.csv +2026-05-23 06:28:02,587 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_39.csv +2026-05-23 06:28:02,587 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_39.csv +2026-05-23 06:28:02,588 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_39.csv +2026-05-23 06:28:02,588 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_39.csv +2026-05-23 06:28:02,588 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_39.csv +2026-05-23 06:28:02,589 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_39.csv +2026-05-23 06:28:02,589 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_39.csv +2026-05-23 06:28:02,621 - INFO - Removed old checkpoint: checkpoint_epoch_38.pt +2026-05-23 06:28:02,621 - INFO - Epoch 40/50, Learning Rate: 0.000048 +2026-05-23 06:28:22,738 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:28:22,799 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:28:22,849 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:28:22,910 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:28:22,983 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:28:23,055 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:28:24,608 - INFO - Epoch 40/50: +2026-05-23 06:28:24,609 - INFO - Train: loss=0.6186, accuracy_overall=0.9613 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s: accuracy=0.9710 +2026-05-23 06:28:24,609 - INFO - Horizon 0.1s: accuracy=0.9700 +2026-05-23 06:28:24,609 - INFO - Horizon 0.2s: accuracy=0.9752 +2026-05-23 06:28:24,609 - INFO - Horizon 0.3s: accuracy=0.9695 +2026-05-23 06:28:24,609 - INFO - Horizon 0.5s: accuracy=0.9546 +2026-05-23 06:28:24,609 - INFO - Horizon 1.0s: accuracy=0.9276 +2026-05-23 06:28:24,609 - INFO - Val Horizon 0.0s - Overall: loss=0.6836, accuracy=0.9563 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s - Overall F1: 0.9537, Precision: 0.9551, Recall: 0.9523 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:28:24,609 - INFO - Macro F1: 0.9537 +2026-05-23 06:28:24,609 - INFO - Weighted F1: 0.9563 +2026-05-23 06:28:24,609 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9817 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s - Steady F1: 0.9803, Precision: 0.9776, Recall: 0.9832 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:28:24,609 - INFO - Macro F1: 0.9803 +2026-05-23 06:28:24,609 - INFO - Weighted F1: 0.9817 +2026-05-23 06:28:24,609 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8055 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s - Transition F1: 0.7711, Precision: 0.7862, Recall: 0.7592 +2026-05-23 06:28:24,609 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:28:24,609 - INFO - Macro F1: 0.7711 +2026-05-23 06:28:24,609 - INFO - Weighted F1: 0.8056 +2026-05-23 06:28:24,609 - INFO - +2026-05-23 06:28:24,609 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9500 +2026-05-23 06:28:24,609 - INFO - Horizon 0.1s - Overall F1: 0.9461, Precision: 0.9463, Recall: 0.9460 +2026-05-23 06:28:24,609 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.9461 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.9501 +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9793 +2026-05-23 06:28:24,610 - INFO - Horizon 0.1s - Steady F1: 0.9769, Precision: 0.9725, Recall: 0.9817 +2026-05-23 06:28:24,610 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.9769 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.9793 +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7767 +2026-05-23 06:28:24,610 - INFO - Horizon 0.1s - Transition F1: 0.7591, Precision: 0.7723, Recall: 0.7500 +2026-05-23 06:28:24,610 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.7591 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.7767 +2026-05-23 06:28:24,610 - INFO - +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9416 +2026-05-23 06:28:24,610 - INFO - Horizon 0.2s - Overall F1: 0.9352, Precision: 0.9330, Recall: 0.9375 +2026-05-23 06:28:24,610 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.9352 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.9416 +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9753 +2026-05-23 06:28:24,610 - INFO - Horizon 0.2s - Steady F1: 0.9703, Precision: 0.9648, Recall: 0.9762 +2026-05-23 06:28:24,610 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.9703 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.9754 +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7433 +2026-05-23 06:28:24,610 - INFO - Horizon 0.2s - Transition F1: 0.7398, Precision: 0.7380, Recall: 0.7464 +2026-05-23 06:28:24,610 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.7398 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.7437 +2026-05-23 06:28:24,610 - INFO - +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9358 +2026-05-23 06:28:24,610 - INFO - Horizon 0.3s - Overall F1: 0.9291, Precision: 0.9261, Recall: 0.9322 +2026-05-23 06:28:24,610 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:28:24,610 - INFO - Macro F1: 0.9291 +2026-05-23 06:28:24,610 - INFO - Weighted F1: 0.9359 +2026-05-23 06:28:24,610 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9686 +2026-05-23 06:28:24,610 - INFO - Horizon 0.3s - Steady F1: 0.9609, Precision: 0.9542, Recall: 0.9682 +2026-05-23 06:28:24,610 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.9609 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.9688 +2026-05-23 06:28:24,611 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7446 +2026-05-23 06:28:24,611 - INFO - Horizon 0.3s - Transition F1: 0.7267, Precision: 0.7203, Recall: 0.7372 +2026-05-23 06:28:24,611 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.7267 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.7450 +2026-05-23 06:28:24,611 - INFO - +2026-05-23 06:28:24,611 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9222 +2026-05-23 06:28:24,611 - INFO - Horizon 0.5s - Overall F1: 0.9102, Precision: 0.9038, Recall: 0.9170 +2026-05-23 06:28:24,611 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.9102 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.9222 +2026-05-23 06:28:24,611 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9563 +2026-05-23 06:28:24,611 - INFO - Horizon 0.5s - Steady F1: 0.9417, Precision: 0.9350, Recall: 0.9489 +2026-05-23 06:28:24,611 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.9417 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.9566 +2026-05-23 06:28:24,611 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7235 +2026-05-23 06:28:24,611 - INFO - Horizon 0.5s - Transition F1: 0.7038, Precision: 0.6847, Recall: 0.7323 +2026-05-23 06:28:24,611 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.7038 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.7237 +2026-05-23 06:28:24,611 - INFO - +2026-05-23 06:28:24,611 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8803 +2026-05-23 06:28:24,611 - INFO - Horizon 1.0s - Overall F1: 0.8589, Precision: 0.8582, Recall: 0.8608 +2026-05-23 06:28:24,611 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.8589 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.8800 +2026-05-23 06:28:24,611 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9234 +2026-05-23 06:28:24,611 - INFO - Horizon 1.0s - Steady F1: 0.8918, Precision: 0.8926, Recall: 0.8929 +2026-05-23 06:28:24,611 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.8918 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.9234 +2026-05-23 06:28:24,611 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6309 +2026-05-23 06:28:24,611 - INFO - Horizon 1.0s - Transition F1: 0.6138, Precision: 0.6063, Recall: 0.6352 +2026-05-23 06:28:24,611 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:28:24,611 - INFO - Macro F1: 0.6138 +2026-05-23 06:28:24,611 - INFO - Weighted F1: 0.6335 +2026-05-23 06:28:24,969 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_40.pt +2026-05-23 06:28:24,971 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_40.csv +2026-05-23 06:28:24,971 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:28:24,972 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:28:24,972 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_40.csv +2026-05-23 06:28:24,973 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:28:24,973 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:24,973 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_40.csv +2026-05-23 06:28:24,974 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:28:24,974 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:24,975 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_40.csv +2026-05-23 06:28:24,975 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:28:24,976 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:28:24,976 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_40.csv +2026-05-23 06:28:24,977 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:28:24,977 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:24,978 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_40.csv +2026-05-23 06:28:24,978 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:28:24,978 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:24,979 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_40.csv +2026-05-23 06:28:24,979 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:28:24,980 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:28:24,980 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_40.csv +2026-05-23 06:28:24,981 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:28:24,981 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:24,982 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_40.csv +2026-05-23 06:28:24,982 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:28:24,982 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:24,983 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_40.csv +2026-05-23 06:28:24,983 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:28:24,984 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:28:24,984 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_40.csv +2026-05-23 06:28:24,985 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:28:24,985 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:24,985 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_40.csv +2026-05-23 06:28:24,986 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:28:24,986 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:24,987 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_40.csv +2026-05-23 06:28:24,987 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:28:24,988 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:28:24,988 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_40.csv +2026-05-23 06:28:24,988 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:28:24,989 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:24,989 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_40.csv +2026-05-23 06:28:24,990 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:28:24,990 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:24,990 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_40.csv +2026-05-23 06:28:24,991 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:28:24,991 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:28:24,992 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_40.csv +2026-05-23 06:28:24,992 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:28:24,993 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:24,993 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_40.csv +2026-05-23 06:28:24,993 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:28:24,994 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:25,038 - INFO - Removed old checkpoint: checkpoint_epoch_39.pt +2026-05-23 06:28:25,459 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:28:25,467 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:28:25,558 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:28:25,560 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:28:25,561 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:28:25,562 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:28:25,563 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:28:25,564 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:28:25,565 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:28:25,566 - INFO - Epoch 41/50, Learning Rate: 0.000043 +2026-05-23 06:28:47,223 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:28:47,269 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:28:47,307 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:28:47,349 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:28:47,393 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:28:47,443 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:28:48,447 - INFO - Epoch 41/50: +2026-05-23 06:28:48,448 - INFO - Train: loss=0.6183, accuracy_overall=0.9632 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s: accuracy=0.9718 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s: accuracy=0.9728 +2026-05-23 06:28:48,448 - INFO - Horizon 0.2s: accuracy=0.9701 +2026-05-23 06:28:48,448 - INFO - Horizon 0.3s: accuracy=0.9689 +2026-05-23 06:28:48,448 - INFO - Horizon 0.5s: accuracy=0.9580 +2026-05-23 06:28:48,448 - INFO - Horizon 1.0s: accuracy=0.9378 +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.0s - Overall: loss=0.6779, accuracy=0.9576 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s - Overall F1: 0.9543, Precision: 0.9570, Recall: 0.9517 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.9543 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.9576 +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9831 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s - Steady F1: 0.9814, Precision: 0.9799, Recall: 0.9831 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.9814 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.9832 +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8063 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s - Transition F1: 0.7720, Precision: 0.7849, Recall: 0.7636 +2026-05-23 06:28:48,448 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.7720 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.8070 +2026-05-23 06:28:48,448 - INFO - +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9516 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s - Overall F1: 0.9476, Precision: 0.9517, Recall: 0.9436 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.9476 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.9516 +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9817 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s - Steady F1: 0.9793, Precision: 0.9770, Recall: 0.9819 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.9793 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.9817 +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7736 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s - Transition F1: 0.7483, Precision: 0.7699, Recall: 0.7331 +2026-05-23 06:28:48,448 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.7483 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.7745 +2026-05-23 06:28:48,448 - INFO - +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9466 +2026-05-23 06:28:48,448 - INFO - Horizon 0.2s - Overall F1: 0.9403, Precision: 0.9406, Recall: 0.9401 +2026-05-23 06:28:48,448 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.9403 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.9466 +2026-05-23 06:28:48,448 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9783 +2026-05-23 06:28:48,448 - INFO - Horizon 0.2s - Steady F1: 0.9740, Precision: 0.9701, Recall: 0.9782 +2026-05-23 06:28:48,448 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:28:48,448 - INFO - Macro F1: 0.9740 +2026-05-23 06:28:48,448 - INFO - Weighted F1: 0.9784 +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7598 +2026-05-23 06:28:48,449 - INFO - Horizon 0.2s - Transition F1: 0.7398, Precision: 0.7425, Recall: 0.7404 +2026-05-23 06:28:48,449 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.7398 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.7603 +2026-05-23 06:28:48,449 - INFO - +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9390 +2026-05-23 06:28:48,449 - INFO - Horizon 0.3s - Overall F1: 0.9307, Precision: 0.9300, Recall: 0.9317 +2026-05-23 06:28:48,449 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.9307 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.9390 +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9722 +2026-05-23 06:28:48,449 - INFO - Horizon 0.3s - Steady F1: 0.9630, Precision: 0.9573, Recall: 0.9693 +2026-05-23 06:28:48,449 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.9630 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.9723 +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7453 +2026-05-23 06:28:48,449 - INFO - Horizon 0.3s - Transition F1: 0.7287, Precision: 0.7308, Recall: 0.7293 +2026-05-23 06:28:48,449 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.7287 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.7463 +2026-05-23 06:28:48,449 - INFO - +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9273 +2026-05-23 06:28:48,449 - INFO - Horizon 0.5s - Overall F1: 0.9144, Precision: 0.9178, Recall: 0.9117 +2026-05-23 06:28:48,449 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.9144 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.9270 +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9607 +2026-05-23 06:28:48,449 - INFO - Horizon 0.5s - Steady F1: 0.9464, Precision: 0.9454, Recall: 0.9478 +2026-05-23 06:28:48,449 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.9464 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.9608 +2026-05-23 06:28:48,449 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7328 +2026-05-23 06:28:48,449 - INFO - Horizon 0.5s - Transition F1: 0.7037, Precision: 0.7030, Recall: 0.7120 +2026-05-23 06:28:48,449 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.7037 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.7341 +2026-05-23 06:28:48,449 - INFO - +2026-05-23 06:28:48,449 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8822 +2026-05-23 06:28:48,449 - INFO - Horizon 1.0s - Overall F1: 0.8574, Precision: 0.8659, Recall: 0.8507 +2026-05-23 06:28:48,449 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.8574 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.8813 +2026-05-23 06:28:48,449 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9243 +2026-05-23 06:28:48,449 - INFO - Horizon 1.0s - Steady F1: 0.8908, Precision: 0.8964, Recall: 0.8860 +2026-05-23 06:28:48,449 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.8908 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.9240 +2026-05-23 06:28:48,449 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6378 +2026-05-23 06:28:48,449 - INFO - Horizon 1.0s - Transition F1: 0.5973, Precision: 0.6064, Recall: 0.5995 +2026-05-23 06:28:48,449 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:28:48,449 - INFO - Macro F1: 0.5973 +2026-05-23 06:28:48,449 - INFO - Weighted F1: 0.6403 +2026-05-23 06:28:48,685 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_41.pt +2026-05-23 06:28:48,686 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_41.csv +2026-05-23 06:28:48,686 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:28:48,687 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:28:48,687 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_41.csv +2026-05-23 06:28:48,687 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:28:48,688 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:48,688 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_41.csv +2026-05-23 06:28:48,688 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:28:48,689 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:48,689 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_41.csv +2026-05-23 06:28:48,689 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:28:48,690 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:28:48,690 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_41.csv +2026-05-23 06:28:48,717 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:28:48,718 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:48,718 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_41.csv +2026-05-23 06:28:48,719 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:28:48,719 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:48,720 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_41.csv +2026-05-23 06:28:48,720 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:28:48,720 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:28:48,721 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_41.csv +2026-05-23 06:28:48,721 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:28:48,722 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:48,722 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_41.csv +2026-05-23 06:28:48,723 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:28:48,723 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:48,723 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_41.csv +2026-05-23 06:28:48,724 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:28:48,724 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:28:48,724 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_41.csv +2026-05-23 06:28:48,725 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:28:48,725 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:48,725 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_41.csv +2026-05-23 06:28:48,726 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:28:48,726 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:48,726 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_41.csv +2026-05-23 06:28:48,727 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:28:48,727 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:28:48,727 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_41.csv +2026-05-23 06:28:48,728 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:28:48,728 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:48,728 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_41.csv +2026-05-23 06:28:48,729 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:28:48,729 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:48,729 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_41.csv +2026-05-23 06:28:48,730 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:28:48,730 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:28:48,730 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_41.csv +2026-05-23 06:28:48,731 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:28:48,731 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:28:48,731 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_41.csv +2026-05-23 06:28:48,732 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:28:48,732 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:28:48,762 - INFO - Removed old checkpoint: checkpoint_epoch_40.pt +2026-05-23 06:28:49,069 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:28:49,074 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:28:49,136 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:28:49,137 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:28:49,138 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:28:49,138 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:28:49,139 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:28:49,140 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:28:49,140 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:28:49,141 - INFO - Epoch 42/50, Learning Rate: 0.000043 +2026-05-23 06:29:09,826 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:29:09,878 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:29:09,923 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:29:09,968 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:29:10,014 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:29:10,068 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:29:11,058 - INFO - Epoch 42/50: +2026-05-23 06:29:11,058 - INFO - Train: loss=0.6123, accuracy_overall=0.9651 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s: accuracy=0.9738 +2026-05-23 06:29:11,058 - INFO - Horizon 0.1s: accuracy=0.9772 +2026-05-23 06:29:11,058 - INFO - Horizon 0.2s: accuracy=0.9740 +2026-05-23 06:29:11,058 - INFO - Horizon 0.3s: accuracy=0.9747 +2026-05-23 06:29:11,058 - INFO - Horizon 0.5s: accuracy=0.9594 +2026-05-23 06:29:11,058 - INFO - Horizon 1.0s: accuracy=0.9317 +2026-05-23 06:29:11,058 - INFO - Val Horizon 0.0s - Overall: loss=0.6826, accuracy=0.9531 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s - Overall F1: 0.9500, Precision: 0.9523, Recall: 0.9479 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:29:11,058 - INFO - Macro F1: 0.9500 +2026-05-23 06:29:11,058 - INFO - Weighted F1: 0.9530 +2026-05-23 06:29:11,058 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9818 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s - Steady F1: 0.9805, Precision: 0.9780, Recall: 0.9832 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:29:11,058 - INFO - Macro F1: 0.9805 +2026-05-23 06:29:11,058 - INFO - Weighted F1: 0.9818 +2026-05-23 06:29:11,058 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7827 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s - Transition F1: 0.7555, Precision: 0.7624, Recall: 0.7542 +2026-05-23 06:29:11,058 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.7555 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.7843 +2026-05-23 06:29:11,059 - INFO - +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9490 +2026-05-23 06:29:11,059 - INFO - Horizon 0.1s - Overall F1: 0.9441, Precision: 0.9474, Recall: 0.9412 +2026-05-23 06:29:11,059 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.9441 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.9489 +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9802 +2026-05-23 06:29:11,059 - INFO - Horizon 0.1s - Steady F1: 0.9773, Precision: 0.9741, Recall: 0.9808 +2026-05-23 06:29:11,059 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.9773 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.9803 +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7642 +2026-05-23 06:29:11,059 - INFO - Horizon 0.1s - Transition F1: 0.7477, Precision: 0.7621, Recall: 0.7413 +2026-05-23 06:29:11,059 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.7477 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.7652 +2026-05-23 06:29:11,059 - INFO - +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9447 +2026-05-23 06:29:11,059 - INFO - Horizon 0.2s - Overall F1: 0.9385, Precision: 0.9407, Recall: 0.9367 +2026-05-23 06:29:11,059 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.9385 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.9446 +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9755 +2026-05-23 06:29:11,059 - INFO - Horizon 0.2s - Steady F1: 0.9701, Precision: 0.9671, Recall: 0.9738 +2026-05-23 06:29:11,059 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.9701 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.9756 +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7629 +2026-05-23 06:29:11,059 - INFO - Horizon 0.2s - Transition F1: 0.7510, Precision: 0.7574, Recall: 0.7535 +2026-05-23 06:29:11,059 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.7510 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.7640 +2026-05-23 06:29:11,059 - INFO - +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9373 +2026-05-23 06:29:11,059 - INFO - Horizon 0.3s - Overall F1: 0.9295, Precision: 0.9307, Recall: 0.9289 +2026-05-23 06:29:11,059 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.9295 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.9371 +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9707 +2026-05-23 06:29:11,059 - INFO - Horizon 0.3s - Steady F1: 0.9613, Precision: 0.9575, Recall: 0.9661 +2026-05-23 06:29:11,059 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.9613 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.9708 +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7422 +2026-05-23 06:29:11,059 - INFO - Horizon 0.3s - Transition F1: 0.7301, Precision: 0.7268, Recall: 0.7419 +2026-05-23 06:29:11,059 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:29:11,059 - INFO - Macro F1: 0.7301 +2026-05-23 06:29:11,059 - INFO - Weighted F1: 0.7436 +2026-05-23 06:29:11,059 - INFO - +2026-05-23 06:29:11,059 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9248 +2026-05-23 06:29:11,060 - INFO - Horizon 0.5s - Overall F1: 0.9104, Precision: 0.9074, Recall: 0.9146 +2026-05-23 06:29:11,060 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:29:11,060 - INFO - Macro F1: 0.9104 +2026-05-23 06:29:11,060 - INFO - Weighted F1: 0.9246 +2026-05-23 06:29:11,060 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9583 +2026-05-23 06:29:11,060 - INFO - Horizon 0.5s - Steady F1: 0.9417, Precision: 0.9375, Recall: 0.9470 +2026-05-23 06:29:11,060 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:29:11,060 - INFO - Macro F1: 0.9417 +2026-05-23 06:29:11,060 - INFO - Weighted F1: 0.9585 +2026-05-23 06:29:11,060 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7297 +2026-05-23 06:29:11,060 - INFO - Horizon 0.5s - Transition F1: 0.7089, Precision: 0.6887, Recall: 0.7405 +2026-05-23 06:29:11,060 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:29:11,060 - INFO - Macro F1: 0.7089 +2026-05-23 06:29:11,060 - INFO - Weighted F1: 0.7305 +2026-05-23 06:29:11,060 - INFO - +2026-05-23 06:29:11,060 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8794 +2026-05-23 06:29:11,060 - INFO - Horizon 1.0s - Overall F1: 0.8532, Precision: 0.8542, Recall: 0.8539 +2026-05-23 06:29:11,060 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:29:11,060 - INFO - Macro F1: 0.8532 +2026-05-23 06:29:11,060 - INFO - Weighted F1: 0.8787 +2026-05-23 06:29:11,060 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9194 +2026-05-23 06:29:11,060 - INFO - Horizon 1.0s - Steady F1: 0.8843, Precision: 0.8828, Recall: 0.8878 +2026-05-23 06:29:11,060 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:29:11,060 - INFO - Macro F1: 0.8843 +2026-05-23 06:29:11,060 - INFO - Weighted F1: 0.9194 +2026-05-23 06:29:11,060 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6479 +2026-05-23 06:29:11,060 - INFO - Horizon 1.0s - Transition F1: 0.6196, Precision: 0.6128, Recall: 0.6387 +2026-05-23 06:29:11,060 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:29:11,060 - INFO - Macro F1: 0.6196 +2026-05-23 06:29:11,060 - INFO - Weighted F1: 0.6508 +2026-05-23 06:29:11,298 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_42.pt +2026-05-23 06:29:11,299 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_42.csv +2026-05-23 06:29:11,300 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_42.csv +2026-05-23 06:29:11,300 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_42.csv +2026-05-23 06:29:11,301 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_42.csv +2026-05-23 06:29:11,301 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_42.csv +2026-05-23 06:29:11,302 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_42.csv +2026-05-23 06:29:11,302 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_42.csv +2026-05-23 06:29:11,302 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_42.csv +2026-05-23 06:29:11,303 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_42.csv +2026-05-23 06:29:11,303 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_42.csv +2026-05-23 06:29:11,303 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_42.csv +2026-05-23 06:29:11,304 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_42.csv +2026-05-23 06:29:11,304 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_42.csv +2026-05-23 06:29:11,304 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_42.csv +2026-05-23 06:29:11,305 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_42.csv +2026-05-23 06:29:11,305 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_42.csv +2026-05-23 06:29:11,305 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_42.csv +2026-05-23 06:29:11,306 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_42.csv +2026-05-23 06:29:11,339 - INFO - Removed old checkpoint: checkpoint_epoch_41.pt +2026-05-23 06:29:11,339 - INFO - Epoch 43/50, Learning Rate: 0.000043 +2026-05-23 06:29:35,885 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:29:35,961 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:29:36,029 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:29:36,098 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:29:36,170 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:29:36,242 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:29:37,609 - INFO - Epoch 43/50: +2026-05-23 06:29:37,610 - INFO - Train: loss=0.6112, accuracy_overall=0.9655 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s: accuracy=0.9735 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s: accuracy=0.9755 +2026-05-23 06:29:37,610 - INFO - Horizon 0.2s: accuracy=0.9731 +2026-05-23 06:29:37,610 - INFO - Horizon 0.3s: accuracy=0.9725 +2026-05-23 06:29:37,610 - INFO - Horizon 0.5s: accuracy=0.9628 +2026-05-23 06:29:37,610 - INFO - Horizon 1.0s: accuracy=0.9358 +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.0s - Overall: loss=0.6798, accuracy=0.9541 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s - Overall F1: 0.9519, Precision: 0.9556, Recall: 0.9484 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.9519 +2026-05-23 06:29:37,610 - INFO - Weighted F1: 0.9540 +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9810 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s - Steady F1: 0.9800, Precision: 0.9792, Recall: 0.9811 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.9800 +2026-05-23 06:29:37,610 - INFO - Weighted F1: 0.9810 +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7945 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s - Transition F1: 0.7635, Precision: 0.7721, Recall: 0.7606 +2026-05-23 06:29:37,610 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.7635 +2026-05-23 06:29:37,610 - INFO - Weighted F1: 0.7961 +2026-05-23 06:29:37,610 - INFO - +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9487 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s - Overall F1: 0.9446, Precision: 0.9469, Recall: 0.9426 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.9446 +2026-05-23 06:29:37,610 - INFO - Weighted F1: 0.9487 +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9802 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s - Steady F1: 0.9779, Precision: 0.9760, Recall: 0.9800 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.9779 +2026-05-23 06:29:37,610 - INFO - Weighted F1: 0.9802 +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7626 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s - Transition F1: 0.7442, Precision: 0.7508, Recall: 0.7437 +2026-05-23 06:29:37,610 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.7442 +2026-05-23 06:29:37,610 - INFO - Weighted F1: 0.7630 +2026-05-23 06:29:37,610 - INFO - +2026-05-23 06:29:37,610 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9434 +2026-05-23 06:29:37,610 - INFO - Horizon 0.2s - Overall F1: 0.9372, Precision: 0.9396, Recall: 0.9351 +2026-05-23 06:29:37,610 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:29:37,610 - INFO - Macro F1: 0.9372 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9433 +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9767 +2026-05-23 06:29:37,611 - INFO - Horizon 0.2s - Steady F1: 0.9725, Precision: 0.9715, Recall: 0.9737 +2026-05-23 06:29:37,611 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.9725 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9768 +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7473 +2026-05-23 06:29:37,611 - INFO - Horizon 0.2s - Transition F1: 0.7333, Precision: 0.7365, Recall: 0.7379 +2026-05-23 06:29:37,611 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.7333 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.7479 +2026-05-23 06:29:37,611 - INFO - +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9373 +2026-05-23 06:29:37,611 - INFO - Horizon 0.3s - Overall F1: 0.9301, Precision: 0.9316, Recall: 0.9288 +2026-05-23 06:29:37,611 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.9301 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9371 +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9710 +2026-05-23 06:29:37,611 - INFO - Horizon 0.3s - Steady F1: 0.9629, Precision: 0.9608, Recall: 0.9653 +2026-05-23 06:29:37,611 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.9629 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9710 +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7407 +2026-05-23 06:29:37,611 - INFO - Horizon 0.3s - Transition F1: 0.7287, Precision: 0.7257, Recall: 0.7381 +2026-05-23 06:29:37,611 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.7287 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.7420 +2026-05-23 06:29:37,611 - INFO - +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9242 +2026-05-23 06:29:37,611 - INFO - Horizon 0.5s - Overall F1: 0.9089, Precision: 0.9088, Recall: 0.9102 +2026-05-23 06:29:37,611 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.9089 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9237 +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9588 +2026-05-23 06:29:37,611 - INFO - Horizon 0.5s - Steady F1: 0.9423, Precision: 0.9412, Recall: 0.9438 +2026-05-23 06:29:37,611 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.9423 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9588 +2026-05-23 06:29:37,611 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7227 +2026-05-23 06:29:37,611 - INFO - Horizon 0.5s - Transition F1: 0.6979, Precision: 0.6802, Recall: 0.7254 +2026-05-23 06:29:37,611 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.6979 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.7246 +2026-05-23 06:29:37,611 - INFO - +2026-05-23 06:29:37,611 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8825 +2026-05-23 06:29:37,611 - INFO - Horizon 1.0s - Overall F1: 0.8562, Precision: 0.8568, Recall: 0.8603 +2026-05-23 06:29:37,611 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.8562 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.8811 +2026-05-23 06:29:37,611 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9252 +2026-05-23 06:29:37,611 - INFO - Horizon 1.0s - Steady F1: 0.8918, Precision: 0.8944, Recall: 0.8933 +2026-05-23 06:29:37,611 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.8918 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.9247 +2026-05-23 06:29:37,611 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6347 +2026-05-23 06:29:37,611 - INFO - Horizon 1.0s - Transition F1: 0.6099, Precision: 0.5936, Recall: 0.6460 +2026-05-23 06:29:37,611 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:29:37,611 - INFO - Macro F1: 0.6099 +2026-05-23 06:29:37,611 - INFO - Weighted F1: 0.6378 +2026-05-23 06:29:37,832 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_43.pt +2026-05-23 06:29:37,833 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_43.csv +2026-05-23 06:29:37,833 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_43.csv +2026-05-23 06:29:37,833 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_43.csv +2026-05-23 06:29:37,834 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_43.csv +2026-05-23 06:29:37,834 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_43.csv +2026-05-23 06:29:37,834 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_43.csv +2026-05-23 06:29:37,835 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_43.csv +2026-05-23 06:29:37,835 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_43.csv +2026-05-23 06:29:37,835 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_43.csv +2026-05-23 06:29:37,836 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_43.csv +2026-05-23 06:29:37,836 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_43.csv +2026-05-23 06:29:37,836 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_43.csv +2026-05-23 06:29:37,837 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_43.csv +2026-05-23 06:29:37,837 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_43.csv +2026-05-23 06:29:37,837 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_43.csv +2026-05-23 06:29:37,838 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_43.csv +2026-05-23 06:29:37,838 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_43.csv +2026-05-23 06:29:37,838 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_43.csv +2026-05-23 06:29:37,869 - INFO - Removed old checkpoint: checkpoint_epoch_42.pt +2026-05-23 06:29:37,869 - INFO - Epoch 44/50, Learning Rate: 0.000043 +2026-05-23 06:29:58,400 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:29:58,447 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:29:58,491 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:29:58,534 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:29:58,582 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:29:58,630 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:29:59,626 - INFO - Epoch 44/50: +2026-05-23 06:29:59,627 - INFO - Train: loss=0.6097, accuracy_overall=0.9664 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s: accuracy=0.9745 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s: accuracy=0.9760 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s: accuracy=0.9720 +2026-05-23 06:29:59,627 - INFO - Horizon 0.3s: accuracy=0.9711 +2026-05-23 06:29:59,627 - INFO - Horizon 0.5s: accuracy=0.9615 +2026-05-23 06:29:59,627 - INFO - Horizon 1.0s: accuracy=0.9431 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.0s - Overall: loss=0.6757, accuracy=0.9577 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s - Overall F1: 0.9550, Precision: 0.9557, Recall: 0.9544 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.9550 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.9577 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9835 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s - Steady F1: 0.9827, Precision: 0.9808, Recall: 0.9848 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.9827 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.9835 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8047 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s - Transition F1: 0.7785, Precision: 0.7758, Recall: 0.7852 +2026-05-23 06:29:59,627 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.7785 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.8057 +2026-05-23 06:29:59,627 - INFO - +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9495 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s - Overall F1: 0.9457, Precision: 0.9429, Recall: 0.9488 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.9457 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.9495 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9803 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s - Steady F1: 0.9781, Precision: 0.9730, Recall: 0.9835 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.9781 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.9804 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7673 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s - Transition F1: 0.7590, Precision: 0.7493, Recall: 0.7736 +2026-05-23 06:29:59,627 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.7590 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.7677 +2026-05-23 06:29:59,627 - INFO - +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9449 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s - Overall F1: 0.9404, Precision: 0.9395, Recall: 0.9415 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.9404 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.9449 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9767 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s - Steady F1: 0.9720, Precision: 0.9674, Recall: 0.9771 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.9720 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.9768 +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7574 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s - Transition F1: 0.7482, Precision: 0.7492, Recall: 0.7530 +2026-05-23 06:29:59,627 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:29:59,627 - INFO - Macro F1: 0.7482 +2026-05-23 06:29:59,627 - INFO - Weighted F1: 0.7579 +2026-05-23 06:29:59,627 - INFO - +2026-05-23 06:29:59,627 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9401 +2026-05-23 06:29:59,628 - INFO - Horizon 0.3s - Overall F1: 0.9333, Precision: 0.9311, Recall: 0.9357 +2026-05-23 06:29:59,628 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.9333 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.9401 +2026-05-23 06:29:59,628 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9722 +2026-05-23 06:29:59,628 - INFO - Horizon 0.3s - Steady F1: 0.9639, Precision: 0.9584, Recall: 0.9699 +2026-05-23 06:29:59,628 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.9639 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.9723 +2026-05-23 06:29:59,628 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7531 +2026-05-23 06:29:59,628 - INFO - Horizon 0.3s - Transition F1: 0.7426, Precision: 0.7349, Recall: 0.7543 +2026-05-23 06:29:59,628 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.7426 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.7537 +2026-05-23 06:29:59,628 - INFO - +2026-05-23 06:29:59,628 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9295 +2026-05-23 06:29:59,628 - INFO - Horizon 0.5s - Overall F1: 0.9176, Precision: 0.9175, Recall: 0.9182 +2026-05-23 06:29:59,628 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.9176 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.9292 +2026-05-23 06:29:59,628 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9619 +2026-05-23 06:29:59,628 - INFO - Horizon 0.5s - Steady F1: 0.9466, Precision: 0.9424, Recall: 0.9514 +2026-05-23 06:29:59,628 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.9466 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.9620 +2026-05-23 06:29:59,628 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7413 +2026-05-23 06:29:59,628 - INFO - Horizon 0.5s - Transition F1: 0.7220, Precision: 0.7160, Recall: 0.7340 +2026-05-23 06:29:59,628 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.7220 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.7434 +2026-05-23 06:29:59,628 - INFO - +2026-05-23 06:29:59,628 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8848 +2026-05-23 06:29:59,628 - INFO - Horizon 1.0s - Overall F1: 0.8592, Precision: 0.8617, Recall: 0.8588 +2026-05-23 06:29:59,628 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.8592 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.8839 +2026-05-23 06:29:59,628 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9272 +2026-05-23 06:29:59,628 - INFO - Horizon 1.0s - Steady F1: 0.8938, Precision: 0.8961, Recall: 0.8941 +2026-05-23 06:29:59,628 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.8938 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.9269 +2026-05-23 06:29:59,628 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6386 +2026-05-23 06:29:59,628 - INFO - Horizon 1.0s - Transition F1: 0.6042, Precision: 0.5983, Recall: 0.6192 +2026-05-23 06:29:59,628 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:29:59,628 - INFO - Macro F1: 0.6042 +2026-05-23 06:29:59,628 - INFO - Weighted F1: 0.6405 +2026-05-23 06:29:59,861 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_44.pt +2026-05-23 06:29:59,862 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_44.csv +2026-05-23 06:29:59,862 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:29:59,862 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 06:29:59,863 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_44.csv +2026-05-23 06:29:59,863 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:29:59,863 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:29:59,864 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_44.csv +2026-05-23 06:29:59,864 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:29:59,864 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:29:59,865 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_44.csv +2026-05-23 06:29:59,865 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:29:59,865 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 06:29:59,866 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_44.csv +2026-05-23 06:29:59,866 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:29:59,866 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 06:29:59,867 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_44.csv +2026-05-23 06:29:59,867 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:29:59,868 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 06:29:59,868 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_44.csv +2026-05-23 06:29:59,868 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:29:59,869 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 06:29:59,869 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_44.csv +2026-05-23 06:29:59,869 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:29:59,869 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 06:29:59,870 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_44.csv +2026-05-23 06:29:59,870 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:29:59,870 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 06:29:59,871 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_44.csv +2026-05-23 06:29:59,871 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:29:59,872 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 06:29:59,872 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_44.csv +2026-05-23 06:29:59,872 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:29:59,873 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 06:29:59,873 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_44.csv +2026-05-23 06:29:59,873 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:29:59,874 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 06:29:59,874 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_44.csv +2026-05-23 06:29:59,874 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:29:59,875 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 06:29:59,875 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_44.csv +2026-05-23 06:29:59,875 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:29:59,876 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 06:29:59,876 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_44.csv +2026-05-23 06:29:59,876 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:29:59,877 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 06:29:59,877 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_44.csv +2026-05-23 06:29:59,877 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:29:59,878 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 06:29:59,878 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_44.csv +2026-05-23 06:29:59,878 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:29:59,879 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 06:29:59,879 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_44.csv +2026-05-23 06:29:59,879 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:29:59,880 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 06:29:59,909 - INFO - Removed old checkpoint: checkpoint_epoch_43.pt +2026-05-23 06:30:00,211 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/best_model.pt +2026-05-23 06:30:00,216 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:30:00,277 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 06:30:00,278 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 06:30:00,279 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 06:30:00,279 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 06:30:00,280 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 06:30:00,281 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 06:30:00,281 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 06:30:00,281 - INFO - Epoch 45/50, Learning Rate: 0.000043 +2026-05-23 06:30:20,551 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:30:20,597 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:30:20,635 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:30:20,673 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:30:20,713 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:30:20,751 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:30:21,625 - INFO - Epoch 45/50: +2026-05-23 06:30:21,625 - INFO - Train: loss=0.6122, accuracy_overall=0.9646 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s: accuracy=0.9725 +2026-05-23 06:30:21,625 - INFO - Horizon 0.1s: accuracy=0.9763 +2026-05-23 06:30:21,625 - INFO - Horizon 0.2s: accuracy=0.9733 +2026-05-23 06:30:21,625 - INFO - Horizon 0.3s: accuracy=0.9701 +2026-05-23 06:30:21,625 - INFO - Horizon 0.5s: accuracy=0.9596 +2026-05-23 06:30:21,625 - INFO - Horizon 1.0s: accuracy=0.9360 +2026-05-23 06:30:21,625 - INFO - Val Horizon 0.0s - Overall: loss=0.6793, accuracy=0.9535 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s - Overall F1: 0.9510, Precision: 0.9519, Recall: 0.9502 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:30:21,625 - INFO - Macro F1: 0.9510 +2026-05-23 06:30:21,625 - INFO - Weighted F1: 0.9535 +2026-05-23 06:30:21,625 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9815 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s - Steady F1: 0.9811, Precision: 0.9792, Recall: 0.9832 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:30:21,625 - INFO - Macro F1: 0.9811 +2026-05-23 06:30:21,625 - INFO - Weighted F1: 0.9816 +2026-05-23 06:30:21,625 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7874 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s - Transition F1: 0.7604, Precision: 0.7579, Recall: 0.7656 +2026-05-23 06:30:21,625 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:30:21,625 - INFO - Macro F1: 0.7604 +2026-05-23 06:30:21,625 - INFO - Weighted F1: 0.7888 +2026-05-23 06:30:21,625 - INFO - +2026-05-23 06:30:21,625 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9476 +2026-05-23 06:30:21,625 - INFO - Horizon 0.1s - Overall F1: 0.9436, Precision: 0.9460, Recall: 0.9414 +2026-05-23 06:30:21,625 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:30:21,625 - INFO - Macro F1: 0.9436 +2026-05-23 06:30:21,625 - INFO - Weighted F1: 0.9475 +2026-05-23 06:30:21,625 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9789 +2026-05-23 06:30:21,626 - INFO - Horizon 0.1s - Steady F1: 0.9771, Precision: 0.9748, Recall: 0.9798 +2026-05-23 06:30:21,626 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.9771 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.9789 +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7626 +2026-05-23 06:30:21,626 - INFO - Horizon 0.1s - Transition F1: 0.7481, Precision: 0.7533, Recall: 0.7501 +2026-05-23 06:30:21,626 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.7481 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.7635 +2026-05-23 06:30:21,626 - INFO - +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9452 +2026-05-23 06:30:21,626 - INFO - Horizon 0.2s - Overall F1: 0.9402, Precision: 0.9435, Recall: 0.9372 +2026-05-23 06:30:21,626 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.9402 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.9452 +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9761 +2026-05-23 06:30:21,626 - INFO - Horizon 0.2s - Steady F1: 0.9721, Precision: 0.9697, Recall: 0.9750 +2026-05-23 06:30:21,626 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.9721 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.9761 +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7637 +2026-05-23 06:30:21,626 - INFO - Horizon 0.2s - Transition F1: 0.7497, Precision: 0.7628, Recall: 0.7471 +2026-05-23 06:30:21,626 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.7497 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.7642 +2026-05-23 06:30:21,626 - INFO - +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9380 +2026-05-23 06:30:21,626 - INFO - Horizon 0.3s - Overall F1: 0.9308, Precision: 0.9366, Recall: 0.9252 +2026-05-23 06:30:21,626 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.9308 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.9379 +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9707 +2026-05-23 06:30:21,626 - INFO - Horizon 0.3s - Steady F1: 0.9627, Precision: 0.9614, Recall: 0.9645 +2026-05-23 06:30:21,626 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.9627 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.9708 +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7469 +2026-05-23 06:30:21,626 - INFO - Horizon 0.3s - Transition F1: 0.7259, Precision: 0.7413, Recall: 0.7160 +2026-05-23 06:30:21,626 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.7259 +2026-05-23 06:30:21,626 - INFO - Weighted F1: 0.7486 +2026-05-23 06:30:21,626 - INFO - +2026-05-23 06:30:21,626 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9267 +2026-05-23 06:30:21,626 - INFO - Horizon 0.5s - Overall F1: 0.9142, Precision: 0.9145, Recall: 0.9142 +2026-05-23 06:30:21,626 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:30:21,626 - INFO - Macro F1: 0.9142 +2026-05-23 06:30:21,627 - INFO - Weighted F1: 0.9265 +2026-05-23 06:30:21,627 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9592 +2026-05-23 06:30:21,627 - INFO - Horizon 0.5s - Steady F1: 0.9434, Precision: 0.9408, Recall: 0.9467 +2026-05-23 06:30:21,627 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:30:21,627 - INFO - Macro F1: 0.9434 +2026-05-23 06:30:21,627 - INFO - Weighted F1: 0.9594 +2026-05-23 06:30:21,627 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7374 +2026-05-23 06:30:21,627 - INFO - Horizon 0.5s - Transition F1: 0.7144, Precision: 0.7022, Recall: 0.7324 +2026-05-23 06:30:21,627 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:30:21,627 - INFO - Macro F1: 0.7144 +2026-05-23 06:30:21,627 - INFO - Weighted F1: 0.7388 +2026-05-23 06:30:21,627 - INFO - +2026-05-23 06:30:21,627 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8836 +2026-05-23 06:30:21,627 - INFO - Horizon 1.0s - Overall F1: 0.8607, Precision: 0.8666, Recall: 0.8557 +2026-05-23 06:30:21,627 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:30:21,627 - INFO - Macro F1: 0.8607 +2026-05-23 06:30:21,627 - INFO - Weighted F1: 0.8834 +2026-05-23 06:30:21,627 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9231 +2026-05-23 06:30:21,627 - INFO - Horizon 1.0s - Steady F1: 0.8916, Precision: 0.8943, Recall: 0.8902 +2026-05-23 06:30:21,627 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:30:21,627 - INFO - Macro F1: 0.8916 +2026-05-23 06:30:21,627 - INFO - Weighted F1: 0.9233 +2026-05-23 06:30:21,627 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6548 +2026-05-23 06:30:21,627 - INFO - Horizon 1.0s - Transition F1: 0.6167, Precision: 0.6207, Recall: 0.6216 +2026-05-23 06:30:21,627 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:30:21,627 - INFO - Macro F1: 0.6167 +2026-05-23 06:30:21,627 - INFO - Weighted F1: 0.6560 +2026-05-23 06:30:21,836 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_45.pt +2026-05-23 06:30:21,837 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_45.csv +2026-05-23 06:30:21,837 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_45.csv +2026-05-23 06:30:21,838 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_45.csv +2026-05-23 06:30:21,838 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_45.csv +2026-05-23 06:30:21,839 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_45.csv +2026-05-23 06:30:21,839 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_45.csv +2026-05-23 06:30:21,839 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_45.csv +2026-05-23 06:30:21,840 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_45.csv +2026-05-23 06:30:21,840 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_45.csv +2026-05-23 06:30:21,840 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_45.csv +2026-05-23 06:30:21,841 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_45.csv +2026-05-23 06:30:21,841 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_45.csv +2026-05-23 06:30:21,841 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_45.csv +2026-05-23 06:30:21,842 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_45.csv +2026-05-23 06:30:21,842 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_45.csv +2026-05-23 06:30:21,842 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_45.csv +2026-05-23 06:30:21,843 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_45.csv +2026-05-23 06:30:21,843 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_45.csv +2026-05-23 06:30:21,872 - INFO - Removed old checkpoint: checkpoint_epoch_44.pt +2026-05-23 06:30:21,872 - INFO - Epoch 46/50, Learning Rate: 0.000039 +2026-05-23 06:30:42,891 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:30:42,930 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:30:42,966 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:30:43,008 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:30:43,044 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:30:43,083 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:30:44,291 - INFO - Epoch 46/50: +2026-05-23 06:30:44,291 - INFO - Train: loss=0.6114, accuracy_overall=0.9648 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s: accuracy=0.9695 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s: accuracy=0.9744 +2026-05-23 06:30:44,292 - INFO - Horizon 0.2s: accuracy=0.9761 +2026-05-23 06:30:44,292 - INFO - Horizon 0.3s: accuracy=0.9703 +2026-05-23 06:30:44,292 - INFO - Horizon 0.5s: accuracy=0.9644 +2026-05-23 06:30:44,292 - INFO - Horizon 1.0s: accuracy=0.9342 +2026-05-23 06:30:44,292 - INFO - Val Horizon 0.0s - Overall: loss=0.6808, accuracy=0.9550 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s - Overall F1: 0.9536, Precision: 0.9539, Recall: 0.9534 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:30:44,292 - INFO - Macro F1: 0.9536 +2026-05-23 06:30:44,292 - INFO - Weighted F1: 0.9550 +2026-05-23 06:30:44,292 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9803 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s - Steady F1: 0.9810, Precision: 0.9791, Recall: 0.9830 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:30:44,292 - INFO - Macro F1: 0.9810 +2026-05-23 06:30:44,292 - INFO - Weighted F1: 0.9804 +2026-05-23 06:30:44,292 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8047 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s - Transition F1: 0.7718, Precision: 0.7777, Recall: 0.7688 +2026-05-23 06:30:44,292 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:30:44,292 - INFO - Macro F1: 0.7718 +2026-05-23 06:30:44,292 - INFO - Weighted F1: 0.8048 +2026-05-23 06:30:44,292 - INFO - +2026-05-23 06:30:44,292 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9469 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s - Overall F1: 0.9425, Precision: 0.9423, Recall: 0.9428 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:30:44,292 - INFO - Macro F1: 0.9425 +2026-05-23 06:30:44,292 - INFO - Weighted F1: 0.9469 +2026-05-23 06:30:44,292 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9779 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s - Steady F1: 0.9758, Precision: 0.9715, Recall: 0.9804 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:30:44,292 - INFO - Macro F1: 0.9758 +2026-05-23 06:30:44,292 - INFO - Weighted F1: 0.9780 +2026-05-23 06:30:44,292 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7634 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s - Transition F1: 0.7411, Precision: 0.7427, Recall: 0.7431 +2026-05-23 06:30:44,292 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:30:44,292 - INFO - Macro F1: 0.7411 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.7637 +2026-05-23 06:30:44,293 - INFO - +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9424 +2026-05-23 06:30:44,293 - INFO - Horizon 0.2s - Overall F1: 0.9364, Precision: 0.9361, Recall: 0.9370 +2026-05-23 06:30:44,293 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.9364 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.9424 +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9743 +2026-05-23 06:30:44,293 - INFO - Horizon 0.2s - Steady F1: 0.9700, Precision: 0.9633, Recall: 0.9775 +2026-05-23 06:30:44,293 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.9700 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.9745 +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7543 +2026-05-23 06:30:44,293 - INFO - Horizon 0.2s - Transition F1: 0.7234, Precision: 0.7358, Recall: 0.7209 +2026-05-23 06:30:44,293 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.7234 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.7545 +2026-05-23 06:30:44,293 - INFO - +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9357 +2026-05-23 06:30:44,293 - INFO - Horizon 0.3s - Overall F1: 0.9279, Precision: 0.9271, Recall: 0.9290 +2026-05-23 06:30:44,293 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.9279 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.9357 +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9694 +2026-05-23 06:30:44,293 - INFO - Horizon 0.3s - Steady F1: 0.9603, Precision: 0.9541, Recall: 0.9677 +2026-05-23 06:30:44,293 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.9603 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.9696 +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7391 +2026-05-23 06:30:44,293 - INFO - Horizon 0.3s - Transition F1: 0.7220, Precision: 0.7187, Recall: 0.7293 +2026-05-23 06:30:44,293 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.7220 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.7402 +2026-05-23 06:30:44,293 - INFO - +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9225 +2026-05-23 06:30:44,293 - INFO - Horizon 0.5s - Overall F1: 0.9085, Precision: 0.9048, Recall: 0.9127 +2026-05-23 06:30:44,293 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.9085 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.9225 +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9577 +2026-05-23 06:30:44,293 - INFO - Horizon 0.5s - Steady F1: 0.9406, Precision: 0.9326, Recall: 0.9499 +2026-05-23 06:30:44,293 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.9406 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.9580 +2026-05-23 06:30:44,293 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7180 +2026-05-23 06:30:44,293 - INFO - Horizon 0.5s - Transition F1: 0.6932, Precision: 0.6839, Recall: 0.7118 +2026-05-23 06:30:44,293 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.6932 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.7188 +2026-05-23 06:30:44,293 - INFO - +2026-05-23 06:30:44,293 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8848 +2026-05-23 06:30:44,293 - INFO - Horizon 1.0s - Overall F1: 0.8582, Precision: 0.8597, Recall: 0.8577 +2026-05-23 06:30:44,293 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:30:44,293 - INFO - Macro F1: 0.8582 +2026-05-23 06:30:44,293 - INFO - Weighted F1: 0.8845 +2026-05-23 06:30:44,294 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9241 +2026-05-23 06:30:44,294 - INFO - Horizon 1.0s - Steady F1: 0.8896, Precision: 0.8865, Recall: 0.8940 +2026-05-23 06:30:44,294 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:30:44,294 - INFO - Macro F1: 0.8896 +2026-05-23 06:30:44,294 - INFO - Weighted F1: 0.9244 +2026-05-23 06:30:44,294 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6571 +2026-05-23 06:30:44,294 - INFO - Horizon 1.0s - Transition F1: 0.6080, Precision: 0.6099, Recall: 0.6166 +2026-05-23 06:30:44,294 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:30:44,294 - INFO - Macro F1: 0.6080 +2026-05-23 06:30:44,294 - INFO - Weighted F1: 0.6594 +2026-05-23 06:30:44,641 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_46.pt +2026-05-23 06:30:44,643 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_46.csv +2026-05-23 06:30:44,644 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_46.csv +2026-05-23 06:30:44,644 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_46.csv +2026-05-23 06:30:44,645 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_46.csv +2026-05-23 06:30:44,645 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_46.csv +2026-05-23 06:30:44,646 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_46.csv +2026-05-23 06:30:44,646 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_46.csv +2026-05-23 06:30:44,647 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_46.csv +2026-05-23 06:30:44,647 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_46.csv +2026-05-23 06:30:44,648 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_46.csv +2026-05-23 06:30:44,648 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_46.csv +2026-05-23 06:30:44,649 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_46.csv +2026-05-23 06:30:44,649 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_46.csv +2026-05-23 06:30:44,650 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_46.csv +2026-05-23 06:30:44,650 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_46.csv +2026-05-23 06:30:44,651 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_46.csv +2026-05-23 06:30:44,651 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_46.csv +2026-05-23 06:30:44,652 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_46.csv +2026-05-23 06:30:44,703 - INFO - Removed old checkpoint: checkpoint_epoch_45.pt +2026-05-23 06:30:44,703 - INFO - Epoch 47/50, Learning Rate: 0.000039 +2026-05-23 06:31:06,331 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:31:06,376 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:31:06,418 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:31:06,458 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:31:06,508 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:31:06,553 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:31:07,564 - INFO - Epoch 47/50: +2026-05-23 06:31:07,564 - INFO - Train: loss=0.6087, accuracy_overall=0.9670 +2026-05-23 06:31:07,564 - INFO - Horizon 0.0s: accuracy=0.9733 +2026-05-23 06:31:07,564 - INFO - Horizon 0.1s: accuracy=0.9768 +2026-05-23 06:31:07,564 - INFO - Horizon 0.2s: accuracy=0.9735 +2026-05-23 06:31:07,564 - INFO - Horizon 0.3s: accuracy=0.9749 +2026-05-23 06:31:07,564 - INFO - Horizon 0.5s: accuracy=0.9640 +2026-05-23 06:31:07,564 - INFO - Horizon 1.0s: accuracy=0.9392 +2026-05-23 06:31:07,564 - INFO - Val Horizon 0.0s - Overall: loss=0.6783, accuracy=0.9573 +2026-05-23 06:31:07,564 - INFO - Horizon 0.0s - Overall F1: 0.9543, Precision: 0.9577, Recall: 0.9511 +2026-05-23 06:31:07,564 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:31:07,564 - INFO - Macro F1: 0.9543 +2026-05-23 06:31:07,564 - INFO - Weighted F1: 0.9572 +2026-05-23 06:31:07,564 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9825 +2026-05-23 06:31:07,564 - INFO - Horizon 0.0s - Steady F1: 0.9812, Precision: 0.9797, Recall: 0.9827 +2026-05-23 06:31:07,564 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.9812 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.9825 +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8079 +2026-05-23 06:31:07,565 - INFO - Horizon 0.0s - Transition F1: 0.7739, Precision: 0.7931, Recall: 0.7601 +2026-05-23 06:31:07,565 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.7739 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.8085 +2026-05-23 06:31:07,565 - INFO - +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9487 +2026-05-23 06:31:07,565 - INFO - Horizon 0.1s - Overall F1: 0.9440, Precision: 0.9467, Recall: 0.9414 +2026-05-23 06:31:07,565 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.9440 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.9487 +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9790 +2026-05-23 06:31:07,565 - INFO - Horizon 0.1s - Steady F1: 0.9762, Precision: 0.9729, Recall: 0.9797 +2026-05-23 06:31:07,565 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.9762 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.9790 +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7697 +2026-05-23 06:31:07,565 - INFO - Horizon 0.1s - Transition F1: 0.7478, Precision: 0.7637, Recall: 0.7375 +2026-05-23 06:31:07,565 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.7478 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.7706 +2026-05-23 06:31:07,565 - INFO - +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9448 +2026-05-23 06:31:07,565 - INFO - Horizon 0.2s - Overall F1: 0.9377, Precision: 0.9416, Recall: 0.9344 +2026-05-23 06:31:07,565 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.9377 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.9447 +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9767 +2026-05-23 06:31:07,565 - INFO - Horizon 0.2s - Steady F1: 0.9725, Precision: 0.9698, Recall: 0.9756 +2026-05-23 06:31:07,565 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.9725 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.9768 +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7567 +2026-05-23 06:31:07,565 - INFO - Horizon 0.2s - Transition F1: 0.7271, Precision: 0.7458, Recall: 0.7205 +2026-05-23 06:31:07,565 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.7271 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.7571 +2026-05-23 06:31:07,565 - INFO - +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9367 +2026-05-23 06:31:07,565 - INFO - Horizon 0.3s - Overall F1: 0.9306, Precision: 0.9357, Recall: 0.9258 +2026-05-23 06:31:07,565 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:31:07,565 - INFO - Macro F1: 0.9306 +2026-05-23 06:31:07,565 - INFO - Weighted F1: 0.9366 +2026-05-23 06:31:07,565 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9708 +2026-05-23 06:31:07,565 - INFO - Horizon 0.3s - Steady F1: 0.9639, Precision: 0.9623, Recall: 0.9658 +2026-05-23 06:31:07,566 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.9639 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.9709 +2026-05-23 06:31:07,566 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7376 +2026-05-23 06:31:07,566 - INFO - Horizon 0.3s - Transition F1: 0.7220, Precision: 0.7379, Recall: 0.7141 +2026-05-23 06:31:07,566 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.7220 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.7383 +2026-05-23 06:31:07,566 - INFO - +2026-05-23 06:31:07,566 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9247 +2026-05-23 06:31:07,566 - INFO - Horizon 0.5s - Overall F1: 0.9122, Precision: 0.9141, Recall: 0.9110 +2026-05-23 06:31:07,566 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.9122 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.9246 +2026-05-23 06:31:07,566 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9606 +2026-05-23 06:31:07,566 - INFO - Horizon 0.5s - Steady F1: 0.9462, Precision: 0.9462, Recall: 0.9467 +2026-05-23 06:31:07,566 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.9462 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.9607 +2026-05-23 06:31:07,566 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7157 +2026-05-23 06:31:07,566 - INFO - Horizon 0.5s - Transition F1: 0.6905, Precision: 0.6871, Recall: 0.7005 +2026-05-23 06:31:07,566 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.6905 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.7163 +2026-05-23 06:31:07,566 - INFO - +2026-05-23 06:31:07,566 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8849 +2026-05-23 06:31:07,566 - INFO - Horizon 1.0s - Overall F1: 0.8574, Precision: 0.8683, Recall: 0.8492 +2026-05-23 06:31:07,566 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.8574 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.8836 +2026-05-23 06:31:07,566 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9272 +2026-05-23 06:31:07,566 - INFO - Horizon 1.0s - Steady F1: 0.8921, Precision: 0.9013, Recall: 0.8844 +2026-05-23 06:31:07,566 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.8921 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.9268 +2026-05-23 06:31:07,566 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6394 +2026-05-23 06:31:07,566 - INFO - Horizon 1.0s - Transition F1: 0.6192, Precision: 0.6183, Recall: 0.6301 +2026-05-23 06:31:07,566 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:31:07,566 - INFO - Macro F1: 0.6192 +2026-05-23 06:31:07,566 - INFO - Weighted F1: 0.6425 +2026-05-23 06:31:07,796 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_47.pt +2026-05-23 06:31:07,797 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_47.csv +2026-05-23 06:31:07,798 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_47.csv +2026-05-23 06:31:07,798 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_47.csv +2026-05-23 06:31:07,799 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_47.csv +2026-05-23 06:31:07,799 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_47.csv +2026-05-23 06:31:07,799 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_47.csv +2026-05-23 06:31:07,800 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_47.csv +2026-05-23 06:31:07,800 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_47.csv +2026-05-23 06:31:07,800 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_47.csv +2026-05-23 06:31:07,801 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_47.csv +2026-05-23 06:31:07,801 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_47.csv +2026-05-23 06:31:07,801 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_47.csv +2026-05-23 06:31:07,802 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_47.csv +2026-05-23 06:31:07,802 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_47.csv +2026-05-23 06:31:07,802 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_47.csv +2026-05-23 06:31:07,803 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_47.csv +2026-05-23 06:31:07,803 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_47.csv +2026-05-23 06:31:07,804 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_47.csv +2026-05-23 06:31:07,832 - INFO - Removed old checkpoint: checkpoint_epoch_46.pt +2026-05-23 06:31:07,833 - INFO - Epoch 48/50, Learning Rate: 0.000039 +2026-05-23 06:31:27,462 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:31:27,498 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:31:27,530 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:31:27,570 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:31:27,615 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:31:27,662 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:31:29,366 - INFO - Epoch 48/50: +2026-05-23 06:31:29,366 - INFO - Train: loss=0.6078, accuracy_overall=0.9672 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s: accuracy=0.9723 +2026-05-23 06:31:29,367 - INFO - Horizon 0.1s: accuracy=0.9754 +2026-05-23 06:31:29,367 - INFO - Horizon 0.2s: accuracy=0.9744 +2026-05-23 06:31:29,367 - INFO - Horizon 0.3s: accuracy=0.9694 +2026-05-23 06:31:29,367 - INFO - Horizon 0.5s: accuracy=0.9688 +2026-05-23 06:31:29,367 - INFO - Horizon 1.0s: accuracy=0.9427 +2026-05-23 06:31:29,367 - INFO - Val Horizon 0.0s - Overall: loss=0.6765, accuracy=0.9569 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s - Overall F1: 0.9551, Precision: 0.9582, Recall: 0.9523 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:31:29,367 - INFO - Macro F1: 0.9551 +2026-05-23 06:31:29,367 - INFO - Weighted F1: 0.9569 +2026-05-23 06:31:29,367 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9826 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s - Steady F1: 0.9828, Precision: 0.9813, Recall: 0.9844 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:31:29,367 - INFO - Macro F1: 0.9828 +2026-05-23 06:31:29,367 - INFO - Weighted F1: 0.9826 +2026-05-23 06:31:29,367 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8047 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s - Transition F1: 0.7739, Precision: 0.7852, Recall: 0.7674 +2026-05-23 06:31:29,367 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:31:29,367 - INFO - Macro F1: 0.7739 +2026-05-23 06:31:29,367 - INFO - Weighted F1: 0.8065 +2026-05-23 06:31:29,367 - INFO - +2026-05-23 06:31:29,367 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9502 +2026-05-23 06:31:29,367 - INFO - Horizon 0.1s - Overall F1: 0.9458, Precision: 0.9465, Recall: 0.9452 +2026-05-23 06:31:29,367 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:31:29,367 - INFO - Macro F1: 0.9458 +2026-05-23 06:31:29,367 - INFO - Weighted F1: 0.9501 +2026-05-23 06:31:29,367 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9801 +2026-05-23 06:31:29,367 - INFO - Horizon 0.1s - Steady F1: 0.9781, Precision: 0.9760, Recall: 0.9804 +2026-05-23 06:31:29,367 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:31:29,367 - INFO - Macro F1: 0.9781 +2026-05-23 06:31:29,367 - INFO - Weighted F1: 0.9801 +2026-05-23 06:31:29,367 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7736 +2026-05-23 06:31:29,368 - INFO - Horizon 0.1s - Transition F1: 0.7630, Precision: 0.7592, Recall: 0.7701 +2026-05-23 06:31:29,368 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.7630 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.7745 +2026-05-23 06:31:29,368 - INFO - +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9457 +2026-05-23 06:31:29,368 - INFO - Horizon 0.2s - Overall F1: 0.9407, Precision: 0.9419, Recall: 0.9398 +2026-05-23 06:31:29,368 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.9407 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.9456 +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9773 +2026-05-23 06:31:29,368 - INFO - Horizon 0.2s - Steady F1: 0.9736, Precision: 0.9712, Recall: 0.9761 +2026-05-23 06:31:29,368 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.9736 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.9773 +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7598 +2026-05-23 06:31:29,368 - INFO - Horizon 0.2s - Transition F1: 0.7486, Precision: 0.7543, Recall: 0.7508 +2026-05-23 06:31:29,368 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.7486 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.7605 +2026-05-23 06:31:29,368 - INFO - +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9391 +2026-05-23 06:31:29,368 - INFO - Horizon 0.3s - Overall F1: 0.9323, Precision: 0.9307, Recall: 0.9341 +2026-05-23 06:31:29,368 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.9323 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.9391 +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9719 +2026-05-23 06:31:29,368 - INFO - Horizon 0.3s - Steady F1: 0.9641, Precision: 0.9595, Recall: 0.9691 +2026-05-23 06:31:29,368 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.9641 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.9720 +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7477 +2026-05-23 06:31:29,368 - INFO - Horizon 0.3s - Transition F1: 0.7327, Precision: 0.7258, Recall: 0.7441 +2026-05-23 06:31:29,368 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.7327 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.7480 +2026-05-23 06:31:29,368 - INFO - +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9275 +2026-05-23 06:31:29,368 - INFO - Horizon 0.5s - Overall F1: 0.9148, Precision: 0.9141, Recall: 0.9160 +2026-05-23 06:31:29,368 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.9148 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.9272 +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9606 +2026-05-23 06:31:29,368 - INFO - Horizon 0.5s - Steady F1: 0.9456, Precision: 0.9431, Recall: 0.9484 +2026-05-23 06:31:29,368 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:31:29,368 - INFO - Macro F1: 0.9456 +2026-05-23 06:31:29,368 - INFO - Weighted F1: 0.9607 +2026-05-23 06:31:29,368 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7351 +2026-05-23 06:31:29,368 - INFO - Horizon 0.5s - Transition F1: 0.7170, Precision: 0.7018, Recall: 0.7404 +2026-05-23 06:31:29,368 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:31:29,369 - INFO - Macro F1: 0.7170 +2026-05-23 06:31:29,369 - INFO - Weighted F1: 0.7363 +2026-05-23 06:31:29,369 - INFO - +2026-05-23 06:31:29,369 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8876 +2026-05-23 06:31:29,369 - INFO - Horizon 1.0s - Overall F1: 0.8592, Precision: 0.8696, Recall: 0.8527 +2026-05-23 06:31:29,369 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:31:29,369 - INFO - Macro F1: 0.8592 +2026-05-23 06:31:29,369 - INFO - Weighted F1: 0.8860 +2026-05-23 06:31:29,369 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9298 +2026-05-23 06:31:29,369 - INFO - Horizon 1.0s - Steady F1: 0.8951, Precision: 0.9051, Recall: 0.8878 +2026-05-23 06:31:29,369 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:31:29,369 - INFO - Macro F1: 0.8951 +2026-05-23 06:31:29,369 - INFO - Weighted F1: 0.9291 +2026-05-23 06:31:29,369 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6432 +2026-05-23 06:31:29,369 - INFO - Horizon 1.0s - Transition F1: 0.6235, Precision: 0.6241, Recall: 0.6419 +2026-05-23 06:31:29,369 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:31:29,369 - INFO - Macro F1: 0.6235 +2026-05-23 06:31:29,369 - INFO - Weighted F1: 0.6463 +2026-05-23 06:31:29,698 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_48.pt +2026-05-23 06:31:29,700 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_48.csv +2026-05-23 06:31:29,702 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_48.csv +2026-05-23 06:31:29,702 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_48.csv +2026-05-23 06:31:29,703 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_48.csv +2026-05-23 06:31:29,703 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_48.csv +2026-05-23 06:31:29,704 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_48.csv +2026-05-23 06:31:29,704 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_48.csv +2026-05-23 06:31:29,705 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_48.csv +2026-05-23 06:31:29,705 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_48.csv +2026-05-23 06:31:29,706 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_48.csv +2026-05-23 06:31:29,706 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_48.csv +2026-05-23 06:31:29,707 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_48.csv +2026-05-23 06:31:29,707 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_48.csv +2026-05-23 06:31:29,708 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_48.csv +2026-05-23 06:31:29,708 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_48.csv +2026-05-23 06:31:29,709 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_48.csv +2026-05-23 06:31:29,709 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_48.csv +2026-05-23 06:31:29,710 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_48.csv +2026-05-23 06:31:29,760 - INFO - Removed old checkpoint: checkpoint_epoch_47.pt +2026-05-23 06:31:29,761 - INFO - Epoch 49/50, Learning Rate: 0.000039 +2026-05-23 06:31:54,869 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:31:54,911 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:31:54,957 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:31:55,006 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:31:55,056 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:31:55,105 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:31:56,108 - INFO - Epoch 49/50: +2026-05-23 06:31:56,108 - INFO - Train: loss=0.6045, accuracy_overall=0.9686 +2026-05-23 06:31:56,108 - INFO - Horizon 0.0s: accuracy=0.9755 +2026-05-23 06:31:56,108 - INFO - Horizon 0.1s: accuracy=0.9801 +2026-05-23 06:31:56,108 - INFO - Horizon 0.2s: accuracy=0.9759 +2026-05-23 06:31:56,109 - INFO - Horizon 0.3s: accuracy=0.9760 +2026-05-23 06:31:56,109 - INFO - Horizon 0.5s: accuracy=0.9623 +2026-05-23 06:31:56,109 - INFO - Horizon 1.0s: accuracy=0.9421 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.0s - Overall: loss=0.6728, accuracy=0.9573 +2026-05-23 06:31:56,109 - INFO - Horizon 0.0s - Overall F1: 0.9558, Precision: 0.9593, Recall: 0.9525 +2026-05-23 06:31:56,109 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.9558 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.9572 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9831 +2026-05-23 06:31:56,109 - INFO - Horizon 0.0s - Steady F1: 0.9839, Precision: 0.9829, Recall: 0.9851 +2026-05-23 06:31:56,109 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.9839 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.9831 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8039 +2026-05-23 06:31:56,109 - INFO - Horizon 0.0s - Transition F1: 0.7756, Precision: 0.7937, Recall: 0.7622 +2026-05-23 06:31:56,109 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.7756 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.8050 +2026-05-23 06:31:56,109 - INFO - +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9498 +2026-05-23 06:31:56,109 - INFO - Horizon 0.1s - Overall F1: 0.9468, Precision: 0.9502, Recall: 0.9436 +2026-05-23 06:31:56,109 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.9468 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.9497 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9801 +2026-05-23 06:31:56,109 - INFO - Horizon 0.1s - Steady F1: 0.9799, Precision: 0.9785, Recall: 0.9815 +2026-05-23 06:31:56,109 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.9799 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.9801 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7704 +2026-05-23 06:31:56,109 - INFO - Horizon 0.1s - Transition F1: 0.7493, Precision: 0.7546, Recall: 0.7455 +2026-05-23 06:31:56,109 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.7493 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.7720 +2026-05-23 06:31:56,109 - INFO - +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9465 +2026-05-23 06:31:56,109 - INFO - Horizon 0.2s - Overall F1: 0.9422, Precision: 0.9432, Recall: 0.9414 +2026-05-23 06:31:56,109 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.9422 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.9464 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9770 +2026-05-23 06:31:56,109 - INFO - Horizon 0.2s - Steady F1: 0.9739, Precision: 0.9703, Recall: 0.9779 +2026-05-23 06:31:56,109 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.9739 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.9771 +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7668 +2026-05-23 06:31:56,109 - INFO - Horizon 0.2s - Transition F1: 0.7523, Precision: 0.7562, Recall: 0.7542 +2026-05-23 06:31:56,109 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:31:56,109 - INFO - Macro F1: 0.7523 +2026-05-23 06:31:56,109 - INFO - Weighted F1: 0.7679 +2026-05-23 06:31:56,109 - INFO - +2026-05-23 06:31:56,109 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9395 +2026-05-23 06:31:56,109 - INFO - Horizon 0.3s - Overall F1: 0.9335, Precision: 0.9350, Recall: 0.9321 +2026-05-23 06:31:56,110 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.9335 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.9395 +2026-05-23 06:31:56,110 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9724 +2026-05-23 06:31:56,110 - INFO - Horizon 0.3s - Steady F1: 0.9658, Precision: 0.9631, Recall: 0.9688 +2026-05-23 06:31:56,110 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.9658 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.9725 +2026-05-23 06:31:56,110 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7477 +2026-05-23 06:31:56,110 - INFO - Horizon 0.3s - Transition F1: 0.7304, Precision: 0.7301, Recall: 0.7333 +2026-05-23 06:31:56,110 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.7304 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.7489 +2026-05-23 06:31:56,110 - INFO - +2026-05-23 06:31:56,110 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9300 +2026-05-23 06:31:56,110 - INFO - Horizon 0.5s - Overall F1: 0.9163, Precision: 0.9197, Recall: 0.9136 +2026-05-23 06:31:56,110 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.9163 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.9296 +2026-05-23 06:31:56,110 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9639 +2026-05-23 06:31:56,110 - INFO - Horizon 0.5s - Steady F1: 0.9496, Precision: 0.9501, Recall: 0.9494 +2026-05-23 06:31:56,110 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.9496 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.9639 +2026-05-23 06:31:56,110 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7328 +2026-05-23 06:31:56,110 - INFO - Horizon 0.5s - Transition F1: 0.7113, Precision: 0.7036, Recall: 0.7256 +2026-05-23 06:31:56,110 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.7113 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.7345 +2026-05-23 06:31:56,110 - INFO - +2026-05-23 06:31:56,110 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8893 +2026-05-23 06:31:56,110 - INFO - Horizon 1.0s - Overall F1: 0.8660, Precision: 0.8737, Recall: 0.8599 +2026-05-23 06:31:56,110 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.8660 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.8885 +2026-05-23 06:31:56,110 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9294 +2026-05-23 06:31:56,110 - INFO - Horizon 1.0s - Steady F1: 0.8967, Precision: 0.9028, Recall: 0.8917 +2026-05-23 06:31:56,110 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.8967 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.9291 +2026-05-23 06:31:56,110 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6571 +2026-05-23 06:31:56,110 - INFO - Horizon 1.0s - Transition F1: 0.6348, Precision: 0.6343, Recall: 0.6456 +2026-05-23 06:31:56,110 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:31:56,110 - INFO - Macro F1: 0.6348 +2026-05-23 06:31:56,110 - INFO - Weighted F1: 0.6594 +2026-05-23 06:31:56,341 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_49.pt +2026-05-23 06:31:56,343 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_49.csv +2026-05-23 06:31:56,343 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_49.csv +2026-05-23 06:31:56,344 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_49.csv +2026-05-23 06:31:56,344 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_49.csv +2026-05-23 06:31:56,344 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_49.csv +2026-05-23 06:31:56,345 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_49.csv +2026-05-23 06:31:56,345 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_49.csv +2026-05-23 06:31:56,345 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_49.csv +2026-05-23 06:31:56,346 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_49.csv +2026-05-23 06:31:56,346 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_49.csv +2026-05-23 06:31:56,346 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_49.csv +2026-05-23 06:31:56,347 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_49.csv +2026-05-23 06:31:56,347 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_49.csv +2026-05-23 06:31:56,348 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_49.csv +2026-05-23 06:31:56,348 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_49.csv +2026-05-23 06:31:56,348 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_49.csv +2026-05-23 06:31:56,349 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_49.csv +2026-05-23 06:31:56,349 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_49.csv +2026-05-23 06:31:56,380 - INFO - Removed old checkpoint: checkpoint_epoch_48.pt +2026-05-23 06:31:56,380 - INFO - Epoch 50/50, Learning Rate: 0.000039 +2026-05-23 06:32:18,475 - INFO - Evaluation samples - Total: 8800, Steady-state: 7530, Transition: 1270 +2026-05-23 06:32:18,518 - INFO - Horizon 1 - Steady-state: 7528, Transition: 1272 +2026-05-23 06:32:18,560 - INFO - Horizon 2 - Steady-state: 7522, Transition: 1278 +2026-05-23 06:32:18,602 - INFO - Horizon 3 - Steady-state: 7512, Transition: 1288 +2026-05-23 06:32:18,648 - INFO - Horizon 4 - Steady-state: 7509, Transition: 1291 +2026-05-23 06:32:18,704 - INFO - Horizon 5 - Steady-state: 7505, Transition: 1295 +2026-05-23 06:32:19,720 - INFO - Epoch 50/50: +2026-05-23 06:32:19,721 - INFO - Train: loss=0.6043, accuracy_overall=0.9680 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s: accuracy=0.9760 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s: accuracy=0.9775 +2026-05-23 06:32:19,721 - INFO - Horizon 0.2s: accuracy=0.9730 +2026-05-23 06:32:19,721 - INFO - Horizon 0.3s: accuracy=0.9735 +2026-05-23 06:32:19,721 - INFO - Horizon 0.5s: accuracy=0.9675 +2026-05-23 06:32:19,721 - INFO - Horizon 1.0s: accuracy=0.9405 +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.0s - Overall: loss=0.6780, accuracy=0.9547 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s - Overall F1: 0.9523, Precision: 0.9560, Recall: 0.9488 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.9523 +2026-05-23 06:32:19,721 - INFO - Weighted F1: 0.9546 +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9798 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s - Steady F1: 0.9795, Precision: 0.9790, Recall: 0.9801 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.9795 +2026-05-23 06:32:19,721 - INFO - Weighted F1: 0.9798 +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.0s - Transition: accuracy=0.8055 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s - Transition F1: 0.7646, Precision: 0.7911, Recall: 0.7484 +2026-05-23 06:32:19,721 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.7646 +2026-05-23 06:32:19,721 - INFO - Weighted F1: 0.8045 +2026-05-23 06:32:19,721 - INFO - +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9477 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s - Overall F1: 0.9444, Precision: 0.9479, Recall: 0.9412 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.9444 +2026-05-23 06:32:19,721 - INFO - Weighted F1: 0.9477 +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9765 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s - Steady F1: 0.9755, Precision: 0.9745, Recall: 0.9767 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.9755 +2026-05-23 06:32:19,721 - INFO - Weighted F1: 0.9765 +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7775 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s - Transition F1: 0.7534, Precision: 0.7646, Recall: 0.7485 +2026-05-23 06:32:19,721 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.7534 +2026-05-23 06:32:19,721 - INFO - Weighted F1: 0.7778 +2026-05-23 06:32:19,721 - INFO - +2026-05-23 06:32:19,721 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9439 +2026-05-23 06:32:19,721 - INFO - Horizon 0.2s - Overall F1: 0.9389, Precision: 0.9447, Recall: 0.9339 +2026-05-23 06:32:19,721 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 06:32:19,721 - INFO - Macro F1: 0.9389 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9437 +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9745 +2026-05-23 06:32:19,722 - INFO - Horizon 0.2s - Steady F1: 0.9717, Precision: 0.9722, Recall: 0.9715 +2026-05-23 06:32:19,722 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.9717 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9745 +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7637 +2026-05-23 06:32:19,722 - INFO - Horizon 0.2s - Transition F1: 0.7405, Precision: 0.7583, Recall: 0.7336 +2026-05-23 06:32:19,722 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.7405 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.7641 +2026-05-23 06:32:19,722 - INFO - +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9367 +2026-05-23 06:32:19,722 - INFO - Horizon 0.3s - Overall F1: 0.9302, Precision: 0.9322, Recall: 0.9286 +2026-05-23 06:32:19,722 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.9302 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9367 +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9696 +2026-05-23 06:32:19,722 - INFO - Horizon 0.3s - Steady F1: 0.9630, Precision: 0.9618, Recall: 0.9644 +2026-05-23 06:32:19,722 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.9630 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9697 +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7446 +2026-05-23 06:32:19,722 - INFO - Horizon 0.3s - Transition F1: 0.7220, Precision: 0.7254, Recall: 0.7264 +2026-05-23 06:32:19,722 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.7220 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.7447 +2026-05-23 06:32:19,722 - INFO - +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9250 +2026-05-23 06:32:19,722 - INFO - Horizon 0.5s - Overall F1: 0.9113, Precision: 0.9145, Recall: 0.9095 +2026-05-23 06:32:19,722 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.9113 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9247 +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9594 +2026-05-23 06:32:19,722 - INFO - Horizon 0.5s - Steady F1: 0.9446, Precision: 0.9449, Recall: 0.9447 +2026-05-23 06:32:19,722 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.9446 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9594 +2026-05-23 06:32:19,722 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7250 +2026-05-23 06:32:19,722 - INFO - Horizon 0.5s - Transition F1: 0.7047, Precision: 0.7002, Recall: 0.7198 +2026-05-23 06:32:19,722 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.7047 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.7265 +2026-05-23 06:32:19,722 - INFO - +2026-05-23 06:32:19,722 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8830 +2026-05-23 06:32:19,722 - INFO - Horizon 1.0s - Overall F1: 0.8587, Precision: 0.8704, Recall: 0.8493 +2026-05-23 06:32:19,722 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.8587 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.8820 +2026-05-23 06:32:19,722 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9260 +2026-05-23 06:32:19,722 - INFO - Horizon 1.0s - Steady F1: 0.8945, Precision: 0.9036, Recall: 0.8864 +2026-05-23 06:32:19,722 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 06:32:19,722 - INFO - Macro F1: 0.8945 +2026-05-23 06:32:19,722 - INFO - Weighted F1: 0.9257 +2026-05-23 06:32:19,722 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6332 +2026-05-23 06:32:19,722 - INFO - Horizon 1.0s - Transition F1: 0.6054, Precision: 0.6170, Recall: 0.6076 +2026-05-23 06:32:19,723 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 06:32:19,723 - INFO - Macro F1: 0.6054 +2026-05-23 06:32:19,723 - INFO - Weighted F1: 0.6356 +2026-05-23 06:32:19,954 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/checkpoint_epoch_50.pt +2026-05-23 06:32:19,955 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv +2026-05-23 06:32:19,955 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv +2026-05-23 06:32:19,956 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv +2026-05-23 06:32:19,956 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv +2026-05-23 06:32:19,957 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv +2026-05-23 06:32:19,957 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv +2026-05-23 06:32:19,958 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv +2026-05-23 06:32:19,958 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv +2026-05-23 06:32:19,958 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv +2026-05-23 06:32:19,959 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv +2026-05-23 06:32:19,959 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv +2026-05-23 06:32:19,960 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv +2026-05-23 06:32:19,960 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv +2026-05-23 06:32:19,960 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv +2026-05-23 06:32:19,961 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv +2026-05-23 06:32:19,961 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv +2026-05-23 06:32:19,962 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv +2026-05-23 06:32:19,962 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv +2026-05-23 06:32:19,990 - INFO - Removed old checkpoint: checkpoint_epoch_49.pt +2026-05-23 06:32:57,530 - INFO - Evaluation samples - Total: 43520, Steady-state: 41396, Transition: 2124 +2026-05-23 06:32:57,760 - INFO - Horizon 1 - Steady-state: 41381, Transition: 2139 +2026-05-23 06:32:57,990 - INFO - Horizon 2 - Steady-state: 41401, Transition: 2119 +2026-05-23 06:32:58,200 - INFO - Horizon 3 - Steady-state: 41393, Transition: 2127 +2026-05-23 06:32:58,431 - INFO - Horizon 4 - Steady-state: 41395, Transition: 2125 +2026-05-23 06:32:58,672 - INFO - Horizon 5 - Steady-state: 41394, Transition: 2126 +2026-05-23 06:33:01,229 - INFO - Saved overall horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv +2026-05-23 06:33:01,230 - INFO - Saved steady horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 06:33:01,231 - INFO - Saved transition horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 06:33:01,232 - INFO - Saved overall horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv +2026-05-23 06:33:01,233 - INFO - Saved steady horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 06:33:01,233 - INFO - Saved transition horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 06:33:01,234 - INFO - Saved overall horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv +2026-05-23 06:33:01,235 - INFO - Saved steady horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 06:33:01,236 - INFO - Saved transition horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 06:33:01,237 - INFO - Saved overall horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv +2026-05-23 06:33:01,238 - INFO - Saved steady horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 06:33:01,238 - INFO - Saved transition horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 06:33:01,239 - INFO - Saved overall horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv +2026-05-23 06:33:01,240 - INFO - Saved steady horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 06:33:01,241 - INFO - Saved transition horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 06:33:01,242 - INFO - Saved overall horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv +2026-05-23 06:33:01,243 - INFO - Saved steady horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 06:33:01,243 - INFO - Saved transition horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 06:33:01,252 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results +2026-05-23 06:33:01,346 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv +2026-05-23 06:33:01,347 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.0s.csv +2026-05-23 06:33:01,348 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.1s.csv +2026-05-23 06:33:01,348 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.2s.csv +2026-05-23 06:33:01,349 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.3s.csv +2026-05-23 06:33:01,350 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.5s.csv +2026-05-23 06:33:01,350 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results_horizon_1.0s.csv +2026-05-23 06:33:01,350 - INFO - +Test set evaluation: +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.0s - Overall: loss=1.7866, accuracy=0.5996 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.0s - Steady-State: accuracy=0.6075 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.0s - Transition: accuracy=0.4459 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.1s - Overall: accuracy=0.5977 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.1s - Steady-State: accuracy=0.6049 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.1s - Transition: accuracy=0.4577 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.2s - Overall: accuracy=0.5914 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.2s - Steady-State: accuracy=0.5985 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.2s - Transition: accuracy=0.4521 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.3s - Overall: accuracy=0.5868 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.3s - Steady-State: accuracy=0.5941 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.3s - Transition: accuracy=0.4448 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.5s - Overall: accuracy=0.5811 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.5s - Steady-State: accuracy=0.5885 +2026-05-23 06:33:01,351 - INFO - Test Horizon 0.5s - Transition: accuracy=0.4367 +2026-05-23 06:33:01,351 - INFO - Test Horizon 1.0s - Overall: accuracy=0.5667 +2026-05-23 06:33:01,351 - INFO - Test Horizon 1.0s - Steady-State: accuracy=0.5748 +2026-05-23 06:33:01,351 - INFO - Test Horizon 1.0s - Transition: accuracy=0.4083 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d872c81e54d4eb44b1934e4e9a1efdec44055642 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2037,2,0,0,5,13,0,27,7,8,4 +Sit to stand,13,71,0,41,0,0,0,0,0,0,0 +Stand to sit,77,0,52,20,0,0,0,0,0,0,1 +Sitting,0,0,0,414,0,0,0,0,0,0,0 +Stair up,17,0,0,0,103,1,0,0,0,2,0 +Stair down,52,0,0,0,0,69,0,0,0,0,0 +Ramp up,72,0,0,0,5,3,108,0,0,4,0 +Ramp down,143,0,0,0,0,16,0,153,0,0,0 +Grass walking,46,0,0,0,1,0,0,2,85,13,0 +Uneven ground walking,97,0,0,0,6,8,0,0,8,57,0 +Carry,442,0,0,0,0,17,0,40,0,1,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d415634652bce3e46c27ee8cf85b25ef9ee4d43 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1961,0,0,0,3,11,0,27,7,8,4 +Sit to stand,4,57,0,26,0,0,0,0,0,0,0 +Stand to sit,59,0,49,5,0,0,0,0,0,0,1 +Sitting,0,0,0,383,0,0,0,0,0,0,0 +Stair up,12,0,0,0,99,0,0,0,0,2,0 +Stair down,46,0,0,0,0,67,0,0,0,0,0 +Ramp up,64,0,0,0,5,3,108,0,0,4,0 +Ramp down,134,0,0,0,0,16,0,153,0,0,0 +Grass walking,38,0,0,0,1,0,0,2,85,13,0 +Uneven ground walking,91,0,0,0,6,6,0,0,8,57,0 +Carry,432,0,0,0,0,17,0,40,0,0,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..afa430f894121b889f55c368e11adfe3ced28181 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,76,2,0,0,2,2,0,0,0,0,0 +Sit to stand,9,14,0,15,0,0,0,0,0,0,0 +Stand to sit,18,0,3,15,0,0,0,0,0,0,0 +Sitting,0,0,0,31,0,0,0,0,0,0,0 +Stair up,5,0,0,0,4,1,0,0,0,0,0 +Stair down,6,0,0,0,0,2,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,6,0,0,0,0,2,0,0,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,1,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..70016ea53fa1a5f3f5bb5bea70583e21d435bb12 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6799065420560748,0.9686162624821684,0.798980192194548,2103.0,2996,2103 +Sit to stand,0.9726027397260274,0.568,0.7171717171717171,125.0,73,125 +Stand to sit,1.0,0.3466666666666667,0.5148514851485149,150.0,52,150 +Sitting,0.871578947368421,1.0,0.9313835770528683,414.0,475,414 +Stair up,0.8583333333333333,0.8373983739837398,0.8477366255144033,123.0,120,123 +Stair down,0.5433070866141733,0.5702479338842975,0.5564516129032258,121.0,127,121 +Ramp up,1.0,0.5625,0.72,192.0,108,192 +Ramp down,0.6891891891891891,0.49038461538461536,0.5730337078651685,312.0,222,312 +Grass walking,0.85,0.5782312925170068,0.6882591093117408,147.0,100,147 +Uneven ground walking,0.6705882352941176,0.32386363636363635,0.4367816091954023,176.0,85,176 +Carry,0.8076923076923077,0.04030710172744722,0.07678244972577697,521.0,26,521 +accuracy,0.7230839416058394,0.7230839416058394,0.7230839416058394,0.7230839416058394,0,0 +macro avg,0.8130180346612405,0.571474171182689,0.6237665532803061,4384.0,0,0 +weighted avg,0.7537353765618166,0.7230839416058394,0.67048412592418,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b489114a8354fa0a35b21552cda3c37d622b4f9c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6902499120028159,0.9703117268678871,0.8066639243109831,2021.0,2841,2021 +Sit to stand,1.0,0.6551724137931034,0.7916666666666666,87.0,57,87 +Stand to sit,1.0,0.4298245614035088,0.6012269938650306,114.0,49,114 +Sitting,0.9251207729468599,1.0,0.9611041405269761,383.0,414,383 +Stair up,0.868421052631579,0.8761061946902655,0.8722466960352423,113.0,114,113 +Stair down,0.5583333333333333,0.5929203539823009,0.575107296137339,113.0,120,113 +Ramp up,1.0,0.5869565217391305,0.7397260273972602,184.0,108,184 +Ramp down,0.6891891891891891,0.504950495049505,0.5828571428571429,303.0,222,303 +Grass walking,0.85,0.6115107913669064,0.7112970711297071,139.0,100,139 +Uneven ground walking,0.6785714285714286,0.3392857142857143,0.4523809523809524,168.0,84,168 +Carry,0.8076923076923077,0.041176470588235294,0.07835820895522388,510.0,26,510 +accuracy,0.7351874244256348,0.7351874244256348,0.7351874244256348,0.7351874244256348,0,0 +macro avg,0.8243252723970468,0.6007468403424142,0.652057738205684,4135.0,0,0 +weighted avg,0.7614116021905137,0.7351874244256348,0.6836480865904347,4135.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..583dc0a5aa9e61b48187633f4060f792806823a9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49032258064516127,0.926829268292683,0.6413502109704642,82.0,155,82 +Sit to stand,0.875,0.3684210526315789,0.5185185185185185,38.0,16,38 +Stand to sit,1.0,0.08333333333333333,0.15384615384615385,36.0,3,36 +Sitting,0.5081967213114754,1.0,0.6739130434782609,31.0,61,31 +Stair up,0.6666666666666666,0.4,0.5,10.0,6,10 +Stair down,0.2857142857142857,0.25,0.26666666666666666,8.0,7,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,0,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,1,8 +Carry,0.0,0.0,0.0,11.0,0,11 +accuracy,0.5220883534136547,0.5220883534136547,0.5220883534136547,0.5220883534136547,0,0 +macro avg,0.3478091140306899,0.27532578675069047,0.25039041758909675,249.0,0,0 +weighted avg,0.5388069515097988,0.5220883534136547,0.42513060330483027,249.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..56937cecd32766e8b43e97005ce86265db8ffd38 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,74,0,0,0,3,2,0,0,0,1,0 +Sit to stand,10,11,0,16,0,0,0,0,0,0,0 +Stand to sit,18,0,7,12,0,0,0,0,0,0,0 +Sitting,0,0,0,32,0,0,0,0,0,0,0 +Stair up,5,0,0,0,3,0,0,0,0,0,0 +Stair down,7,0,0,0,0,1,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,7,0,0,0,0,0,0,0,1,0,0 +Uneven ground walking,7,0,0,0,0,1,0,0,0,1,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..13078012c46246281e405db7d55b26ad4e03d9c2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6571706053739074,0.964828897338403,0.7818216830348547,2104.0,3089,2104 +Sit to stand,0.9253731343283582,0.496,0.6458333333333334,125.0,67,125 +Stand to sit,1.0,0.2635135135135135,0.41711229946524064,148.0,39,148 +Sitting,0.8628691983122363,0.9879227053140096,0.9211711711711712,414.0,474,414 +Stair up,0.8521739130434782,0.8099173553719008,0.8305084745762712,121.0,115,121 +Stair down,0.5258620689655172,0.5,0.5126050420168067,122.0,116,122 +Ramp up,1.0,0.4583333333333333,0.6285714285714286,192.0,88,192 +Ramp down,0.6504854368932039,0.42948717948717946,0.5173745173745173,312.0,206,312 +Grass walking,0.8764044943820225,0.527027027027027,0.6582278481012658,148.0,89,148 +Uneven ground walking,0.6231884057971014,0.24431818181818182,0.3510204081632653,176.0,69,176 +Carry,0.875,0.05363984674329502,0.10108303249097472,522.0,32,522 +accuracy,0.7002737226277372,0.7002737226277372,0.7002737226277372,0.7002737226277372,0,0 +macro avg,0.8044115688268931,0.5213625490860766,0.57866629439083,4384.0,0,0 +weighted avg,0.7440568294686529,0.7002737226277372,0.6445889675022982,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..546a4dadb0f7d2627c39cb2ddbd891bac33a954b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2031,0,0,4,4,6,0,41,1,11,6 +Sit to stand,10,56,0,59,0,0,0,0,0,0,0 +Stand to sit,138,1,0,13,0,0,0,0,0,0,1 +Sitting,2,7,0,399,0,0,0,0,0,0,0 +Stair up,55,0,0,0,64,0,0,0,0,2,0 +Stair down,84,0,0,0,0,37,0,0,0,0,0 +Ramp up,162,0,0,0,0,6,24,0,0,0,0 +Ramp down,282,0,0,0,0,0,0,30,0,0,0 +Grass walking,99,0,0,0,0,0,0,2,39,9,0 +Uneven ground walking,162,0,0,0,0,0,0,1,0,13,0 +Carry,453,0,0,0,0,10,0,21,0,0,39 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8a75de293b44c1f4029a5faa509f87ac15494713 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1957,0,0,1,3,5,0,40,1,11,6 +Sit to stand,4,45,0,39,0,0,0,0,0,0,0 +Stand to sit,110,0,0,4,0,0,0,0,0,0,1 +Sitting,0,5,0,374,0,0,0,0,0,0,0 +Stair up,48,0,0,0,61,0,0,0,0,2,0 +Stair down,76,0,0,0,0,37,0,0,0,0,0 +Ramp up,154,0,0,0,0,6,24,0,0,0,0 +Ramp down,273,0,0,0,0,0,0,30,0,0,0 +Grass walking,91,0,0,0,0,0,0,2,39,9,0 +Uneven ground walking,155,0,0,0,0,0,0,0,0,13,0 +Carry,441,0,0,0,0,10,0,21,0,0,39 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9f15acbd924d61439bf5850e869f08b75319fcfa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,74,0,0,3,1,1,0,1,0,0,0 +Sit to stand,6,11,0,20,0,0,0,0,0,0,0 +Stand to sit,28,1,0,9,0,0,0,0,0,0,0 +Sitting,2,2,0,25,0,0,0,0,0,0,0 +Stair up,7,0,0,0,3,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,1,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d7d20b5c39af6743478dc0db1a61e4ff036bedbc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5839562967222541,0.9653041825095057,0.7276961662486564,2104.0,3478,2104 +Sit to stand,0.875,0.448,0.5925925925925926,125.0,64,125 +Stand to sit,0.0,0.0,0.0,153.0,0,153 +Sitting,0.84,0.9779411764705882,0.9037372593431483,408.0,475,408 +Stair up,0.9411764705882353,0.5289256198347108,0.6772486772486772,121.0,68,121 +Stair down,0.6271186440677966,0.30578512396694213,0.4111111111111111,121.0,59,121 +Ramp up,1.0,0.125,0.2222222222222222,192.0,24,192 +Ramp down,0.3157894736842105,0.09615384615384616,0.14742014742014742,312.0,95,312 +Grass walking,0.975,0.26174496644295303,0.4126984126984127,149.0,40,149 +Uneven ground walking,0.37142857142857144,0.07386363636363637,0.12322274881516587,176.0,35,176 +Carry,0.8478260869565217,0.0745697896749522,0.13708260105448156,523.0,46,523 +accuracy,0.6231751824817519,0.6231751824817519,0.6231751824817519,0.6231751824817519,0,0 +macro avg,0.6706632312225081,0.35066257649246674,0.39591199443223773,4384.0,0,0 +weighted avg,0.6421278615456583,0.6231751824817519,0.5358344809218898,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b633968155a1373114f920475383737ad5c8603 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5914173466304019,0.966897233201581,0.7339208700543784,2024.0,3309,2024 +Sit to stand,0.9,0.5113636363636364,0.6521739130434783,88.0,50,88 +Stand to sit,0.0,0.0,0.0,115.0,0,115 +Sitting,0.8947368421052632,0.9868073878627969,0.9385194479297365,379.0,418,379 +Stair up,0.953125,0.5495495495495496,0.6971428571428572,111.0,64,111 +Stair down,0.6379310344827587,0.3274336283185841,0.4327485380116959,113.0,58,113 +Ramp up,1.0,0.13043478260869565,0.23076923076923078,184.0,24,184 +Ramp down,0.3225806451612903,0.09900990099009901,0.15151515151515152,303.0,93,303 +Grass walking,0.975,0.2765957446808511,0.430939226519337,141.0,40,141 +Uneven ground walking,0.37142857142857144,0.07738095238095238,0.12807881773399016,168.0,35,168 +Carry,0.8478260869565217,0.07632093933463796,0.1400359066427289,511.0,46,511 +accuracy,0.6330674401740392,0.6330674401740392,0.6330674401740392,0.6330674401740392,0,0 +macro avg,0.681276866069528,0.36379943229921674,0.41234945085114405,4137.0,0,0 +weighted avg,0.6545982887486183,0.6330674401740392,0.5479908407118775,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e43c8b734b049bfefe64ae0bb8af27a15bbae449 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4378698224852071,0.925,0.5943775100401606,80.0,169,80 +Sit to stand,0.7857142857142857,0.2972972972972973,0.43137254901960786,37.0,14,37 +Stand to sit,0.0,0.0,0.0,38.0,0,38 +Sitting,0.43859649122807015,0.8620689655172413,0.5813953488372093,29.0,57,29 +Stair up,0.75,0.3,0.42857142857142855,10.0,4,10 +Stair down,0.0,0.0,0.0,8.0,1,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,2,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4574898785425101,0.4574898785425101,0.4574898785425101,0.4574898785425101,0,0 +macro avg,0.21928914540250571,0.21676056934677623,0.1850651669516733,247.0,0,0 +weighted avg,0.34137778386987516,0.4574898785425101,0.34274155675680845,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..538e06f95143f2fd8fc2b9b33727172b6e2d0dc5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3794,49,3,144,54,23,3,15,0,2,0 +Sit to stand,69,1,45,150,0,0,0,0,0,0,0 +Stand to sit,134,24,0,89,0,0,0,0,0,0,1 +Sitting,166,19,28,615,0,0,0,0,0,0,3 +Stair up,115,3,0,0,68,0,1,0,0,1,0 +Stair down,159,0,0,0,0,21,0,3,0,0,0 +Ramp up,345,0,0,0,1,0,36,0,0,0,0 +Ramp down,456,1,0,0,17,0,0,78,0,0,0 +Grass walking,613,0,0,0,48,1,1,5,10,3,0 +Uneven ground walking,535,0,0,0,12,0,0,3,0,24,0 +Carry,1604,0,0,0,0,0,0,5,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..bb3b832738e819594aed1233f92919e0b5e5b5d4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3706,47,1,107,46,21,2,12,0,1,0 +Sit to stand,55,0,39,111,0,0,0,0,0,0,0 +Stand to sit,107,16,0,63,0,0,0,0,0,0,1 +Sitting,138,12,27,595,0,0,0,0,0,0,3 +Stair up,109,2,0,0,63,0,1,0,0,1,0 +Stair down,150,0,0,0,0,20,0,3,0,0,0 +Ramp up,336,0,0,0,1,0,36,0,0,0,0 +Ramp down,448,0,0,0,14,0,0,77,0,0,0 +Grass walking,601,0,0,0,48,1,1,5,10,3,0 +Uneven ground walking,524,0,0,0,12,0,0,3,0,24,0 +Carry,1575,0,0,0,0,0,0,5,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..852a972e0b9a324dc3fd4fe3afceab8c113db916 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,88,2,2,37,8,2,1,3,0,1,0 +Sit to stand,14,1,6,39,0,0,0,0,0,0,0 +Stand to sit,27,8,0,26,0,0,0,0,0,0,0 +Sitting,28,7,1,20,0,0,0,0,0,0,0 +Stair up,6,1,0,0,5,0,0,0,0,0,0 +Stair down,9,0,0,0,0,1,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,8,1,0,0,3,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bab90649be1267820db1468f288be1b0e07c9af3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4748435544430538,0.9283092733056031,0.6283017305622257,4087.0,7990,4087 +Sit to stand,0.010309278350515464,0.0037735849056603774,0.0055248618784530384,265.0,97,265 +Stand to sit,0.0,0.0,0.0,248.0,76,248 +Sitting,0.6162324649298597,0.740072202166065,0.6724986331328595,831.0,998,831 +Stair up,0.34,0.3617021276595745,0.35051546391752575,188.0,200,188 +Stair down,0.4666666666666667,0.11475409836065574,0.18421052631578946,183.0,45,183 +Ramp up,0.8780487804878049,0.09424083769633508,0.1702127659574468,382.0,41,382 +Ramp down,0.7155963302752294,0.14130434782608695,0.23600605143721634,552.0,109,552 +Grass walking,1.0,0.014684287812041116,0.02894356005788712,681.0,10,681 +Uneven ground walking,0.8,0.041811846689895474,0.07947019867549669,574.0,30,574 +Carry,0.0,0.0,0.0,1609.0,4,1609 +accuracy,0.4840625,0.4840625,0.4840625,0.4840625,0,0 +macro avg,0.4819724613775573,0.22187750967471978,0.21415307199408185,9600.0,0,0 +weighted avg,0.46619276589444053,0.4840625,0.36337605565620223,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4ffa1c88d9c03cf4a5a7c7bfde3ad700c52b7076 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4782552587430636,0.9398934821202131,0.633937735203558,3943.0,7749,3943 +Sit to stand,0.0,0.0,0.0,205.0,77,205 +Stand to sit,0.0,0.0,0.0,187.0,67,187 +Sitting,0.6792237442922374,0.7677419354838709,0.7207752877044216,775.0,876,775 +Stair up,0.3423913043478261,0.35795454545454547,0.35,176.0,184,176 +Stair down,0.47619047619047616,0.11560693641618497,0.18604651162790697,173.0,42,173 +Ramp up,0.9,0.09651474530831099,0.17433414043583534,373.0,40,373 +Ramp down,0.7333333333333333,0.14285714285714285,0.2391304347826087,539.0,105,539 +Grass walking,1.0,0.014947683109118086,0.029455081001472753,669.0,10,669 +Uneven ground walking,0.8275862068965517,0.04262877442273535,0.08108108108108109,563.0,29,563 +Carry,0.0,0.0,0.0,1580.0,4,1580 +accuracy,0.49341173908308833,0.49341173908308833,0.49341173908308833,0.49341173908308833,0,0 +macro avg,0.49427093852758985,0.2252859313792838,0.2195236610760804,9183.0,0,0 +weighted avg,0.4814002406779896,0.49341173908308833,0.3714772319459012,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..19818ed4cf6bf0c7bc0eb1fe7cfba1df0b7d478f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.3651452282157676,0.6111111111111112,0.45714285714285713,144.0,241,144 +Sit to stand,0.05,0.016666666666666666,0.025,60.0,20,60 +Stand to sit,0.0,0.0,0.0,61.0,9,61 +Sitting,0.16393442622950818,0.35714285714285715,0.2247191011235955,56.0,122,56 +Stair up,0.3125,0.4166666666666667,0.35714285714285715,12.0,16,12 +Stair down,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +Ramp up,0.0,0.0,0.0,9.0,1,9 +Ramp down,0.25,0.07692307692307693,0.11764705882352941,13.0,4,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,1,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.27817745803357313,0.27817745803357313,0.27817745803357313,0.27817745803357313,0,0 +macro avg,0.13408299888896444,0.14350094350094353,0.12140891164354482,417.0,0,0 +weighted avg,0.1800829114274732,0.27817745803357313,0.2092720112239196,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f244ec3bf9b9175fe44c21b7be81b643c5172e1c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3811,42,3,144,54,22,1,17,1,2,0 +Sit to stand,75,1,40,151,0,0,0,0,0,0,0 +Stand to sit,131,23,0,94,0,0,0,0,0,0,0 +Sitting,173,11,23,617,0,0,0,0,0,0,1 +Stair up,124,0,0,0,63,0,1,0,0,1,0 +Stair down,157,0,0,0,0,23,0,3,0,0,0 +Ramp up,357,0,0,0,0,0,24,0,0,0,0 +Ramp down,447,1,0,0,18,0,0,85,0,0,0 +Grass walking,619,0,0,0,46,0,1,8,7,2,0 +Uneven ground walking,532,0,0,0,13,0,0,2,0,26,0 +Carry,1588,0,0,0,0,1,0,14,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e8a85d8812c107c54a71368080df23f5f83723f4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3715,39,1,108,45,21,1,16,1,1,0 +Sit to stand,60,0,35,112,0,0,0,0,0,0,0 +Stand to sit,103,16,0,68,0,0,0,0,0,0,0 +Sitting,142,7,22,601,0,0,0,0,0,0,1 +Stair up,119,0,0,0,57,0,1,0,0,1,0 +Stair down,148,0,0,0,0,22,0,3,0,0,0 +Ramp up,347,0,0,0,0,0,24,0,0,0,0 +Ramp down,439,0,0,0,16,0,0,85,0,0,0 +Grass walking,607,0,0,0,46,0,1,8,7,2,0 +Uneven ground walking,521,0,0,0,13,0,0,2,0,25,0 +Carry,1559,0,0,0,0,1,0,14,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..91e1715731aa58779d1372feb60ce86f7980275b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,96,3,2,36,9,1,0,1,0,1,0 +Sit to stand,15,1,5,39,0,0,0,0,0,0,0 +Stand to sit,28,7,0,26,0,0,0,0,0,0,0 +Sitting,31,4,1,16,0,0,0,0,0,0,0 +Stair up,5,0,0,0,6,0,0,0,0,0,0 +Stair down,9,0,0,0,0,1,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,8,1,0,0,2,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,1,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d36019fa3b46b6e80bcc55432ce29e58e603c25d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4755428000998253,0.9301928240175739,0.6293452233506729,4097.0,8014,4097 +Sit to stand,0.01282051282051282,0.003745318352059925,0.005797101449275362,267.0,78,267 +Stand to sit,0.0,0.0,0.0,248.0,66,248 +Sitting,0.6133200795228628,0.7478787878787879,0.6739486619333698,825.0,1006,825 +Stair up,0.3247422680412371,0.3333333333333333,0.3289817232375979,189.0,194,189 +Stair down,0.5,0.12568306010928962,0.20087336244541484,183.0,46,183 +Ramp up,0.8888888888888888,0.06299212598425197,0.11764705882352941,381.0,27,381 +Ramp down,0.6589147286821705,0.1542649727767695,0.25,551.0,129,551 +Grass walking,0.875,0.010248901903367497,0.020260492040520984,683.0,8,683 +Uneven ground walking,0.8387096774193549,0.04537521815008726,0.08609271523178808,573.0,31,573 +Carry,0.0,0.0,0.0,1603.0,1,1603 +accuracy,0.48510416666666667,0.48510416666666667,0.48510416666666667,0.48510416666666667,0,0 +macro avg,0.4716308141340775,0.21942859477322915,0.2102678489556518,9600.0,0,0 +weighted avg,0.4573460010968803,0.48510416666666667,0.36256904110128807,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..40af4f8e18e72f525e29cc5be9dd455e2bd527c3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4787371134020619,0.940982776089159,0.6346088144858216,3948.0,7760,3948 +Sit to stand,0.0,0.0,0.0,207.0,62,207 +Stand to sit,0.0,0.0,0.0,187.0,58,187 +Sitting,0.6760404949381328,0.777490297542044,0.7232250300842359,773.0,889,773 +Stair up,0.3220338983050847,0.3202247191011236,0.3211267605633803,178.0,177,178 +Stair down,0.5,0.12716763005780346,0.20276497695852536,173.0,44,173 +Ramp up,0.8888888888888888,0.0646900269541779,0.12060301507537688,371.0,27,371 +Ramp down,0.6640625,0.1574074074074074,0.25449101796407186,540.0,128,540 +Grass walking,0.875,0.010432190760059613,0.020618556701030927,671.0,8,671 +Uneven ground walking,0.8620689655172413,0.044563279857397504,0.0847457627118644,561.0,29,561 +Carry,0.0,0.0,0.0,1574.0,1,1574 +accuracy,0.4939562234563868,0.4939562234563868,0.4939562234563868,0.4939562234563868,0,0 +macro avg,0.47880289645921903,0.2220871207062884,0.21474399404948244,9183.0,0,0 +weighted avg,0.46995237696066344,0.4939562234563868,0.37027918381362906,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b8273e7b12f41ef5bcb7acc6b4b1b381683917c4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.3779527559055118,0.6442953020134228,0.47642679900744417,149.0,254,149 +Sit to stand,0.0625,0.016666666666666666,0.02631578947368421,60.0,16,60 +Stand to sit,0.0,0.0,0.0,61.0,8,61 +Sitting,0.13675213675213677,0.3076923076923077,0.1893491124260355,52.0,117,52 +Stair up,0.35294117647058826,0.5454545454545454,0.42857142857142855,11.0,17,11 +Stair down,0.5,0.1,0.16666666666666666,10.0,2,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.0,0.0,0.0,11.0,1,11 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.5,0.08333333333333333,0.14285714285714285,12.0,2,12 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.290167865707434,0.290167865707434,0.290167865707434,0.290167865707434,0,0 +macro avg,0.17546782446620335,0.1543129231963887,0.1300169944547638,417.0,0,0 +weighted avg,0.19678279300289891,0.290167865707434,0.21704540134753514,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9be11740eab6120615e1235689689af7cd81b598 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3809,37,4,149,50,22,1,16,1,1,0 +Sit to stand,80,1,34,153,0,0,0,0,0,0,0 +Stand to sit,131,19,0,91,0,0,0,0,0,0,0 +Sitting,187,8,18,618,0,0,0,0,0,0,0 +Stair up,133,0,0,0,55,0,1,0,0,0,0 +Stair down,159,0,0,0,0,20,0,5,0,0,0 +Ramp up,378,0,0,0,0,0,5,0,0,0,0 +Ramp down,461,0,0,0,16,0,0,74,0,0,0 +Grass walking,637,0,0,0,31,0,1,9,4,1,0 +Uneven ground walking,543,0,0,0,8,0,0,4,0,21,0 +Carry,1586,0,0,0,0,2,0,16,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0e26e2f2c0d3c4c639225fdd38f15569cc085a5a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3713,35,1,112,41,21,1,15,1,0,0 +Sit to stand,63,0,30,113,0,0,0,0,0,0,0 +Stand to sit,105,13,0,64,0,0,0,0,0,0,0 +Sitting,153,5,17,601,0,0,0,0,0,0,0 +Stair up,125,0,0,0,51,0,1,0,0,0,0 +Stair down,151,0,0,0,0,19,0,5,0,0,0 +Ramp up,368,0,0,0,0,0,5,0,0,0,0 +Ramp down,453,0,0,0,12,0,0,74,0,0,0 +Grass walking,625,0,0,0,31,0,1,9,4,1,0 +Uneven ground walking,531,0,0,0,8,0,0,4,0,21,0 +Carry,1559,0,0,0,0,2,0,16,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5faf96d22ff415951c59e4fb0e63e4eb0b60ca39 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,96,2,3,37,9,1,0,1,0,1,0 +Sit to stand,17,1,4,40,0,0,0,0,0,0,0 +Stand to sit,26,6,0,27,0,0,0,0,0,0,0 +Sitting,34,3,1,17,0,0,0,0,0,0,0 +Stair up,8,0,0,0,4,0,0,0,0,0,0 +Stair down,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,8,0,0,0,4,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,0,0,0 +Carry,27,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3eb6b1fcc5fe759bdd32223d644b27ef61cc580e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47001480750246794,0.9312958435207824,0.6247334754797441,4090.0,8104,4090 +Sit to stand,0.015384615384615385,0.0037313432835820895,0.006006006006006006,268.0,65,268 +Stand to sit,0.0,0.0,0.0,241.0,56,241 +Sitting,0.6112759643916914,0.7436823104693141,0.6710097719869706,831.0,1011,831 +Stair up,0.34375,0.291005291005291,0.3151862464183381,189.0,160,189 +Stair down,0.45454545454545453,0.10869565217391304,0.17543859649122806,184.0,44,184 +Ramp up,0.625,0.013054830287206266,0.02557544757033248,383.0,8,383 +Ramp down,0.5967741935483871,0.13430127041742287,0.21925925925925926,551.0,124,551 +Grass walking,0.8,0.005856515373352855,0.011627906976744186,683.0,5,683 +Uneven ground walking,0.9130434782608695,0.036458333333333336,0.07011686143572621,576.0,23,576 +Carry,0.0,0.0,0.0,1604.0,0,1604 +accuracy,0.47989583333333335,0.47989583333333335,0.47989583333333335,0.47989583333333335,0,0 +macro avg,0.4390716830575896,0.20618921726038167,0.19263214287494082,9600.0,0,0 +weighted avg,0.4399551774768179,0.47989583333333335,0.3526214550097679,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fa02be16b4aba0331d1e08336ca63ffce041ab0c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47323476930920216,0.9423857868020304,0.6300695740709316,3940.0,7846,3940 +Sit to stand,0.0,0.0,0.0,206.0,53,206 +Stand to sit,0.0,0.0,0.0,182.0,48,182 +Sitting,0.6752808988764045,0.7744845360824743,0.7214885954381752,776.0,890,776 +Stair up,0.35664335664335667,0.288135593220339,0.31875,177.0,143,177 +Stair down,0.4523809523809524,0.10857142857142857,0.17511520737327188,175.0,42,175 +Ramp up,0.625,0.013404825737265416,0.026246719160104987,373.0,8,373 +Ramp down,0.6016260162601627,0.137291280148423,0.22356495468277945,539.0,123,539 +Grass walking,0.8,0.005961251862891207,0.011834319526627219,671.0,5,671 +Uneven ground walking,0.9545454545454546,0.03723404255319149,0.07167235494880546,564.0,22,564 +Carry,0.0,0.0,0.0,1577.0,0,1577 +accuracy,0.4888888888888889,0.4888888888888889,0.4888888888888889,0.4888888888888889,0,0 +macro avg,0.44897376800141214,0.2097698859070948,0.1980674295636996,9180.0,0,0 +weighted avg,0.45353165234496207,0.4888888888888889,0.3603560737041446,9180.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c7120bd6f7363ab9e3ff34c0f1f337bcc46ac761 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.37209302325581395,0.64,0.47058823529411764,150.0,258,150 +Sit to stand,0.08333333333333333,0.016129032258064516,0.02702702702702703,62.0,12,62 +Stand to sit,0.0,0.0,0.0,59.0,8,59 +Sitting,0.14049586776859505,0.3090909090909091,0.19318181818181818,55.0,121,55 +Stair up,0.23529411764705882,0.3333333333333333,0.27586206896551724,12.0,17,12 +Stair down,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.0,0.0,0.0,12.0,1,12 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,12.0,1,12 +Carry,0.0,0.0,0.0,27.0,0,27 +accuracy,0.2833333333333333,0.2833333333333333,0.2833333333333333,0.2833333333333333,0,0 +macro avg,0.12101966745498194,0.12815130779940162,0.10440703011696927,420.0,0,0 +weighted avg,0.18102719593827665,0.2833333333333333,0.20913242722319803,420.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b487e887984a57cf4f673bb9f63924e43870d749 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3822,34,3,150,49,18,1,15,1,1,0 +Sit to stand,88,1,30,153,0,0,0,0,0,0,0 +Stand to sit,131,18,0,98,0,0,0,0,0,0,0 +Sitting,183,6,13,616,2,0,0,0,0,0,0 +Stair up,141,0,0,0,46,0,0,0,0,0,0 +Stair down,169,0,0,0,0,11,0,4,0,0,0 +Ramp up,380,0,0,0,0,1,1,0,0,0,0 +Ramp down,477,0,0,0,16,0,0,58,0,0,0 +Grass walking,637,0,0,0,33,0,0,9,3,1,0 +Uneven ground walking,544,0,0,0,9,0,0,6,1,15,0 +Carry,1584,0,0,0,0,3,0,18,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fcc9a3ce9cfea6e15674acd90d2b24b966f1e441 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3725,33,1,111,41,17,1,15,1,1,0 +Sit to stand,71,1,26,113,0,0,0,0,0,0,0 +Stand to sit,107,11,0,70,0,0,0,0,0,0,0 +Sitting,151,3,13,599,2,0,0,0,0,0,0 +Stair up,132,0,0,0,43,0,0,0,0,0,0 +Stair down,159,0,0,0,0,11,0,4,0,0,0 +Ramp up,370,0,0,0,0,1,1,0,0,0,0 +Ramp down,468,0,0,0,13,0,0,58,0,0,0 +Grass walking,625,0,0,0,33,0,0,9,3,1,0 +Uneven ground walking,532,0,0,0,9,0,0,6,1,15,0 +Carry,1556,0,0,0,0,3,0,18,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..132f7dbf5643cd5f27d204a19f9b95de0381804f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,97,1,2,39,8,1,0,0,0,0,0 +Sit to stand,17,0,4,40,0,0,0,0,0,0,0 +Stand to sit,24,7,0,28,0,0,0,0,0,0,0 +Sitting,32,3,0,17,0,0,0,0,0,0,0 +Stair up,9,0,0,0,3,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,3,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,0,0,0 +Carry,28,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..22b204d7069db1aaa5b2522aab23d76f97f86830 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46861206473761646,0.9335613092330239,0.624,4094.0,8156,4094 +Sit to stand,0.01694915254237288,0.003676470588235294,0.006042296072507553,272.0,59,272 +Stand to sit,0.0,0.0,0.0,247.0,46,247 +Sitting,0.6057030481809242,0.751219512195122,0.6706586826347305,820.0,1017,820 +Stair up,0.2967741935483871,0.24598930481283424,0.26900584795321636,187.0,155,187 +Stair down,0.3333333333333333,0.059782608695652176,0.10138248847926268,184.0,33,184 +Ramp up,0.5,0.002617801047120419,0.005208333333333333,382.0,2,382 +Ramp down,0.5272727272727272,0.10526315789473684,0.17549167927382753,551.0,110,551 +Grass walking,0.6,0.004392386530014641,0.00872093023255814,683.0,5,683 +Uneven ground walking,0.8823529411764706,0.02608695652173913,0.05067567567567568,575.0,17,575 +Carry,0.0,0.0,0.0,1605.0,0,1605 +accuracy,0.4763541666666667,0.4763541666666667,0.4763541666666667,0.4763541666666667,0,0 +macro avg,0.3846361327992574,0.19387177341077078,0.17374417578682833,9600.0,0,0 +weighted avg,0.40992653994440736,0.4763541666666667,0.3446852607515833,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..343c3f2bfc12d1a505bbddc2dfa78897f7236ea9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.471757852077001,0.9439939178915357,0.6291167032595846,3946.0,7896,3946 +Sit to stand,0.020833333333333332,0.004739336492890996,0.007722007722007722,211.0,48,211 +Stand to sit,0.0,0.0,0.0,188.0,40,188 +Sitting,0.6707726763717805,0.7799479166666666,0.7212522576760987,768.0,893,768 +Stair up,0.3049645390070922,0.24571428571428572,0.2721518987341772,175.0,141,175 +Stair down,0.34375,0.06321839080459771,0.10679611650485436,174.0,32,174 +Ramp up,0.5,0.002688172043010753,0.0053475935828877,372.0,2,372 +Ramp down,0.5272727272727272,0.10760667903525047,0.17873651771956856,539.0,110,539 +Grass walking,0.6,0.004470938897168405,0.008875739644970414,671.0,5,671 +Uneven ground walking,0.8823529411764706,0.02664298401420959,0.05172413793103448,563.0,17,563 +Carry,0.0,0.0,0.0,1577.0,0,1577 +accuracy,0.48519163763066203,0.48519163763066203,0.48519163763066203,0.48519163763066203,0,0 +macro avg,0.39288218811258235,0.19809296559632872,0.18015663388865308,9184.0,0,0 +weighted avg,0.4207155632939134,0.48519163763066203,0.35253258862781606,9184.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4876e8813daf6e01a3d87949271182c3eb7b157 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.3730769230769231,0.6554054054054054,0.47549019607843135,148.0,260,148 +Sit to stand,0.0,0.0,0.0,61.0,11,61 +Stand to sit,0.0,0.0,0.0,59.0,6,59 +Sitting,0.13709677419354838,0.3269230769230769,0.19318181818181818,52.0,124,52 +Stair up,0.21428571428571427,0.25,0.23076923076923078,12.0,14,12 +Stair down,0.0,0.0,0.0,10.0,1,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.0,0.0,0.0,12.0,0,12 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,12.0,0,12 +Carry,0.0,0.0,0.0,28.0,0,28 +accuracy,0.28125,0.28125,0.28125,0.28125,0,0 +macro avg,0.06585994650510779,0.11202986202986204,0.08176738591177095,416.0,0,0 +weighted avg,0.15604770539634064,0.28125,0.19996931330358933,416.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..fffa2e29bf53a8c33d2710882fb8f45ca7e72376 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3828,27,0,156,38,19,0,17,2,2,0 +Sit to stand,97,4,8,156,0,0,0,0,0,0,0 +Stand to sit,136,10,0,102,0,0,0,0,0,0,0 +Sitting,195,1,2,631,0,0,0,0,0,0,0 +Stair up,152,0,0,0,36,0,0,0,0,0,0 +Stair down,179,0,0,0,0,4,0,0,0,0,0 +Ramp up,382,0,0,0,0,0,0,0,0,0,0 +Ramp down,489,0,0,0,12,0,0,51,0,0,0 +Grass walking,650,0,0,0,20,0,0,9,1,1,0 +Uneven ground walking,541,0,0,0,10,0,0,12,1,10,0 +Carry,1568,0,0,0,0,10,1,29,1,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e90cb4f34c97c3f2521746315d3c536fe849f682 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3726,26,0,118,34,19,0,17,2,2,0 +Sit to stand,81,2,5,117,0,0,0,0,0,0,0 +Stand to sit,109,8,0,70,0,0,0,0,0,0,0 +Sitting,161,1,2,609,0,0,0,0,0,0,0 +Stair up,140,0,0,0,36,0,0,0,0,0,0 +Stair down,169,0,0,0,0,4,0,0,0,0,0 +Ramp up,373,0,0,0,0,0,0,0,0,0,0 +Ramp down,478,0,0,0,10,0,0,51,0,0,0 +Grass walking,638,0,0,0,20,0,0,9,1,1,0 +Uneven ground walking,530,0,0,0,10,0,0,12,1,10,0 +Carry,1539,0,0,0,0,10,1,29,1,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a6a198670130ab75a8dae32cb8f5b4d3bce11ae3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,102,1,0,38,4,0,0,0,0,0,0 +Sit to stand,16,2,3,39,0,0,0,0,0,0,0 +Stand to sit,27,2,0,32,0,0,0,0,0,0,0 +Sitting,34,0,0,22,0,0,0,0,0,0,0 +Stair up,12,0,0,0,0,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,11,0,0,0,2,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d1e1ba3ef5f61fb961330a0cac17855d98bf1e73 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46586345381526106,0.9361702127659575,0.6221355436372501,4089.0,8217,4089 +Sit to stand,0.09523809523809523,0.01509433962264151,0.026058631921824105,265.0,42,265 +Stand to sit,0.0,0.0,0.0,248.0,10,248 +Sitting,0.6038277511961723,0.7611580217129071,0.6734258271077909,829.0,1045,829 +Stair up,0.3103448275862069,0.19148936170212766,0.23684210526315788,188.0,116,188 +Stair down,0.12121212121212122,0.02185792349726776,0.037037037037037035,183.0,33,183 +Ramp up,0.0,0.0,0.0,382.0,1,382 +Ramp down,0.4322033898305085,0.09239130434782608,0.15223880597014924,552.0,118,552 +Grass walking,0.2,0.0014684287812041115,0.0029154518950437317,681.0,5,681 +Uneven ground walking,0.7692307692307693,0.017421602787456445,0.034071550255536626,574.0,13,574 +Carry,0.0,0.0,0.0,1609.0,0,1609 +accuracy,0.47552083333333334,0.47552083333333334,0.47552083333333334,0.47552083333333334,0,0 +macro avg,0.27253821891901225,0.18518647229248983,0.16224772300798088,9600.0,0,0 +weighted avg,0.3466217023045054,0.47552083333333334,0.34020522844940987,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8639890d90f108f4fb109c8e5ceaf8b309ee14f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4690332326283988,0.9447261663286004,0.6268506056527591,3944.0,7944,3944 +Sit to stand,0.05405405405405406,0.00975609756097561,0.01652892561983471,205.0,37,205 +Stand to sit,0.0,0.0,0.0,187.0,7,187 +Sitting,0.6663019693654267,0.7878395860284605,0.7219917012448133,773.0,914,773 +Stair up,0.32727272727272727,0.20454545454545456,0.2517482517482518,176.0,110,176 +Stair down,0.12121212121212122,0.023121387283236993,0.038834951456310676,173.0,33,173 +Ramp up,0.0,0.0,0.0,373.0,1,373 +Ramp down,0.4322033898305085,0.09461966604823747,0.1552511415525114,539.0,118,539 +Grass walking,0.2,0.0014947683109118087,0.002967359050445104,669.0,5,669 +Uneven ground walking,0.7692307692307693,0.017761989342806393,0.034722222222222224,563.0,13,563 +Carry,0.0,0.0,0.0,1580.0,0,1580 +accuracy,0.4834458723589632,0.4834458723589632,0.4834458723589632,0.4834458723589632,0,0 +macro avg,0.2763007512358187,0.18944228322260762,0.16808137804974077,9182.0,0,0 +weighted avg,0.3544330015304101,0.4834458723589632,0.34742181246254467,9182.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c4706156683863cab9ba6994b9bdbb83e6fcb17f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.37362637362637363,0.7034482758620689,0.4880382775119617,145.0,273,145 +Sit to stand,0.4,0.03333333333333333,0.06153846153846154,60.0,5,60 +Stand to sit,0.0,0.0,0.0,61.0,3,61 +Sitting,0.16793893129770993,0.39285714285714285,0.23529411764705882,56.0,131,56 +Stair up,0.0,0.0,0.0,12.0,6,12 +Stair down,0.0,0.0,0.0,10.0,0,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,0.0,0.0,0.0,13.0,0,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,0,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.3014354066985646,0.3014354066985646,0.3014354066985646,0.3014354066985646,0,0 +macro avg,0.08559684590218941,0.10269443200477682,0.07135189606340746,418.0,0,0 +weighted avg,0.20952249839353093,0.3014354066985646,0.20965150363583115,418.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..71bc6725d8ca5e47d7686c84cadf2286d8992dd9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3837,28,0,152,27,19,0,25,3,1,0 +Sit to stand,118,15,0,132,0,0,0,0,0,0,0 +Stand to sit,135,13,0,98,0,1,0,0,0,0,1 +Sitting,180,3,0,641,1,1,0,0,0,0,1 +Stair up,160,0,0,0,27,0,0,0,0,0,0 +Stair down,180,0,0,0,0,2,0,1,0,0,0 +Ramp up,381,0,0,0,0,1,0,0,0,0,0 +Ramp down,523,0,0,0,4,0,0,25,0,0,0 +Grass walking,669,0,0,0,0,0,0,11,0,1,0 +Uneven ground walking,563,0,0,0,0,0,0,8,0,3,0 +Carry,1554,0,0,0,0,9,1,42,2,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..68b2da99d1d4269709d2da9af9cea27f35f42d93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3729,18,0,126,25,19,0,25,3,1,0 +Sit to stand,99,9,0,97,0,0,0,0,0,0,0 +Stand to sit,109,10,0,66,0,1,0,0,0,0,1 +Sitting,156,3,0,610,1,0,0,0,0,0,1 +Stair up,149,0,0,0,26,0,0,0,0,0,0 +Stair down,170,0,0,0,0,2,0,1,0,0,0 +Ramp up,372,0,0,0,0,1,0,0,0,0,0 +Ramp down,513,0,0,0,2,0,0,24,0,0,0 +Grass walking,657,0,0,0,0,0,0,11,0,1,0 +Uneven ground walking,552,0,0,0,0,0,0,8,0,3,0 +Carry,1525,0,0,0,0,9,1,42,2,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c1560e6b50e546284580e7f8935c9a8de4b1059a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,108,10,0,26,2,0,0,0,0,0,0 +Sit to stand,19,6,0,35,0,0,0,0,0,0,0 +Stand to sit,26,3,0,32,0,0,0,0,0,0,0 +Sitting,24,0,0,31,0,1,0,0,0,0,0 +Stair up,11,0,0,0,1,0,0,0,0,0,0 +Stair down,10,0,0,0,0,0,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,10,0,0,0,2,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,0,0 +Carry,29,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..29dcad41863e3a7b552a894087df94d841b48e03 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46228915662650605,0.9376832844574781,0.6192704970948999,4092.0,8300,4092 +Sit to stand,0.2542372881355932,0.05660377358490566,0.09259259259259259,265.0,59,265 +Stand to sit,0.0,0.0,0.0,248.0,0,248 +Sitting,0.6265884652981427,0.7750906892382105,0.692972972972973,827.0,1023,827 +Stair up,0.4576271186440678,0.1443850267379679,0.21951219512195122,187.0,59,187 +Stair down,0.06060606060606061,0.01092896174863388,0.018518518518518517,183.0,33,183 +Ramp up,0.0,0.0,0.0,382.0,1,382 +Ramp down,0.22321428571428573,0.04528985507246377,0.07530120481927711,552.0,112,552 +Grass walking,0.0,0.0,0.0,681.0,5,681 +Uneven ground walking,0.6,0.005226480836236934,0.010362694300518135,574.0,5,574 +Carry,0.3333333333333333,0.0006215040397762585,0.0012406947890818859,1609.0,3,1609 +accuracy,0.4740625,0.4740625,0.4740625,0.4740625,0,0 +macro avg,0.2743541553052718,0.17962087051960665,0.1572519427463466,9600.0,0,0 +weighted avg,0.37269412191647167,0.4740625,0.33600301652907094,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b1074d6ad84535517ec59546d9fdf993379bb474 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46432573776615615,0.9450076026355804,0.6226934958670786,3946.0,8031,3946 +Sit to stand,0.225,0.04390243902439024,0.07346938775510205,205.0,40,205 +Stand to sit,0.0,0.0,0.0,187.0,0,187 +Sitting,0.67853170189099,0.7911802853437094,0.7305389221556886,771.0,899,771 +Stair up,0.48148148148148145,0.14857142857142858,0.22707423580786026,175.0,54,175 +Stair down,0.0625,0.011560693641618497,0.01951219512195122,173.0,32,173 +Ramp up,0.0,0.0,0.0,373.0,1,373 +Ramp down,0.21621621621621623,0.04452690166975881,0.07384615384615385,539.0,111,539 +Grass walking,0.0,0.0,0.0,669.0,5,669 +Uneven ground walking,0.6,0.0053285968028419185,0.01056338028169014,563.0,5,563 +Carry,0.3333333333333333,0.0006329113924050633,0.0012634238787113076,1580.0,3,1580 +accuracy,0.47968630868097156,0.47968630868097156,0.47968630868097156,0.47968630868097156,0,0 +macro avg,0.2783080427898343,0.18097371446197572,0.15990556315583965,9181.0,0,0 +weighted avg,0.37878022762767366,0.47968630868097156,0.3405201327672181,9181.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4660fa9933590c2fc4dad651919d750f949b0ca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.40148698884758366,0.7397260273972602,0.5204819277108433,146.0,269,146 +Sit to stand,0.3157894736842105,0.1,0.1518987341772152,60.0,19,60 +Stand to sit,0.0,0.0,0.0,61.0,0,61 +Sitting,0.25,0.5535714285714286,0.34444444444444444,56.0,124,56 +Stair up,0.2,0.08333333333333333,0.11764705882352941,12.0,5,12 +Stair down,0.0,0.0,0.0,10.0,1,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,1.0,0.07692307692307693,0.14285714285714285,13.0,1,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,0,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.35083532219570407,0.35083532219570407,0.35083532219570407,0.35083532219570407,0,0 +macro avg,0.19702513295743584,0.1412321696568272,0.11612084618301594,419.0,0,0 +weighted avg,0.25528512838377054,0.35083532219570407,0.25695007624899796,419.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..abbc55a0f050dfebdfcf1c982f525488f9f9f123 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2439,2,0,2,0,9,0,1192,0,2,219 +Sit to stand,17,167,0,157,0,0,0,0,0,0,0 +Stand to sit,322,1,110,193,2,0,0,2,0,0,20 +Sitting,0,2,0,567,0,0,0,0,0,0,0 +Stair up,150,3,0,20,120,0,0,4,0,3,0 +Stair down,333,0,0,0,0,29,0,9,0,0,0 +Ramp up,357,0,0,11,0,34,11,2,0,39,6 +Ramp down,314,0,0,0,0,1,0,322,0,0,0 +Grass walking,185,0,0,1,16,27,0,198,20,29,8 +Uneven ground walking,214,0,0,0,0,10,0,54,1,160,0 +Carry,563,0,0,0,0,3,0,507,0,0,635 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..12a80c43425c54ba8395e909d400fe87b92e4747 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2289,0,0,2,0,7,0,1181,0,2,207 +Sit to stand,1,138,0,115,0,0,0,0,0,0,0 +Stand to sit,279,0,109,151,2,0,0,2,0,0,19 +Sitting,0,2,0,503,0,0,0,0,0,0,0 +Stair up,138,3,0,20,119,0,0,1,0,3,0 +Stair down,322,0,0,0,0,26,0,9,0,0,0 +Ramp up,347,0,0,11,0,34,11,2,0,39,2 +Ramp down,300,0,0,0,0,1,0,321,0,0,0 +Grass walking,180,0,0,1,16,27,0,191,20,29,7 +Uneven ground walking,206,0,0,0,0,9,0,53,1,156,0 +Carry,539,0,0,0,0,3,0,506,0,0,632 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..db8bfd99c6807dc8dbdf4ebaf6236a23af02c066 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,150,2,0,0,0,2,0,11,0,0,12 +Sit to stand,16,29,0,42,0,0,0,0,0,0,0 +Stand to sit,43,1,1,42,0,0,0,0,0,0,1 +Sitting,0,0,0,64,0,0,0,0,0,0,0 +Stair up,12,0,0,0,1,0,0,3,0,0,0 +Stair down,11,0,0,0,0,3,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,4 +Ramp down,14,0,0,0,0,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,0,7,0,0,1 +Uneven ground walking,8,0,0,0,0,1,0,1,0,4,0 +Carry,24,0,0,0,0,0,0,1,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b359a81f7321523d9f70a97264704723ccbad95f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49836534532080096,0.6310478654592496,0.5569128895992693,3865.0,4894,3865 +Sit to stand,0.9542857142857143,0.4897360703812317,0.6472868217054264,341.0,175,341 +Stand to sit,1.0,0.16923076923076924,0.2894736842105263,650.0,110,650 +Sitting,0.5962145110410094,0.9964850615114236,0.7460526315789474,569.0,951,569 +Stair up,0.8695652173913043,0.4,0.547945205479452,300.0,138,300 +Stair down,0.25663716814159293,0.07816711590296496,0.11983471074380166,371.0,113,371 +Ramp up,1.0,0.02391304347826087,0.04670912951167728,460.0,11,460 +Ramp down,0.1406113537117904,0.5054945054945055,0.2200204988042364,637.0,2290,637 +Grass walking,0.9523809523809523,0.04132231404958678,0.07920792079207921,484.0,21,484 +Uneven ground walking,0.6866952789699571,0.36446469248291574,0.47619047619047616,439.0,233,439 +Carry,0.7150900900900901,0.37177985948477754,0.48921417565485364,1708.0,888,1708 +accuracy,0.46620521172638435,0.46620521172638435,0.46620521172638435,0.46620521172638435,0,0 +macro avg,0.6972586937575648,0.37014920886142594,0.38353164947915874,9824.0,0,0 +weighted avg,0.6240102213176972,0.46620521172638435,0.45188299348339983,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ac8575ea219566160a39293e9804625fd0cda84 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4975005433601391,0.6206616052060737,0.5522982265653276,3688.0,4601,3688 +Sit to stand,0.965034965034965,0.5433070866141733,0.6952141057934509,254.0,143,254 +Stand to sit,1.0,0.19395017793594305,0.32488822652757077,562.0,109,562 +Sitting,0.6264009962640099,0.996039603960396,0.7691131498470948,505.0,803,505 +Stair up,0.8686131386861314,0.41901408450704225,0.5653206650831354,284.0,137,284 +Stair down,0.24299065420560748,0.07282913165266107,0.11206896551724138,357.0,107,357 +Ramp up,1.0,0.02466367713004484,0.04814004376367615,446.0,11,446 +Ramp down,0.1416593115622242,0.5160771704180064,0.22229916897506924,622.0,2266,622 +Grass walking,0.9523809523809523,0.04246284501061571,0.08130081300813008,471.0,21,471 +Uneven ground walking,0.6812227074235808,0.36705882352941177,0.47706422018348627,425.0,229,425 +Carry,0.7289504036908881,0.3761904761904762,0.49627012171181784,1680.0,867,1680 +accuracy,0.465246395523994,0.465246395523994,0.465246395523994,0.465246395523994,0,0 +macro avg,0.7004321520553181,0.37929588019589494,0.39490706427054545,9294.0,0,0 +weighted avg,0.6228219316011951,0.465246395523994,0.45400565737042886,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4df047e44a9e72717a2ec5ee9543ba1beb23ac90 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5119453924914675,0.847457627118644,0.6382978723404256,177.0,293,177 +Sit to stand,0.90625,0.3333333333333333,0.48739495798319327,87.0,32,87 +Stand to sit,1.0,0.011363636363636364,0.02247191011235955,88.0,1,88 +Sitting,0.43243243243243246,1.0,0.6037735849056604,64.0,148,64 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.5,0.21428571428571427,0.3,14.0,6,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.041666666666666664,0.06666666666666667,0.05128205128205128,15.0,24,15 +Grass walking,0.0,0.0,0.0,13.0,0,13 +Uneven ground walking,1.0,0.2857142857142857,0.4444444444444444,14.0,4,14 +Carry,0.14285714285714285,0.10714285714285714,0.12244897959183673,28.0,21,28 +accuracy,0.4830188679245283,0.4830188679245283,0.4830188679245283,0.4830188679245283,0,0 +macro avg,0.50319560313161,0.2662240109659216,0.25343280540759094,530.0,0,0 +weighted avg,0.6165259625408781,0.4830188679245283,0.40094999930913944,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e48e1f743d84a77577673bb1f1a050408293381e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2509,7,0,1,0,8,0,1144,0,3,193 +Sit to stand,17,154,0,161,0,0,0,0,0,0,0 +Stand to sit,342,1,99,196,2,0,0,3,0,0,19 +Sitting,0,5,0,558,0,0,0,0,0,0,0 +Stair up,157,3,0,19,114,0,0,4,0,3,0 +Stair down,338,0,0,0,0,26,0,7,0,0,0 +Ramp up,347,0,0,10,0,40,11,1,0,42,9 +Ramp down,318,0,0,0,0,1,0,316,0,0,0 +Grass walking,193,0,0,1,13,21,0,203,14,34,8 +Uneven ground walking,220,0,0,0,0,10,0,47,1,164,0 +Carry,585,0,0,0,0,3,0,521,0,0,598 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..21779690c2f09136557013796df07dd00bbdf687 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2361,0,0,1,0,6,0,1132,0,3,181 +Sit to stand,0,125,0,121,0,0,0,0,0,0,0 +Stand to sit,300,1,98,153,2,0,0,2,0,0,19 +Sitting,0,4,0,502,0,0,0,0,0,0,0 +Stair up,144,3,0,19,112,0,0,2,0,3,0 +Stair down,328,0,0,0,0,21,0,7,0,0,0 +Ramp up,338,0,0,10,0,40,11,1,0,42,4 +Ramp down,303,0,0,0,0,1,0,315,0,0,0 +Grass walking,188,0,0,1,13,21,0,195,14,34,7 +Uneven ground walking,212,0,0,0,0,9,0,46,1,160,0 +Carry,558,0,0,0,0,3,0,520,0,0,597 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9b9add24f43bd1027c1829b355d818ba8b5c8cf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,148,7,0,0,0,2,0,12,0,0,12 +Sit to stand,17,29,0,40,0,0,0,0,0,0,0 +Stand to sit,42,0,1,43,0,0,0,1,0,0,0 +Sitting,0,1,0,56,0,0,0,0,0,0,0 +Stair up,13,0,0,0,2,0,0,2,0,0,0 +Stair down,10,0,0,0,0,5,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,5 +Ramp down,15,0,0,0,0,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,0,8,0,0,1 +Uneven ground walking,8,0,0,0,0,1,0,1,0,4,0 +Carry,27,0,0,0,0,0,0,1,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..dcc5b205372312a51775101064c5439207fc09e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49920413847990447,0.6491591203104786,0.5643909571476774,3865.0,5026,3865 +Sit to stand,0.9058823529411765,0.463855421686747,0.6135458167330677,332.0,170,332 +Stand to sit,1.0,0.14954682779456194,0.26018396846254926,662.0,99,662 +Sitting,0.5898520084566596,0.9911190053285968,0.7395626242544732,563.0,946,563 +Stair up,0.8837209302325582,0.38,0.5314685314685315,300.0,129,300 +Stair down,0.23853211009174313,0.07008086253369272,0.10833333333333334,371.0,109,371 +Ramp up,1.0,0.02391304347826087,0.04670912951167728,460.0,11,460 +Ramp down,0.14069456812110417,0.49763779527559054,0.21936827490454702,635.0,2246,635 +Grass walking,0.9333333333333333,0.028747433264887063,0.055776892430278883,487.0,15,487 +Uneven ground walking,0.6666666666666666,0.37104072398190047,0.47674418604651164,442.0,246,442 +Carry,0.7230955259975816,0.3503222026947862,0.47198105761641673,1707.0,827,1707 +accuracy,0.46447475570032576,0.46447475570032576,0.46447475570032576,0.46447475570032576,0,0 +macro avg,0.6891801485746116,0.36140203966813655,0.37164225199173306,9824.0,0,0 +weighted avg,0.6220216228329579,0.46447475570032576,0.445608410785112,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..841a73d0689a63b327c261d623d9bd56369f3efb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4989433643279797,0.6408794788273615,0.561074144486692,3684.0,4732,3684 +Sit to stand,0.9398496240601504,0.508130081300813,0.6596306068601583,246.0,133,246 +Stand to sit,1.0,0.17043478260869566,0.2912332838038633,575.0,98,575 +Sitting,0.6220570012391574,0.9920948616600791,0.7646610814927647,506.0,807,506 +Stair up,0.8818897637795275,0.3957597173144876,0.5463414634146342,283.0,127,283 +Stair down,0.2079207920792079,0.05898876404494382,0.09190371991247265,356.0,101,356 +Ramp up,1.0,0.02466367713004484,0.04814004376367615,446.0,11,446 +Ramp down,0.14189189189189189,0.5088852988691438,0.22190912293060938,619.0,2220,619 +Grass walking,0.9333333333333333,0.02959830866807611,0.05737704918032787,473.0,15,473 +Uneven ground walking,0.6611570247933884,0.37383177570093457,0.47761194029850745,428.0,242,428 +Carry,0.7388613861386139,0.3557806912991657,0.48028962188254226,1678.0,808,1678 +accuracy,0.4643856251344954,0.4643856251344954,0.4643856251344954,0.4643856251344954,0,0 +macro avg,0.6932640165130228,0.3690043124930677,0.38183382527511345,9294.0,0,0 +weighted avg,0.6219871067096842,0.4643856251344954,0.4483851655127957,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..65995f1f1fabc739c21fd2223410567a0603354b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5034013605442177,0.8176795580110497,0.6231578947368421,181.0,294,181 +Sit to stand,0.7837837837837838,0.3372093023255814,0.4715447154471545,86.0,37,86 +Stand to sit,1.0,0.011494252873563218,0.022727272727272728,87.0,1,87 +Sitting,0.4028776978417266,0.9824561403508771,0.5714285714285714,57.0,139,57 +Stair up,1.0,0.11764705882352941,0.21052631578947367,17.0,2,17 +Stair down,0.625,0.3333333333333333,0.43478260869565216,15.0,8,15 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.038461538461538464,0.0625,0.047619047619047616,16.0,26,16 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,1.0,0.2857142857142857,0.4444444444444444,14.0,4,14 +Carry,0.05263157894736842,0.034482758620689655,0.041666666666666664,29.0,19,29 +accuracy,0.4660377358490566,0.4660377358490566,0.4660377358490566,0.4660377358490566,0,0 +macro avg,0.49146872359805766,0.27113788091390084,0.2607179579595569,530.0,0,0 +weighted avg,0.5867958129165011,0.4660377358490566,0.38903070300158715,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3daa7ccb2dad56ac05884d73561522bc3db5b398 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2564,3,0,1,0,8,0,1127,0,5,171 +Sit to stand,10,152,0,177,0,0,0,0,0,0,0 +Stand to sit,369,1,68,197,3,0,0,3,0,0,10 +Sitting,0,6,0,554,0,0,0,0,0,0,0 +Stair up,162,3,0,20,109,0,0,3,0,1,0 +Stair down,343,0,0,0,0,22,0,6,0,0,0 +Ramp up,353,0,0,12,0,31,5,1,0,48,9 +Ramp down,317,0,0,0,0,2,0,316,0,0,0 +Grass walking,200,0,0,1,10,18,0,202,10,36,9 +Uneven ground walking,232,0,0,0,0,8,0,42,0,158,0 +Carry,599,0,0,0,0,5,0,512,0,0,590 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9d29f29dfc6d230d09391a4cec6c29af31e6266 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2409,1,0,1,0,4,0,1115,0,4,162 +Sit to stand,0,118,0,136,0,0,0,0,0,0,0 +Stand to sit,329,1,67,155,3,0,0,2,0,0,9 +Sitting,0,4,0,498,0,0,0,0,0,0,0 +Stair up,149,3,0,20,108,0,0,1,0,1,0 +Stair down,333,0,0,0,0,18,0,6,0,0,0 +Ramp up,344,0,0,12,0,31,5,1,0,48,4 +Ramp down,303,0,0,0,0,2,0,315,0,0,0 +Grass walking,195,0,0,1,10,18,0,194,10,36,8 +Uneven ground walking,226,0,0,0,0,7,0,40,0,156,0 +Carry,574,0,0,0,0,5,0,511,0,0,588 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a26d666d616b6fc470fdf3c07e8ea1a4d40fb0aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,155,2,0,0,0,4,0,12,0,1,9 +Sit to stand,10,34,0,41,0,0,0,0,0,0,0 +Stand to sit,40,0,1,42,0,0,0,1,0,0,1 +Sitting,0,2,0,56,0,0,0,0,0,0,0 +Stair up,13,0,0,0,1,0,0,2,0,0,0 +Stair down,10,0,0,0,0,4,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,5 +Ramp down,14,0,0,0,0,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,0,8,0,0,1 +Uneven ground walking,6,0,0,0,0,1,0,2,0,2,0 +Carry,25,0,0,0,0,0,0,1,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e3630dc7ca0c794c049927e97aa79715a2d384e1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49796076908137504,0.6609951018303687,0.5680106335844041,3879.0,5149,3879 +Sit to stand,0.9212121212121213,0.44837758112094395,0.6031746031746031,339.0,165,339 +Stand to sit,1.0,0.10445468509984639,0.18915159944367177,651.0,68,651 +Sitting,0.5758835758835759,0.9892857142857143,0.7279894875164258,560.0,962,560 +Stair up,0.8934426229508197,0.36577181208053694,0.5190476190476191,298.0,122,298 +Stair down,0.23404255319148937,0.05929919137466307,0.09462365591397849,371.0,94,371 +Ramp up,1.0,0.010893246187363835,0.021551724137931036,459.0,5,459 +Ramp down,0.14285714285714285,0.49763779527559054,0.22198805760449597,635.0,2212,635 +Grass walking,1.0,0.0205761316872428,0.04032258064516129,486.0,10,486 +Uneven ground walking,0.6370967741935484,0.35909090909090907,0.45930232558139533,440.0,248,440 +Carry,0.7477820025348543,0.34583821805392734,0.4729458917835671,1706.0,789,1706 +accuracy,0.46294788273615634,0.46294788273615634,0.46294788273615634,0.46294788273615634,0,0 +macro avg,0.6954797783549933,0.35111094418973693,0.3561916525848412,9824.0,0,0 +weighted avg,0.6272601981280191,0.46294788273615634,0.4384948041538775,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3d990037dbf99058df797b0f967d9004398af7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49547511312217196,0.6517857142857143,0.5629820051413882,3696.0,4862,3696 +Sit to stand,0.9291338582677166,0.4645669291338583,0.6194225721784777,254.0,127,254 +Stand to sit,1.0,0.11837455830388692,0.21169036334913113,566.0,67,566 +Sitting,0.6051032806804374,0.9920318725099602,0.7516981132075472,502.0,823,502 +Stair up,0.8925619834710744,0.3829787234042553,0.5359801488833746,282.0,121,282 +Stair down,0.21176470588235294,0.05042016806722689,0.08144796380090498,357.0,85,357 +Ramp up,1.0,0.011235955056179775,0.022222222222222223,445.0,5,445 +Ramp down,0.14416475972540047,0.5080645161290323,0.22459893048128343,620.0,2185,620 +Grass walking,1.0,0.0211864406779661,0.04149377593360996,472.0,10,472 +Uneven ground walking,0.636734693877551,0.36363636363636365,0.4629080118694362,429.0,245,429 +Carry,0.7626459143968871,0.3504171632896305,0.48019599836668025,1678.0,771,1678 +accuracy,0.461455757445436,0.461455757445436,0.461455757445436,0.461455757445436,0,0 +macro avg,0.6979622099475993,0.3558816731358249,0.3631491004940051,9301.0,0,0 +weighted avg,0.6261263867757407,0.461455757445436,0.43958596476324713,9301.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a7ebaf334c1bba92cf7f5739e663c00853c79ac1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5400696864111498,0.8469945355191257,0.6595744680851063,183.0,287,183 +Sit to stand,0.8947368421052632,0.4,0.5528455284552846,85.0,38,85 +Stand to sit,1.0,0.011764705882352941,0.023255813953488372,85.0,1,85 +Sitting,0.4028776978417266,0.9655172413793104,0.5685279187817259,58.0,139,58 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.4444444444444444,0.2857142857142857,0.34782608695652173,14.0,9,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.037037037037037035,0.06666666666666667,0.047619047619047616,15.0,27,15 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,0.6666666666666666,0.18181818181818182,0.2857142857142857,11.0,3,11 +Carry,0.1111111111111111,0.07142857142857142,0.08695652173913043,28.0,18,28 +accuracy,0.4894837476099426,0.4894837476099426,0.4894837476099426,0.4894837476099426,0,0 +macro avg,0.46335849869249085,0.2629458353098632,0.24454243001164724,523.0,0,0 +weighted avg,0.6051137913752009,0.4894837476099426,0.4124076571282343,523.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..17b957cf5a8acbe396e999c8c3b8b1326dba85f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2639,5,0,1,1,6,0,1043,0,5,167 +Sit to stand,19,132,0,186,0,0,0,0,0,0,0 +Stand to sit,391,3,64,186,4,0,0,3,0,0,9 +Sitting,0,13,0,548,0,0,0,0,0,0,0 +Stair up,162,6,0,15,112,0,0,5,0,0,0 +Stair down,354,0,0,0,0,11,0,5,0,0,0 +Ramp up,368,0,0,11,0,27,3,2,0,37,11 +Ramp down,341,0,0,1,0,0,0,295,0,0,0 +Grass walking,224,0,0,0,11,8,0,192,8,34,9 +Uneven ground walking,252,0,0,0,0,7,0,45,0,136,0 +Carry,616,0,0,0,0,1,0,498,0,0,592 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3a9b0b594ff6eacd12ed469305eefec81c064db --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2497,0,0,1,0,3,0,1024,0,3,160 +Sit to stand,0,105,0,146,0,0,0,0,0,0,0 +Stand to sit,352,3,63,144,4,0,0,2,0,0,6 +Sitting,0,12,0,493,0,0,0,0,0,0,0 +Stair up,150,6,0,15,111,0,0,2,0,0,0 +Stair down,341,0,0,0,0,10,0,5,0,0,0 +Ramp up,360,0,0,10,0,27,3,2,0,37,6 +Ramp down,326,0,0,1,0,0,0,295,0,0,0 +Grass walking,219,0,0,0,11,8,0,185,7,34,8 +Uneven ground walking,243,0,0,0,0,6,0,43,0,133,0 +Carry,591,0,0,0,0,1,0,498,0,0,589 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8de53f6f8d4509853fe95ca139cb2d74ba26f0dd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,142,5,0,0,1,3,0,19,0,2,7 +Sit to stand,19,27,0,40,0,0,0,0,0,0,0 +Stand to sit,39,0,1,42,0,0,0,1,0,0,3 +Sitting,0,1,0,55,0,0,0,0,0,0,0 +Stair up,12,0,0,0,1,0,0,3,0,0,0 +Stair down,13,0,0,0,0,1,0,0,0,0,0 +Ramp up,8,0,0,1,0,0,0,0,0,0,5 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,5,0,0,0,0,0,0,7,1,0,1 +Uneven ground walking,9,0,0,0,0,1,0,2,0,3,0 +Carry,25,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a3b71240201458174a883436e8d7b5944b486a4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49180022363026465,0.682441168864753,0.5716451857467779,3867.0,5366,3867 +Sit to stand,0.8301886792452831,0.3916913946587537,0.532258064516129,337.0,159,337 +Stand to sit,1.0,0.09696969696969697,0.17679558011049723,660.0,64,660 +Sitting,0.5780590717299579,0.9768270944741533,0.7263088137839628,561.0,948,561 +Stair up,0.875,0.37333333333333335,0.5233644859813084,300.0,128,300 +Stair down,0.18333333333333332,0.02972972972972973,0.05116279069767442,370.0,60,370 +Ramp up,1.0,0.006535947712418301,0.012987012987012988,459.0,3,459 +Ramp down,0.14128352490421456,0.4631083202511774,0.21651376146788992,637.0,2088,637 +Grass walking,1.0,0.01646090534979424,0.032388663967611336,486.0,8,486 +Uneven ground walking,0.6415094339622641,0.3090909090909091,0.4171779141104294,440.0,212,440 +Carry,0.751269035532995,0.3468072642062097,0.4745490981963928,1707.0,788,1707 +accuracy,0.46213355048859933,0.46213355048859933,0.46213355048859933,0.46213355048859933,0,0 +macro avg,0.681131209303483,0.3357268876946299,0.33955921559688057,9824.0,0,0 +weighted avg,0.6205076875223876,0.46213355048859933,0.43192605815524887,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9d5579c7dd92d2a12e3cb2298c6d6758091b80e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4916322110651703,0.6770607375271149,0.5696361355081556,3688.0,5079,3688 +Sit to stand,0.8333333333333334,0.41832669322709165,0.5570291777188329,251.0,126,251 +Stand to sit,1.0,0.10975609756097561,0.1978021978021978,574.0,63,574 +Sitting,0.608641975308642,0.9762376237623762,0.749809885931559,505.0,810,505 +Stair up,0.8809523809523809,0.3908450704225352,0.5414634146341464,284.0,126,284 +Stair down,0.18181818181818182,0.028089887640449437,0.04866180048661801,356.0,55,356 +Ramp up,1.0,0.006741573033707865,0.013392857142857142,445.0,3,445 +Ramp down,0.14348249027237353,0.4742765273311897,0.22031366691560866,622.0,2056,622 +Grass walking,1.0,0.014830508474576272,0.029227557411273485,472.0,7,472 +Uneven ground walking,0.642512077294686,0.3129411764705882,0.4208860759493671,425.0,207,425 +Carry,0.7659297789336801,0.35080405002977966,0.4812091503267974,1679.0,769,1679 +accuracy,0.4629609719385012,0.4629609719385012,0.4629609719385012,0.4629609719385012,0,0 +macro avg,0.6862093117253135,0.3418099950436713,0.3481301745297649,9301.0,0,0 +weighted avg,0.6218576548922626,0.4629609719385012,0.43517268369531364,9301.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b1f2ac49d92093e9a88241e51ccf6a3b9024dd93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49477351916376305,0.7932960893854749,0.6094420600858369,179.0,287,179 +Sit to stand,0.8181818181818182,0.313953488372093,0.453781512605042,86.0,33,86 +Stand to sit,1.0,0.011627906976744186,0.022988505747126436,86.0,1,86 +Sitting,0.39855072463768115,0.9821428571428571,0.5670103092783505,56.0,138,56 +Stair up,0.5,0.0625,0.1111111111111111,16.0,2,16 +Stair down,0.2,0.07142857142857142,0.10526315789473684,14.0,5,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,32,15 +Grass walking,1.0,0.07142857142857142,0.13333333333333333,14.0,1,14 +Uneven ground walking,0.6,0.2,0.3,15.0,5,15 +Carry,0.15789473684210525,0.10714285714285714,0.1276595744680851,28.0,19,28 +accuracy,0.4474187380497132,0.4474187380497132,0.4474187380497132,0.4474187380497132,0,0 +macro avg,0.46994552716594246,0.23759275835246998,0.22096268768396563,523.0,0,0 +weighted avg,0.5840688135855432,0.4474187380497132,0.37292069673674205,523.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b7cc7ad5b7ebb53eb9b6989b9e26398db6cc5823 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2957,1,0,2,0,3,0,718,0,8,176 +Sit to stand,20,132,0,189,0,0,0,0,0,0,0 +Stand to sit,424,31,13,170,3,0,0,3,0,0,6 +Sitting,0,32,0,537,0,0,0,0,0,0,0 +Stair up,180,6,0,11,99,0,0,4,0,0,0 +Stair down,364,0,0,1,1,4,0,1,0,0,0 +Ramp up,383,0,0,9,0,16,5,1,0,32,14 +Ramp down,388,0,0,0,0,0,0,249,0,0,0 +Grass walking,277,0,0,0,10,4,0,158,4,21,10 +Uneven ground walking,310,0,0,0,1,4,0,24,0,100,0 +Carry,683,0,0,0,0,0,0,368,0,0,657 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2cf9d8c5a2a16f0a1b0de1cbdef0018a5ecdd779 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2808,1,0,1,0,1,0,704,0,5,168 +Sit to stand,1,98,0,155,0,0,0,0,0,0,0 +Stand to sit,381,16,13,142,3,0,0,2,0,0,5 +Sitting,0,13,0,492,0,0,0,0,0,0,0 +Stair up,168,6,0,10,99,0,0,1,0,0,0 +Stair down,350,0,0,1,1,4,0,1,0,0,0 +Ramp up,375,0,0,8,0,15,5,0,0,32,11 +Ramp down,373,0,0,0,0,0,0,249,0,0,0 +Grass walking,270,0,0,0,10,4,0,153,3,21,10 +Uneven ground walking,301,0,0,0,1,3,0,23,0,97,0 +Carry,658,0,0,0,0,0,0,368,0,0,654 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..63e1227db2bf7c9dda55c96f30c73d1efc538643 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,149,0,0,1,0,2,0,14,0,3,8 +Sit to stand,19,34,0,34,0,0,0,0,0,0,0 +Stand to sit,43,15,0,28,0,0,0,1,0,0,1 +Sitting,0,19,0,45,0,0,0,0,0,0,0 +Stair up,12,0,0,1,0,0,0,3,0,0,0 +Stair down,14,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,1,0,1,0,1,0,0,3 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,7,0,0,0,0,0,0,5,1,0,0 +Uneven ground walking,9,0,0,0,0,1,0,1,0,3,0 +Carry,25,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..eeb6142ecc16f30996828fe8257f91f2d3dfc94e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49398596725693283,0.7650711513583441,0.6003451426251142,3865.0,5986,3865 +Sit to stand,0.6534653465346535,0.3870967741935484,0.4861878453038674,341.0,202,341 +Stand to sit,1.0,0.02,0.0392156862745098,650.0,13,650 +Sitting,0.5843307943416758,0.9437609841827768,0.7217741935483871,569.0,919,569 +Stair up,0.868421052631579,0.33,0.4782608695652174,300.0,114,300 +Stair down,0.12903225806451613,0.01078167115902965,0.01990049751243781,371.0,31,371 +Ramp up,1.0,0.010869565217391304,0.021505376344086023,460.0,5,460 +Ramp down,0.16317169069462648,0.39089481946624804,0.2302357836338419,637.0,1526,637 +Grass walking,1.0,0.008264462809917356,0.01639344262295082,484.0,4,484 +Uneven ground walking,0.6211180124223602,0.22779043280182232,0.3333333333333333,439.0,161,439 +Carry,0.761297798377752,0.38466042154566743,0.5110851808634772,1708.0,863,1708 +accuracy,0.48422231270358307,0.48422231270358307,0.48422231270358307,0.48422231270358307,0,0 +macro avg,0.6613475382112814,0.3162900257031587,0.314385213784293,9824.0,0,0 +weighted avg,0.6152154688704478,0.48422231270358307,0.4333183026180299,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..622fe155670fbca6139790ae7aed71d4da8eeb6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49393139841688655,0.7613882863340564,0.5991678224687933,3688.0,5685,3688 +Sit to stand,0.7313432835820896,0.3858267716535433,0.5051546391752577,254.0,134,254 +Stand to sit,1.0,0.023131672597864767,0.04521739130434783,562.0,13,562 +Sitting,0.6081582200247219,0.9742574257425742,0.7488584474885844,505.0,809,505 +Stair up,0.868421052631579,0.3485915492957746,0.49748743718592964,284.0,114,284 +Stair down,0.14814814814814814,0.011204481792717087,0.020833333333333332,357.0,27,357 +Ramp up,1.0,0.011210762331838564,0.022172949002217297,446.0,5,446 +Ramp down,0.1658894070619587,0.4003215434083601,0.2345737164390014,622.0,1501,622 +Grass walking,1.0,0.006369426751592357,0.012658227848101266,471.0,3,471 +Uneven ground walking,0.6258064516129033,0.22823529411764706,0.33448275862068966,425.0,155,425 +Carry,0.7712264150943396,0.3892857142857143,0.5174050632911392,1680.0,848,1680 +accuracy,0.48655046266408436,0.48655046266408436,0.48655046266408436,0.48655046266408436,0,0 +macro avg,0.673902216052057,0.32180208439197117,0.32163743510521775,9294.0,0,0 +weighted avg,0.6195213999167831,0.48655046266408436,0.4372177233279985,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a74a39f043db0c62d252a9f539d0a2d50a6ce484 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4950166112956811,0.8418079096045198,0.6234309623430963,177.0,301,177 +Sit to stand,0.5,0.39080459770114945,0.43870967741935485,87.0,68,87 +Stand to sit,0.0,0.0,0.0,88.0,0,88 +Sitting,0.4090909090909091,0.703125,0.5172413793103449,64.0,110,64 +Stair up,0.0,0.0,0.0,16.0,0,16 +Stair down,0.0,0.0,0.0,14.0,4,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,25,15 +Grass walking,1.0,0.07692307692307693,0.14285714285714285,13.0,1,13 +Uneven ground walking,0.5,0.21428571428571427,0.3,14.0,6,14 +Carry,0.2,0.10714285714285714,0.13953488372093023,28.0,15,28 +accuracy,0.44339622641509435,0.44339622641509435,0.44339622641509435,0.44339622641509435,0,0 +macro avg,0.28219159276241734,0.21218992324157435,0.19652491324098806,530.0,0,0 +weighted avg,0.3450938837380259,0.44339622641509435,0.361476585183779,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8d611e46500f81663d1f127cc5d1fcb5f749de68 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3594,0,0,26,0,3,0,154,5,9,74 +Sit to stand,38,130,0,173,0,0,0,0,0,0,0 +Stand to sit,489,46,3,92,7,0,0,2,0,0,12 +Sitting,3,76,0,489,0,0,0,0,0,0,0 +Stair up,265,0,0,4,27,0,0,4,0,0,0 +Stair down,367,0,0,0,1,0,0,3,0,0,0 +Ramp up,423,0,0,5,0,10,2,2,0,3,15 +Ramp down,504,0,0,0,0,0,0,133,0,0,0 +Grass walking,409,0,0,0,1,2,0,68,1,2,1 +Uneven ground walking,391,0,0,0,0,0,0,20,0,28,0 +Carry,902,0,0,0,0,0,0,216,1,0,589 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c887d955368f54ce9e9bb18d7e6a27b2cd1ff3f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3450,0,0,6,0,2,0,151,5,7,67 +Sit to stand,15,103,0,136,0,0,0,0,0,0,0 +Stand to sit,446,28,1,68,6,0,0,2,0,0,12 +Sitting,1,44,0,460,0,0,0,0,0,0,0 +Stair up,250,0,0,3,27,0,0,4,0,0,0 +Stair down,353,0,0,0,1,0,0,3,0,0,0 +Ramp up,416,0,0,2,0,10,2,1,0,3,12 +Ramp down,489,0,0,0,0,0,0,133,0,0,0 +Grass walking,397,0,0,0,1,2,0,67,1,2,1 +Uneven ground walking,377,0,0,0,0,0,0,20,0,28,0 +Carry,879,0,0,0,0,0,0,216,1,0,584 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ccf3dae6dc3ab7cd0ff83fc0b0c280ca79eab926 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,144,0,0,20,0,1,0,3,0,2,7 +Sit to stand,23,27,0,37,0,0,0,0,0,0,0 +Stand to sit,43,18,2,24,1,0,0,0,0,0,0 +Sitting,2,32,0,29,0,0,0,0,0,0,0 +Stair up,15,0,0,1,0,0,0,0,0,0,0 +Stair down,14,0,0,0,0,0,0,0,0,0,0 +Ramp up,7,0,0,3,0,0,0,1,0,0,3 +Ramp down,15,0,0,0,0,0,0,0,0,0,0 +Grass walking,12,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,14,0,0,0,0,0,0,0,0,0,0 +Carry,23,0,0,0,0,0,0,0,0,0,5 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ad8338c283ff03c02638c7d130c894faf00a6be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4866621530128639,0.9298835705045279,0.6389333333333334,3865.0,7385,3865 +Sit to stand,0.5158730158730159,0.3812316715542522,0.43844856661045534,341.0,252,341 +Stand to sit,1.0,0.004608294930875576,0.009174311926605505,651.0,3,651 +Sitting,0.6197718631178707,0.8609154929577465,0.7207074428887251,568.0,789,568 +Stair up,0.75,0.09,0.16071428571428573,300.0,36,300 +Stair down,0.0,0.0,0.0,371.0,15,371 +Ramp up,1.0,0.004347826086956522,0.008658008658008658,460.0,2,460 +Ramp down,0.22093023255813954,0.2087912087912088,0.21468926553672316,637.0,602,637 +Grass walking,0.14285714285714285,0.002066115702479339,0.004073319755600814,484.0,7,484 +Uneven ground walking,0.6666666666666666,0.06378132118451026,0.11642411642411643,439.0,42,439 +Carry,0.8523878437047757,0.344847775175644,0.4910379324718633,1708.0,691,1708 +accuracy,0.5085504885993485,0.5085504885993485,0.5085504885993485,0.5085504885993485,0,0 +macro avg,0.568649901617316,0.2627702978989274,0.25480550757451975,9824.0,0,0 +weighted avg,0.5805489471758127,0.5085504885993485,0.4188773507278316,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..33da0694d6fd499ad63ba7fcf1ec8cb741a419af --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.48777039445779724,0.9354663774403471,0.6412043490381935,3688.0,7073,3688 +Sit to stand,0.5885714285714285,0.40551181102362205,0.4801864801864802,254.0,175,254 +Stand to sit,1.0,0.0017761989342806395,0.0035460992907801418,563.0,1,563 +Sitting,0.6814814814814815,0.9108910891089109,0.7796610169491526,505.0,675,505 +Stair up,0.7714285714285715,0.09507042253521127,0.16927899686520376,284.0,35,284 +Stair down,0.0,0.0,0.0,357.0,14,357 +Ramp up,1.0,0.004484304932735426,0.008928571428571428,446.0,2,446 +Ramp down,0.22278056951423786,0.21382636655948553,0.21821164889253486,622.0,597,622 +Grass walking,0.14285714285714285,0.0021231422505307855,0.0041841004184100415,471.0,7,471 +Uneven ground walking,0.7,0.06588235294117648,0.12043010752688173,425.0,40,425 +Carry,0.863905325443787,0.3476190476190476,0.49575551782682514,1680.0,676,1680 +accuracy,0.5152232383001614,0.5152232383001614,0.5152232383001614,0.5152232383001614,0,0 +macro avg,0.587163173977677,0.2711501012132134,0.2655806262202758,9295.0,0,0 +weighted avg,0.5890634099322747,0.5152232383001614,0.42563335913968087,9295.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..35a345c4a87e25dcd001fb76a8580a4336fd2c5f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46153846153846156,0.8135593220338984,0.588957055214724,177.0,312,177 +Sit to stand,0.35064935064935066,0.3103448275862069,0.32926829268292684,87.0,77,87 +Stand to sit,1.0,0.022727272727272728,0.044444444444444446,88.0,2,88 +Sitting,0.2543859649122807,0.4603174603174603,0.327683615819209,63.0,114,63 +Stair up,0.0,0.0,0.0,16.0,1,16 +Stair down,0.0,0.0,0.0,14.0,1,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0,0.0,0.0,15.0,5,15 +Grass walking,0.0,0.0,0.0,13.0,0,13 +Uneven ground walking,0.0,0.0,0.0,14.0,2,14 +Carry,0.3333333333333333,0.17857142857142858,0.23255813953488372,28.0,15,28 +accuracy,0.391304347826087,0.391304347826087,0.391304347826087,0.391304347826087,0,0 +macro avg,0.21817337367576606,0.16232002829420608,0.13844650433601707,529.0,0,0 +weighted avg,0.4263864845399021,0.391304347826087,0.3099405426297142,529.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d452bd4ee99d9f41b12da49cd64d41345480f1e5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1084,0,2,0,1,1,0,0,0,0,25 +Sit to stand,3,8,0,20,0,0,0,0,0,0,0 +Stand to sit,4,0,16,6,0,0,0,0,0,0,2 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,15,0,0,0,34,0,1,0,0,0,0 +Stair down,18,0,0,0,0,9,0,0,0,0,0 +Ramp up,35,0,0,0,0,0,19,0,0,0,1 +Ramp down,52,0,0,0,0,13,0,52,0,0,7 +Grass walking,78,0,0,0,10,18,7,0,8,0,0 +Uneven ground walking,180,0,0,1,0,3,1,0,0,0,18 +Carry,150,0,0,0,0,0,0,1,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9eb0643e179a10c3abfedf3c1a9ad231f0f1bee3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1060,0,0,0,0,0,0,0,0,0,24 +Sit to stand,0,6,0,16,0,0,0,0,0,0,0 +Stand to sit,2,0,15,2,0,0,0,0,0,0,1 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,13,0,0,0,32,0,1,0,0,0,0 +Stair down,16,0,0,0,0,9,0,0,0,0,0 +Ramp up,33,0,0,0,0,0,19,0,0,0,1 +Ramp down,48,0,0,0,0,13,0,52,0,0,7 +Grass walking,75,0,0,0,10,18,7,0,8,0,0 +Uneven ground walking,177,0,0,1,0,3,1,0,0,0,18 +Carry,149,0,0,0,0,0,0,1,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bebb863ceddfe2aff05a18b5d0a9d66e416abc74 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,24,0,2,0,1,1,0,0,0,0,1 +Sit to stand,3,2,0,4,0,0,0,0,0,0,0 +Stand to sit,2,0,1,4,0,0,0,0,0,0,1 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c8447b993f70d27e5b820eb66a05ff3ca7aa7eec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6695491043854231,0.9739442946990117,0.7935578330893118,1113.0,1619,1113 +Sit to stand,1.0,0.25806451612903225,0.41025641025641024,31.0,8,31 +Stand to sit,0.8888888888888888,0.5714285714285714,0.6956521739130435,28.0,18,28 +Sitting,0.9272237196765498,1.0,0.9622377622377623,344.0,371,344 +Stair up,0.7555555555555555,0.68,0.7157894736842105,50.0,45,50 +Stair down,0.20454545454545456,0.3333333333333333,0.2535211267605634,27.0,44,27 +Ramp up,0.6785714285714286,0.34545454545454546,0.4578313253012048,55.0,28,55 +Ramp down,0.9811320754716981,0.41935483870967744,0.5875706214689266,124.0,53,124 +Grass walking,1.0,0.06611570247933884,0.12403100775193798,121.0,8,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.32051282051282054,0.14204545454545456,0.1968503937007874,176.0,78,176 +accuracy,0.7037852112676056,0.7037852112676056,0.7037852112676056,0.7037852112676056,0,0 +macro avg,0.6750890043279836,0.4354310233435422,0.4724816480149235,2272.0,0,0 +weighted avg,0.660103243410774,0.7037852112676056,0.6323782188888601,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..26199bd98913228db77db2ca56dc40ff9e6286ba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.673871582962492,0.977859778597786,0.7978923598042905,1084.0,1573,1084 +Sit to stand,1.0,0.2727272727272727,0.42857142857142855,22.0,6,22 +Stand to sit,1.0,0.75,0.8571428571428571,20.0,15,20 +Sitting,0.9464788732394366,1.0,0.9725036179450073,336.0,355,336 +Stair up,0.7619047619047619,0.6956521739130435,0.7272727272727273,46.0,42,46 +Stair down,0.20930232558139536,0.36,0.2647058823529412,25.0,43,25 +Ramp up,0.6785714285714286,0.3584905660377358,0.4691358024691358,53.0,28,53 +Ramp down,0.9811320754716981,0.43333333333333335,0.6011560693641619,120.0,53,120 +Grass walking,1.0,0.06779661016949153,0.12698412698412698,118.0,8,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.32,0.13793103448275862,0.1927710843373494,174.0,75,174 +accuracy,0.7101910828025477,0.7101910828025477,0.7101910828025477,0.7101910828025477,0,0 +macro avg,0.6882964588846557,0.459435524478311,0.4943759960221842,2198.0,0,0 +weighted avg,0.6634003681973774,0.7101910828025477,0.6386939837377436,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b512e43346c9ea6ac5d8d48aae3f71340873564d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5217391304347826,0.8275862068965517,0.64,29.0,46,29 +Sit to stand,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Stand to sit,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Sitting,0.5,1.0,0.6666666666666666,8.0,16,8 +Stair up,0.6666666666666666,0.5,0.5714285714285714,4.0,3,4 +Stair down,0.0,0.0,0.0,2.0,1,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.3333333333333333,0.5,0.4,2.0,3,2 +accuracy,0.5135135135135135,0.5135135135135135,0.5135135135135135,0.5135135135135135,0,0 +macro avg,0.30500658761528326,0.28861894810170674,0.25668634395907125,74.0,0,0 +weighted avg,0.46122209165687417,0.5135135135135135,0.4284637884637884,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4606c80ec847563ee86b745d5e50239c3c2faaed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1091,0,2,0,0,1,0,0,0,0,19 +Sit to stand,3,6,0,23,0,0,0,0,0,0,0 +Stand to sit,7,0,16,4,0,0,0,0,0,0,1 +Sitting,0,0,0,343,0,0,0,0,0,0,0 +Stair up,16,0,0,0,33,0,2,0,0,0,0 +Stair down,16,0,0,0,0,10,0,0,0,0,0 +Ramp up,39,0,0,0,0,0,15,0,0,0,1 +Ramp down,57,0,0,0,0,15,0,47,0,0,5 +Grass walking,87,0,0,0,10,15,4,0,7,0,0 +Uneven ground walking,184,0,2,0,0,2,0,0,0,0,13 +Carry,151,0,0,0,0,0,0,1,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b5d13a798d79d0b958f2c358ec98061ab957db93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1066,0,1,0,0,0,0,0,0,0,18 +Sit to stand,0,3,0,19,0,0,0,0,0,0,0 +Stand to sit,4,0,14,1,0,0,0,0,0,0,1 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,13,0,0,0,32,0,2,0,0,0,0 +Stair down,14,0,0,0,0,10,0,0,0,0,0 +Ramp up,37,0,0,0,0,0,15,0,0,0,1 +Ramp down,54,0,0,0,0,14,0,47,0,0,5 +Grass walking,83,0,0,0,10,15,4,0,7,0,0 +Uneven ground walking,181,0,2,0,0,2,0,0,0,0,13 +Carry,150,0,0,0,0,0,0,1,0,0,23 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2d2c6ec4c575424556370f26814e3725bfb80c3c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,25,0,1,0,0,1,0,0,0,0,1 +Sit to stand,3,3,0,4,0,0,0,0,0,0,0 +Stand to sit,3,0,2,3,0,0,0,0,0,0,0 +Sitting,0,0,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,1,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f0652036953f80313c0017d15a051b6e61332207 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6608116293155664,0.9802336028751123,0.7894356005788712,1113.0,1651,1113 +Sit to stand,1.0,0.1875,0.3157894736842105,32.0,6,32 +Stand to sit,0.8,0.5714285714285714,0.6666666666666666,28.0,20,28 +Sitting,0.927027027027027,1.0,0.9621318373071529,343.0,370,343 +Stair up,0.7674418604651163,0.6470588235294118,0.7021276595744681,51.0,43,51 +Stair down,0.23255813953488372,0.38461538461538464,0.2898550724637681,26.0,43,26 +Ramp up,0.7142857142857143,0.2727272727272727,0.39473684210526316,55.0,21,55 +Ramp down,0.9791666666666666,0.3790322580645161,0.5465116279069767,124.0,48,124 +Grass walking,1.0,0.056910569105691054,0.1076923076923077,123.0,7,123 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.38095238095238093,0.13636363636363635,0.200836820083682,176.0,63,176 +accuracy,0.7007042253521126,0.7007042253521126,0.7007042253521126,0.7007042253521126,0,0 +macro avg,0.6783857652952142,0.41962455624632694,0.45234399164212424,2272.0,0,0 +weighted avg,0.6618792518530473,0.7007042253521126,0.6244899288488958,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..51c5deb486b3a24edcff304155212a5bb3e7d58d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.66541822721598,0.9824884792626728,0.7934499441756606,1085.0,1602,1085 +Sit to stand,1.0,0.13636363636363635,0.24,22.0,3,22 +Stand to sit,0.8235294117647058,0.7,0.7567567567567568,20.0,17,20 +Sitting,0.9438202247191011,1.0,0.9710982658959537,336.0,356,336 +Stair up,0.7619047619047619,0.6808510638297872,0.7191011235955056,47.0,42,47 +Stair down,0.24390243902439024,0.4166666666666667,0.3076923076923077,24.0,41,24 +Ramp up,0.7142857142857143,0.2830188679245283,0.40540540540540543,53.0,21,53 +Ramp down,0.9791666666666666,0.39166666666666666,0.5595238095238095,120.0,48,120 +Grass walking,1.0,0.058823529411764705,0.1111111111111111,119.0,7,119 +Uneven ground walking,0.0,0.0,0.0,198.0,0,198 +Carry,0.3770491803278688,0.13218390804597702,0.19574468085106383,174.0,61,174 +accuracy,0.7065514103730665,0.7065514103730665,0.7065514103730665,0.7065514103730665,0,0 +macro avg,0.682643329628108,0.4347329834701545,0.459989400455234,2198.0,0,0 +weighted avg,0.6638761796408333,0.7065514103730665,0.6299776389536044,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..90519eafd06d226e7cab03c7c646111b694df6e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5102040816326531,0.8928571428571429,0.6493506493506493,28.0,49,28 +Sit to stand,1.0,0.3,0.46153846153846156,10.0,3,10 +Stand to sit,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Sitting,0.5,1.0,0.6666666666666666,7.0,14,7 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,2,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.527027027027027,0.527027027027027,0.527027027027027,0.527027027027027,0,0 +macro avg,0.3797155225726654,0.2902597402597403,0.2764720128356492,74.0,0,0 +weighted avg,0.5151222651222651,0.527027027027027,0.44558054558054555,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..28b1dce3eafdded604cdb958c233d0d3decead6d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1092,0,2,0,1,1,0,0,0,0,19 +Sit to stand,2,6,0,23,0,0,0,0,0,0,0 +Stand to sit,9,0,11,7,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,20,0,0,0,29,0,0,0,0,0,0 +Stair down,18,0,0,0,0,9,0,0,0,0,0 +Ramp up,43,0,0,0,0,0,12,0,0,0,0 +Ramp down,63,0,0,0,0,11,0,46,0,0,4 +Grass walking,89,0,0,0,9,12,5,0,6,0,0 +Uneven ground walking,186,0,2,1,0,2,0,0,0,0,12 +Carry,152,0,0,0,0,0,0,2,0,0,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2568804bb6cdea0eee38ef4c767f9441be495bfd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1065,0,2,0,0,0,0,0,0,0,18 +Sit to stand,1,2,0,19,0,0,0,0,0,0,0 +Stand to sit,6,0,9,4,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,17,0,0,0,28,0,0,0,0,0,0 +Stair down,16,0,0,0,0,9,0,0,0,0,0 +Ramp up,41,0,0,0,0,0,12,0,0,0,0 +Ramp down,59,0,0,0,0,11,0,46,0,0,4 +Grass walking,85,0,0,0,9,12,5,0,6,0,0 +Uneven ground walking,183,0,2,1,0,2,0,0,0,0,12 +Carry,151,0,0,0,0,0,0,2,0,0,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a3275b141679c5dfd8e9ea1f5579fbf325bdb3cd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,27,0,0,0,1,1,0,0,0,0,1 +Sit to stand,1,4,0,4,0,0,0,0,0,0,0 +Stand to sit,3,0,2,3,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3303e3347e454cb70b687ef0f417200ab7185770 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6523297491039427,0.979372197309417,0.7830763714593044,1115.0,1674,1115 +Sit to stand,1.0,0.1935483870967742,0.32432432432432434,31.0,6,31 +Stand to sit,0.7333333333333333,0.4074074074074074,0.5238095238095238,27.0,15,27 +Sitting,0.9173333333333333,1.0,0.9568845618915159,344.0,375,344 +Stair up,0.7435897435897436,0.5918367346938775,0.6590909090909091,49.0,39,49 +Stair down,0.2571428571428571,0.3333333333333333,0.2903225806451613,27.0,35,27 +Ramp up,0.7058823529411765,0.21818181818181817,0.3333333333333333,55.0,17,55 +Ramp down,0.9583333333333334,0.3709677419354839,0.5348837209302325,124.0,48,124 +Grass walking,1.0,0.049586776859504134,0.09448818897637795,121.0,6,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.38596491228070173,0.125,0.1888412017167382,176.0,57,176 +accuracy,0.6941021126760564,0.6941021126760564,0.6941021126760564,0.6941021126760564,0,0 +macro avg,0.6685372377325838,0.38811221789251055,0.4262777014706746,2272.0,0,0 +weighted avg,0.6530263110927901,0.6941021126760564,0.6144179383734862,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..77b9d7dde4bfb7e48edb67c1a4f213e6d76588e4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6557881773399015,0.9815668202764977,0.7862679955703211,1085.0,1624,1085 +Sit to stand,1.0,0.09090909090909091,0.16666666666666666,22.0,2,22 +Stand to sit,0.6923076923076923,0.47368421052631576,0.5625,19.0,13,19 +Sitting,0.9333333333333333,1.0,0.9655172413793104,336.0,360,336 +Stair up,0.7567567567567568,0.6222222222222222,0.6829268292682927,45.0,37,45 +Stair down,0.2647058823529412,0.36,0.3050847457627119,25.0,34,25 +Ramp up,0.7058823529411765,0.22641509433962265,0.34285714285714286,53.0,17,53 +Ramp down,0.9583333333333334,0.38333333333333336,0.5476190476190477,120.0,48,120 +Grass walking,1.0,0.05128205128205128,0.0975609756097561,117.0,6,117 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.38181818181818183,0.1206896551724138,0.18340611353711792,174.0,55,174 +accuracy,0.6985428051001822,0.6985428051001822,0.6985428051001822,0.6985428051001822,0,0 +macro avg,0.6680841554712106,0.3918274980055952,0.42185515984276073,2196.0,0,0 +weighted avg,0.6542822623054476,0.6985428051001822,0.6181423374829547,2196.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b8e7c2965129e3d299f1dee9e140f7782c3a70d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.54,0.9,0.675,30.0,50,30 +Sit to stand,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Stand to sit,1.0,0.25,0.4,8.0,2,8 +Sitting,0.5333333333333333,1.0,0.6956521739130435,8.0,15,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,2.0,1,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.5657894736842105,0.5657894736842105,0.5657894736842105,0.5657894736842105,0,0 +macro avg,0.3703030303030303,0.30404040404040406,0.29267001114827207,76.0,0,0 +weighted avg,0.5324561403508772,0.5657894736842105,0.48535542451446345,76.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..30c7306bb11166465f586e9469cd1fe49c3fd3be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1099,1,2,0,0,1,0,0,0,0,13 +Sit to stand,1,5,0,25,0,0,0,0,0,0,0 +Stand to sit,11,0,9,9,0,0,0,0,0,0,0 +Sitting,0,0,0,341,0,0,0,0,0,0,0 +Stair up,22,0,0,0,27,0,1,0,0,0,0 +Stair down,20,0,0,0,0,6,0,0,0,0,0 +Ramp up,47,0,0,0,0,0,8,0,0,0,0 +Ramp down,76,0,0,0,0,8,0,36,0,0,3 +Grass walking,96,0,0,0,8,7,5,0,6,0,0 +Uneven ground walking,188,0,2,1,0,2,0,0,0,0,9 +Carry,153,0,0,0,0,0,0,1,0,0,23 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a6b5f4c91223faeb401fbf0952e98ccc507e1a33 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1073,0,1,0,0,1,0,0,0,0,12 +Sit to stand,0,2,0,20,0,0,0,0,0,0,0 +Stand to sit,8,0,8,5,0,0,0,0,0,0,0 +Sitting,0,0,0,333,0,0,0,0,0,0,0 +Stair up,19,0,0,0,27,0,1,0,0,0,0 +Stair down,18,0,0,0,0,6,0,0,0,0,0 +Ramp up,45,0,0,0,0,0,8,0,0,0,0 +Ramp down,73,0,0,0,0,7,0,36,0,0,3 +Grass walking,92,0,0,0,8,7,5,0,6,0,0 +Uneven ground walking,185,0,2,1,0,2,0,0,0,0,9 +Carry,151,0,0,0,0,0,0,1,0,0,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..81b9930d3f4479db43cdcf894d693b286329e2dc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,26,1,1,0,0,0,0,0,0,0,1 +Sit to stand,1,3,0,5,0,0,0,0,0,0,0 +Stand to sit,3,0,1,4,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,1,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,2,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..679cacc0c6487b6f6c3e3e6d5e050d5d73b2b04a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6415645067133684,0.9847670250896058,0.7769529869211735,1116.0,1713,1116 +Sit to stand,0.8333333333333334,0.16129032258064516,0.2702702702702703,31.0,6,31 +Stand to sit,0.6923076923076923,0.3103448275862069,0.42857142857142855,29.0,13,29 +Sitting,0.9069148936170213,1.0,0.9511854951185496,341.0,376,341 +Stair up,0.7714285714285715,0.54,0.6352941176470588,50.0,35,50 +Stair down,0.25,0.23076923076923078,0.24,26.0,24,26 +Ramp up,0.5714285714285714,0.14545454545454545,0.2318840579710145,55.0,14,55 +Ramp down,0.972972972972973,0.2926829268292683,0.45,123.0,37,123 +Grass walking,1.0,0.04918032786885246,0.09375,122.0,6,122 +Uneven ground walking,0.0,0.0,0.0,202.0,0,202 +Carry,0.4791666666666667,0.12994350282485875,0.20444444444444446,177.0,48,177 +accuracy,0.6866197183098591,0.6866197183098591,0.6866197183098591,0.6866197183098591,0,0 +macro avg,0.6471924734971088,0.34949388263665576,0.38930480008581275,2272.0,0,0 +weighted avg,0.6488302818228238,0.6866197183098591,0.6012206130210521,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4ceb529bbcb88efb263fba137f975c58f0e23164 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6448317307692307,0.9871205151793928,0.7800799709196655,1087.0,1664,1087 +Sit to stand,1.0,0.09090909090909091,0.16666666666666666,22.0,2,22 +Stand to sit,0.7272727272727273,0.38095238095238093,0.5,21.0,11,21 +Sitting,0.9275766016713092,1.0,0.9624277456647399,333.0,359,333 +Stair up,0.7714285714285715,0.574468085106383,0.6585365853658537,47.0,35,47 +Stair down,0.2608695652173913,0.25,0.2553191489361702,24.0,23,24 +Ramp up,0.5714285714285714,0.1509433962264151,0.23880597014925373,53.0,14,53 +Ramp down,0.972972972972973,0.3025210084033613,0.46153846153846156,119.0,37,119 +Grass walking,1.0,0.05084745762711865,0.0967741935483871,118.0,6,118 +Uneven ground walking,0.0,0.0,0.0,199.0,0,199 +Carry,0.4782608695652174,0.12643678160919541,0.2,174.0,46,174 +accuracy,0.6923076923076923,0.6923076923076923,0.6923076923076923,0.6923076923076923,0,0 +macro avg,0.6686037827569083,0.35583624691030347,0.3927407947990181,2197.0,0,0 +weighted avg,0.6540249106834926,0.6923076923076923,0.6069549666040336,2197.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d7063054c3ef443ca9681d60b8f9ff1a59892fbd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5306122448979592,0.896551724137931,0.6666666666666666,29.0,49,29 +Sit to stand,0.75,0.3333333333333333,0.46153846153846156,9.0,4,9 +Stand to sit,0.5,0.125,0.2,8.0,2,8 +Sitting,0.47058823529411764,1.0,0.64,8.0,17,8 +Stair up,0.0,0.0,0.0,3.0,0,3 +Stair down,0.0,0.0,0.0,2.0,1,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.3333333333333333,0.4,3.0,2,3 +accuracy,0.52,0.52,0.52,0.52,0,0 +macro avg,0.2501091345629161,0.24438349007314528,0.21529137529137532,75.0,0,0 +weighted avg,0.4186994797919168,0.52,0.41876239316239317,75.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5a7ecfdeda9247831dd0f0eaf9331ab6822c13f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1104,0,2,0,0,0,0,0,0,0,9 +Sit to stand,1,2,0,28,0,0,0,0,0,0,0 +Stand to sit,17,0,0,11,0,0,0,0,0,0,0 +Sitting,0,1,0,341,0,0,0,0,0,0,0 +Stair up,25,0,0,0,24,0,1,0,0,0,0 +Stair down,23,0,0,0,0,4,0,0,0,0,0 +Ramp up,51,0,0,0,0,0,4,0,0,0,0 +Ramp down,106,0,0,0,0,6,0,11,0,0,1 +Grass walking,101,0,0,0,6,6,1,0,7,0,0 +Uneven ground walking,192,0,0,4,0,1,0,0,0,0,6 +Carry,150,0,0,0,0,0,0,1,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..935acd970d3b4c285414a8a862f7f09a01ac605c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1077,0,1,0,0,0,0,0,0,0,8 +Sit to stand,0,2,0,20,0,0,0,0,0,0,0 +Stand to sit,13,0,0,7,0,0,0,0,0,0,0 +Sitting,0,1,0,333,0,0,0,0,0,0,0 +Stair up,22,0,0,0,23,0,1,0,0,0,0 +Stair down,21,0,0,0,0,4,0,0,0,0,0 +Ramp up,49,0,0,0,0,0,4,0,0,0,0 +Ramp down,103,0,0,0,0,5,0,11,0,0,1 +Grass walking,98,0,0,0,6,6,1,0,7,0,0 +Uneven ground walking,189,0,0,4,0,1,0,0,0,0,6 +Carry,149,0,0,0,0,0,0,1,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc14de82960e9afd6d0027dbd18fdd5d2b9294fa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,27,0,1,0,0,0,0,0,0,0,1 +Sit to stand,1,0,0,8,0,0,0,0,0,0,0 +Stand to sit,4,0,0,4,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,1,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3c0c900dc83256d1039f84226bfe3ecdf4fe4a5a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6237288135593221,0.9901345291479821,0.7653379549393414,1115.0,1770,1115 +Sit to stand,0.6666666666666666,0.06451612903225806,0.11764705882352941,31.0,3,31 +Stand to sit,0.0,0.0,0.0,28.0,2,28 +Sitting,0.8880208333333334,0.9970760233918129,0.9393939393939394,342.0,384,342 +Stair up,0.8,0.48,0.6,50.0,30,50 +Stair down,0.23529411764705882,0.14814814814814814,0.18181818181818182,27.0,17,27 +Ramp up,0.6666666666666666,0.07272727272727272,0.13114754098360656,55.0,6,55 +Ramp down,0.9166666666666666,0.08870967741935484,0.16176470588235295,124.0,12,124 +Grass walking,1.0,0.05785123966942149,0.109375,121.0,7,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.6097560975609756,0.14204545454545456,0.2304147465437788,176.0,41,176 +accuracy,0.6698943661971831,0.6698943661971831,0.6698943661971831,0.6698943661971831,0,0 +macro avg,0.5824363511000626,0.2764734976437913,0.2942635571258846,2272.0,0,0 +weighted avg,0.6359290345360239,0.6698943661971831,0.5696478897173981,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3ca9f5e4b446717bc1a55826048bb1201b20fe6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6257989540964556,0.9917127071823204,0.7673672960456003,1086.0,1721,1086 +Sit to stand,0.6666666666666666,0.09090909090909091,0.16,22.0,3,22 +Stand to sit,0.0,0.0,0.0,20.0,1,20 +Sitting,0.9148351648351648,0.9970059880239521,0.9541547277936963,334.0,364,334 +Stair up,0.7931034482758621,0.5,0.6133333333333333,46.0,29,46 +Stair down,0.25,0.16,0.1951219512195122,25.0,16,25 +Ramp up,0.6666666666666666,0.07547169811320754,0.13559322033898305,53.0,6,53 +Ramp down,0.9166666666666666,0.09166666666666666,0.16666666666666666,120.0,12,120 +Grass walking,1.0,0.059322033898305086,0.112,118.0,7,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.6153846153846154,0.13793103448275862,0.22535211267605634,174.0,39,174 +accuracy,0.675614194722475,0.675614194722475,0.675614194722475,0.675614194722475,0,0 +macro avg,0.5862838347810997,0.28218356538875466,0.30268993709762254,2198.0,0,0 +weighted avg,0.6428490859423606,0.675614194722475,0.5770125809763591,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f2ef1de644cc9a8a915f7899ee6f7dcb7eec21dc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5510204081632653,0.9310344827586207,0.6923076923076923,29.0,49,29 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.0,0.0,0.0,8.0,1,8 +Sitting,0.4,1.0,0.5714285714285714,8.0,20,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,1,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.22282003710575138,0.24373040752351097,0.1967032967032967,74.0,0,0 +weighted avg,0.3267512410369553,0.5,0.3682209682209683,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0ec3dd0ff1b2b556512c51a9ea85b7481efc0af6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1100,1,0,5,2,1,1,0,0,0,7 +Sit to stand,1,1,0,29,0,0,0,0,0,0,0 +Stand to sit,23,1,0,3,0,0,0,0,0,0,1 +Sitting,0,4,0,336,0,0,0,0,0,0,0 +Stair up,37,0,0,0,13,0,0,0,0,0,0 +Stair down,27,0,0,0,0,0,0,0,0,0,0 +Ramp up,55,0,0,0,0,0,0,0,0,0,0 +Ramp down,124,0,0,0,0,0,0,0,0,0,0 +Grass walking,115,0,0,0,2,2,0,0,2,0,0 +Uneven ground walking,199,0,0,3,0,0,0,0,0,0,1 +Carry,159,0,0,0,0,0,0,0,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e9ced1796772b807f536a8dedaa61efc744f4bb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1078,1,0,2,1,0,0,0,0,0,6 +Sit to stand,0,0,0,22,0,0,0,0,0,0,0 +Stand to sit,17,1,0,1,0,0,0,0,0,0,1 +Sitting,0,3,0,329,0,0,0,0,0,0,0 +Stair up,33,0,0,0,13,0,0,0,0,0,0 +Stair down,25,0,0,0,0,0,0,0,0,0,0 +Ramp up,53,0,0,0,0,0,0,0,0,0,0 +Ramp down,120,0,0,0,0,0,0,0,0,0,0 +Grass walking,112,0,0,0,2,2,0,0,2,0,0 +Uneven ground walking,196,0,0,3,0,0,0,0,0,0,1 +Carry,157,0,0,0,0,0,0,0,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3b0f7de00c48cabaece6de820494376e8f3e56d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,22,0,0,3,1,1,1,0,0,0,1 +Sit to stand,1,1,0,7,0,0,0,0,0,0,0 +Stand to sit,6,0,0,2,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,2,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f406d7b10b59070b9e8486e1eb1d1474771c41ea --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5978260869565217,0.9847806624888094,0.7439972945552925,1117.0,1840,1117 +Sit to stand,0.14285714285714285,0.03225806451612903,0.05263157894736842,31.0,7,31 +Stand to sit,0.0,0.0,0.0,28.0,0,28 +Sitting,0.8936170212765957,0.9882352941176471,0.9385474860335196,340.0,376,340 +Stair up,0.7647058823529411,0.26,0.3880597014925373,50.0,17,50 +Stair down,0.0,0.0,0.0,27.0,3,27 +Ramp up,0.0,0.0,0.0,55.0,1,55 +Ramp down,0.0,0.0,0.0,124.0,0,124 +Grass walking,1.0,0.01652892561983471,0.032520325203252036,121.0,2,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.6538461538461539,0.09659090909090909,0.16831683168316833,176.0,26,176 +accuracy,0.6465669014084507,0.6465669014084507,0.6465669014084507,0.6465669014084507,0,0 +macro avg,0.36844111702630505,0.21621762325757538,0.21127938344683075,2272.0,0,0 +weighted avg,0.550326723145959,0.6465669014084507,0.5302572222788225,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a24366f5c6004ef96b9047d2a732f89cd5709fdb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6018983807928532,0.9908088235294118,0.7488711358110455,1088.0,1791,1088 +Sit to stand,0.0,0.0,0.0,22.0,5,22 +Stand to sit,0.0,0.0,0.0,20.0,0,20 +Sitting,0.9215686274509803,0.9909638554216867,0.9550072568940493,332.0,357,332 +Stair up,0.8125,0.2826086956521739,0.41935483870967744,46.0,16,46 +Stair down,0.0,0.0,0.0,25.0,2,25 +Ramp up,0.0,0.0,0.0,53.0,0,53 +Ramp down,0.0,0.0,0.0,120.0,0,120 +Grass walking,1.0,0.01694915254237288,0.03333333333333333,118.0,2,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.68,0.09770114942528736,0.1708542713567839,174.0,25,174 +accuracy,0.6546860782529572,0.6546860782529572,0.6546860782529572,0.6546860782529572,0,0 +macro avg,0.36508790984034845,0.2162756069609939,0.21158371237317175,2198.0,0,0 +weighted avg,0.5616566071957915,0.6546860782529572,0.5390293467612833,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4812965a54f9fff107949ad3d5e14e5a4a288d6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4489795918367347,0.7586206896551724,0.5641025641025641,29.0,49,29 +Sit to stand,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Stand to sit,0.0,0.0,0.0,8.0,0,8 +Sitting,0.3684210526315789,0.875,0.5185185185185185,8.0,19,8 +Stair up,0.0,0.0,0.0,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,1,2 +Ramp up,0.0,0.0,0.0,2.0,1,2 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,2.0,1,2 +accuracy,0.40540540540540543,0.40540540540540543,0.40540540540540543,0.40540540540540543,0,0 +macro avg,0.11976369495166489,0.15861198188784395,0.11494902403993314,74.0,0,0 +weighted avg,0.2765915754637559,0.40540540540540543,0.29923629923629924,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..82532da3d30815e85bec4f0c594449ca7278a16f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1870,0,0,0,4,0,0,1,0,0,0 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,51,0,0,0,0,0,0,0,0,0,9 +Sitting,380,0,0,0,0,0,0,0,0,0,3 +Stair up,72,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,151,0,0,0,0,0,0,0,0,0,0 +Ramp down,137,0,0,0,0,0,0,0,0,0,0 +Grass walking,154,0,0,0,6,0,0,0,8,0,0 +Uneven ground walking,202,0,0,0,0,0,0,0,2,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e8aff512c65a3bb9327650d479b8e355e27a8ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1838,0,0,0,4,0,0,1,0,0,0 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,41,0,0,0,0,0,0,0,0,0,9 +Sitting,371,0,0,0,0,0,0,0,0,0,2 +Stair up,68,0,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0,0 +Ramp down,133,0,0,0,0,0,0,0,0,0,0 +Grass walking,150,0,0,0,6,0,0,0,8,0,0 +Uneven ground walking,199,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..92ab2c52c21599941741b1ea632692b91d2d7567 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,32,0,0,0,0,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,0,0,0,0,0 +Sitting,9,0,0,0,0,0,0,0,0,0,1 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..65a6af3473d796a1fc08cac7b52033ae363e4289 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.590464161667193,0.9973333333333333,0.7417691392304641,1875.0,3167,1875 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.0,0.0,0.0,60.0,0,60 +Sitting,0.0,0.0,0.0,383.0,0,383 +Stair up,0.0,0.0,0.0,72.0,10,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,0,151 +Ramp down,0.0,0.0,0.0,137.0,1,137 +Grass walking,0.8,0.047619047619047616,0.0898876404494382,168.0,10,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,12,0 +accuracy,0.586875,0.586875,0.586875,0.586875,0,0 +macro avg,0.12640583287883575,0.09499567099567098,0.07560516178908203,3200.0,0,0 +weighted avg,0.3879750947268709,0.586875,0.43934945614144555,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d77db2e345e2d1b517734449a32fb37ea1c1e7ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5965595585848751,0.9972870320130223,0.7465475223395613,1843.0,3081,1843 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.0,0.0,0.0,50.0,0,50 +Sitting,0.0,0.0,0.0,373.0,0,373 +Stair up,0.0,0.0,0.0,68.0,10,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,147.0,0,147 +Ramp down,0.0,0.0,0.0,133.0,1,133 +Grass walking,0.8888888888888888,0.04878048780487805,0.09248554913294797,164.0,9,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,11,0 +accuracy,0.5931876606683805,0.5931876606683805,0.5931876606683805,0.5931876606683805,0,0 +macro avg,0.13504076795216036,0.09509704725617275,0.07627573377022812,3112.0,0,0 +weighted avg,0.40014043838358054,0.5931876606683805,0.44699701597995345,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..928d9df15ac7c3e0c3663d90fa7576af1f3a973d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.37209302325581395,1.0,0.5423728813559322,32.0,86,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,10.0,0,10 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.36363636363636365,0.36363636363636365,0.36363636363636365,0.36363636363636365,0,0 +macro avg,0.03382663847780127,0.09090909090909091,0.04930662557781202,88.0,0,0 +weighted avg,0.13530655391120508,0.36363636363636365,0.19722650231124808,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1839a9a2dc3a7233663f1729a7435076ac5cfc4b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1857,0,2,0,9,0,0,1,1,0,3 +Sit to stand,66,0,0,0,0,0,0,0,0,0,0 +Stand to sit,53,0,1,0,0,0,0,0,0,0,9 +Sitting,381,0,0,0,0,0,0,0,0,0,0 +Stair up,72,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,152,0,0,0,0,0,0,0,0,0,0 +Ramp down,137,0,0,0,0,0,0,0,0,0,0 +Grass walking,154,0,0,0,7,0,0,0,8,0,0 +Uneven ground walking,203,0,0,0,0,0,0,0,2,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1158b635cbaf8afe69ac49c207217d9149b1baa3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1824,0,2,0,9,0,0,1,1,0,3 +Sit to stand,55,0,0,0,0,0,0,0,0,0,0 +Stand to sit,42,0,1,0,0,0,0,0,0,0,9 +Sitting,371,0,0,0,0,0,0,0,0,0,0 +Stair up,68,0,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,148,0,0,0,0,0,0,0,0,0,0 +Ramp down,133,0,0,0,0,0,0,0,0,0,0 +Grass walking,150,0,0,0,7,0,0,0,8,0,0 +Uneven ground walking,199,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ca63811f1400a838c9fd58c996f27bf8d685dd37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,11 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking +Level ground walking,33,0,0,0,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,11,0,0,0,0,0,0,0,0,0 +Sitting,10,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,1,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..af9ddaba901ec5a29144d0c339a86f8166875358 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5882166613873931,0.99145755472504,0.7383697813121273,1873.0,3157,1873 +Sit to stand,0.0,0.0,0.0,66.0,0,66 +Stand to sit,0.3333333333333333,0.015873015873015872,0.030303030303030304,63.0,3,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,16,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,152.0,0,152 +Ramp down,0.0,0.0,0.0,137.0,1,137 +Grass walking,0.7272727272727273,0.047337278106508875,0.08888888888888889,169.0,11,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,12,0 +accuracy,0.583125,0.583125,0.583125,0.583125,0,0 +macro avg,0.14989297472667762,0.09587889533677862,0.07796015459127695,3200.0,0,0 +weighted avg,0.38926215552739946,0.583125,0.43746809797778985,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..807ba8ce8fbe44ff4f7046481988672b0c04fffc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5947179654385393,0.991304347826087,0.743427756266558,1840.0,3067,1840 +Sit to stand,0.0,0.0,0.0,55.0,0,55 +Stand to sit,0.3333333333333333,0.019230769230769232,0.03636363636363636,52.0,3,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,16,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,148.0,0,148 +Ramp down,0.0,0.0,0.0,133.0,1,133 +Grass walking,0.8,0.048484848484848485,0.09142857142857143,165.0,10,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,12,0 +accuracy,0.5895786426503699,0.5895786426503699,0.5895786426503699,0.5895786426503699,0,0 +macro avg,0.1570955726156248,0.09627454232197316,0.07920181491443325,3109.0,0,0 +weighted avg,0.4000046284143601,0.5895786426503699,0.44544345284885495,3109.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ed50666744c26f62ad8cd9a09622d690fb150a4d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,14 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.36666666666666664,1.0,0.5365853658536586,33.0,90,33 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,11.0,0,11 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,5.0,0,5 +accuracy,0.3626373626373626,0.3626373626373626,0.3626373626373626,0.3626373626373626,0,0 +macro avg,0.03666666666666667,0.1,0.05365853658536586,91.0,0,0 +weighted avg,0.13296703296703297,0.3626373626373626,0.19458590190297506,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9166053d41dc3a1399f1d809301088a6f42ffb11 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1849,0,5,0,14,0,0,1,3,0,3 +Sit to stand,67,0,0,0,0,0,0,0,0,0,0 +Stand to sit,51,0,2,0,0,0,0,0,0,0,8 +Sitting,381,0,0,0,0,0,0,0,0,0,0 +Stair up,71,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,151,0,0,0,0,0,0,0,0,0,0 +Ramp down,138,0,0,0,0,0,0,0,0,0,0 +Grass walking,154,0,0,0,7,0,0,0,8,0,0 +Uneven ground walking,203,0,0,0,0,0,0,0,2,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9db3bb8e99cf567215c455804489021111eb24a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1817,0,5,0,14,0,0,1,2,0,3 +Sit to stand,56,0,0,0,0,0,0,0,0,0,0 +Stand to sit,41,0,2,0,0,0,0,0,0,0,7 +Sitting,371,0,0,0,0,0,0,0,0,0,0 +Stair up,67,0,0,0,0,0,0,0,0,0,0 +Stair down,78,0,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0,0 +Ramp down,134,0,0,0,0,0,0,0,0,0,0 +Grass walking,150,0,0,0,7,0,0,0,8,0,0 +Uneven ground walking,199,0,0,0,0,0,0,0,2,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a5b49c0e5477c6949bd52a0ac054ddca02713a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5875436924054656,0.9861333333333333,0.7363600159299084,1875.0,3147,1875 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.2857142857142857,0.03278688524590164,0.058823529411764705,61.0,7,61 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,71.0,21,71 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,0,151 +Ramp down,0.0,0.0,0.0,138.0,1,138 +Grass walking,0.6153846153846154,0.047337278106508875,0.08791208791208792,169.0,13,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,11,0 +accuracy,0.5809375,0.5809375,0.5809375,0.5809375,0,0 +macro avg,0.13533114486403333,0.09693249969870399,0.08028142120488736,3200.0,0,0 +weighted avg,0.38221031084025603,0.5809375,0.43722512750619963,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..99801e7446882e47097cc9afdf1603a305d77f61 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5937908496732026,0.9864277958740499,0.7413300693594451,1842.0,3060,1842 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.2857142857142857,0.04,0.07017543859649122,50.0,7,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,67.0,21,67 +Stair down,0.0,0.0,0.0,78.0,0,78 +Ramp up,0.0,0.0,0.0,147.0,0,147 +Ramp down,0.0,0.0,0.0,134.0,1,134 +Grass walking,0.6666666666666666,0.048484848484848485,0.0903954802259887,165.0,12,165 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.0,0.0,0.0,0.0,10,0 +accuracy,0.5872709739633558,0.5872709739633558,0.5872709739633558,0.5872709739633558,0,0 +macro avg,0.14056107291401407,0.09771933130535441,0.08199099892562955,3111.0,0,0 +weighted avg,0.3915295594290432,0.5872709739633558,0.4448582494140825,3111.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a6baf27170897cd176e5e870abfbc26b8011e71e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.367816091954023,0.9696969696969697,0.5333333333333333,33.0,87,33 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,11.0,0,11 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.3595505617977528,0.3595505617977528,0.3595505617977528,0.3595505617977528,0,0 +macro avg,0.033437826541274814,0.0881542699724518,0.048484848484848485,89.0,0,0 +weighted avg,0.13638124757845796,0.3595505617977528,0.19775280898876407,89.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8a9cf102a588d5261d3d7fd85289065972b73ca4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1830,0,17,0,21,0,0,0,3,0,3 +Sit to stand,67,0,0,0,0,0,0,0,0,0,0 +Stand to sit,49,0,4,0,1,0,0,0,0,0,9 +Sitting,380,0,0,0,0,0,0,0,0,0,1 +Stair up,72,0,0,0,0,0,0,0,0,0,0 +Stair down,81,0,0,0,0,0,0,0,0,0,0 +Ramp up,152,0,0,0,0,0,0,0,0,0,0 +Ramp down,136,0,0,0,0,0,0,0,0,0,0 +Grass walking,154,0,0,0,7,0,0,0,8,0,0 +Uneven ground walking,202,0,0,0,0,0,0,0,3,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4deec9aa002b652cece40702e927d7751aca471f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1800,0,15,0,21,0,0,0,2,0,3 +Sit to stand,56,0,0,0,0,0,0,0,0,0,0 +Stand to sit,40,0,3,0,1,0,0,0,0,0,8 +Sitting,370,0,0,0,0,0,0,0,0,0,1 +Stair up,68,0,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,148,0,0,0,0,0,0,0,0,0,0 +Ramp down,132,0,0,0,0,0,0,0,0,0,0 +Grass walking,150,0,0,0,7,0,0,0,8,0,0 +Uneven ground walking,197,0,0,0,0,0,0,0,3,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..763a912dfc4fcb76364b8bd1c8c51f7eaa74fcf9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,30,0,2,0,0,0,0,0,1,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,9,0,1,0,0,0,0,0,0,0,1 +Sitting,10,0,0,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..67561527932b04685b1accd2dadad7e94a8eea86 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5859750240153698,0.9765208110992529,0.7324394636782069,1874.0,3123,1874 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.19047619047619047,0.06349206349206349,0.09523809523809523,63.0,21,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,29,72 +Stair down,0.0,0.0,0.0,81.0,0,81 +Ramp up,0.0,0.0,0.0,152.0,0,152 +Ramp down,0.0,0.0,0.0,136.0,0,136 +Grass walking,0.5714285714285714,0.047337278106508875,0.08743169398907104,169.0,14,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,13,0 +accuracy,0.575625,0.575625,0.575625,0.575625,0,0 +macro avg,0.12253452599273924,0.09885001388162049,0.08319175026412483,3200.0,0,0 +weighted avg,0.37709019486757245,0.575625,0.4354273472553477,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd9e80877cb87e6af43c72a71741089a75e0d908 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5924950625411455,0.977729494839761,0.7378561180569789,1841.0,3038,1841 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.16666666666666666,0.057692307692307696,0.08571428571428572,52.0,18,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,29,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,148.0,0,148 +Ramp down,0.0,0.0,0.0,132.0,0,132 +Grass walking,0.6153846153846154,0.048484848484848485,0.0898876404494382,165.0,13,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,12,0 +accuracy,0.582315112540193,0.582315112540193,0.582315112540193,0.582315112540193,0,0 +macro avg,0.12495875859931159,0.09853696827426521,0.08304164038370027,3110.0,0,0 +weighted avg,0.38616994802037846,0.582315112540193,0.4429844748791635,3110.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..906810cb65c468d0804d3f71b5e6838ee4498e25 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.35294117647058826,0.9090909090909091,0.5084745762711864,33.0,85,33 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.3333333333333333,0.09090909090909091,0.14285714285714285,11.0,3,11 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,5.0,0,5 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.34444444444444444,0.34444444444444444,0.34444444444444444,0.34444444444444444,0,0 +macro avg,0.062388591800356503,0.09090909090909091,0.05921197446621174,90.0,0,0 +weighted avg,0.1701525054466231,0.34444444444444444,0.20390099542641918,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f3456f9a5cfdfa5e4c34fc7e23c98195b825e45d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1793,0,48,0,25,0,2,0,5,0,4 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,42,0,9,0,1,0,0,0,0,0,8 +Sitting,380,0,1,0,0,0,0,0,0,0,0 +Stair up,72,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,151,0,0,0,0,0,0,0,0,0,0 +Ramp down,134,0,3,0,0,0,0,0,0,0,0 +Grass walking,150,0,2,0,8,0,0,0,8,0,0 +Uneven ground walking,201,0,0,0,0,0,0,0,3,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4dcb91d7accfaa8434d28759fec12e3df355261c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1763,0,46,0,25,0,2,0,5,0,4 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,33,0,9,0,1,0,0,0,0,0,7 +Sitting,371,0,0,0,0,0,0,0,0,0,0 +Stair up,68,0,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0,0 +Ramp down,130,0,3,0,0,0,0,0,0,0,0 +Grass walking,146,0,2,0,8,0,0,0,8,0,0 +Uneven ground walking,197,0,0,0,0,0,0,0,3,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f61502e442b8a1d7d2a2d8af5112705f0049c1ca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,30,0,2,0,0,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,9,0,0,0,0,0,0,0,0,0,1 +Sitting,9,0,1,0,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..39d8d042406c1c3459e4a8108242eade63a37a12 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5834689228766677,0.9552477357485349,0.7244444444444444,1877.0,3073,1877 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.14285714285714285,0.15,0.14634146341463414,60.0,63,60 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,34,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,2,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.5,0.047619047619047616,0.08695652173913043,168.0,16,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,12,0 +accuracy,0.565625,0.565625,0.565625,0.565625,0,0 +macro avg,0.11148418779398278,0.10480607121523478,0.08706749359983719,3200.0,0,0 +weighted avg,0.37116956150341684,0.565625,0.43224106427477316,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8567a058b352402eb161a9aee38d8bfb0418177a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5898293743726999,0.9555555555555556,0.7294166321886636,1845.0,2989,1845 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.15,0.18,0.16363636363636364,50.0,60,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,34,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,147.0,2,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.5,0.04878048780487805,0.08888888888888889,164.0,16,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,11,0 +accuracy,0.5719794344473008,0.5719794344473008,0.5719794344473008,0.5719794344473008,0,0 +macro avg,0.11271176130660908,0.10766691303276671,0.08926744406490147,3112.0,0,0 +weighted avg,0.3784496130198044,0.5719794344473008,0.43976005216827774,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2e3b0132d2cc278a237d29f8817e7137b9c0e4cf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.35714285714285715,0.9375,0.5172413793103449,32.0,84,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.0,0.0,0.0,10.0,3,10 +Sitting,0.0,0.0,0.0,10.0,0,10 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.3409090909090909,0.3409090909090909,0.3409090909090909,0.3409090909090909,0,0 +macro avg,0.03246753246753247,0.08522727272727272,0.047021943573667714,88.0,0,0 +weighted avg,0.12987012987012989,0.3409090909090909,0.18808777429467086,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..350189b1c8a42ec79e8ead126cca9d576fbe1087 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1739,0,16,2,86,7,5,0,11,0,13 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,31,0,15,1,6,0,0,0,0,0,7 +Sitting,375,0,2,1,0,0,0,0,0,0,1 +Stair up,72,0,0,0,0,0,0,0,0,0,0 +Stair down,82,0,0,0,0,0,0,0,0,0,0 +Ramp up,150,0,0,1,0,0,0,0,0,0,0 +Ramp down,135,0,0,0,2,0,0,0,0,0,0 +Grass walking,151,0,0,0,9,0,0,0,8,0,0 +Uneven ground walking,199,0,0,0,0,0,0,0,5,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..adc15c5a7921ae1044617b199c04084dd871376f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1709,0,14,2,86,7,5,0,11,0,13 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,25,0,14,1,4,0,0,0,0,0,6 +Sitting,368,0,1,0,0,0,0,0,0,0,0 +Stair up,68,0,0,0,0,0,0,0,0,0,0 +Stair down,77,0,0,0,0,0,0,0,0,0,0 +Ramp up,147,0,0,0,0,0,0,0,0,0,0 +Ramp down,131,0,0,0,2,0,0,0,0,0,0 +Grass walking,147,0,0,0,9,0,0,0,8,0,0 +Uneven ground walking,195,0,0,0,0,0,0,0,5,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..fcf1cc60734a0d78b8146e8a96149fdeb73b8f6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,30,0,2,0,0,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,6,0,1,0,2,0,0,0,0,0,1 +Sitting,7,0,1,1,0,0,0,0,0,0,1 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,5,0,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,1,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3fd5b41771468057f42f5afeee569371b0d3d6d7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5792804796802132,0.9254922831293241,0.7125589018643721,1879.0,3002,1879 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.45454545454545453,0.25,0.3225806451612903,60.0,33,60 +Sitting,0.2,0.002638522427440633,0.005208333333333333,379.0,5,379 +Stair up,0.0,0.0,0.0,72.0,103,72 +Stair down,0.0,0.0,0.0,82.0,7,82 +Ramp up,0.0,0.0,0.0,151.0,5,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.3333333333333333,0.047619047619047616,0.08333333333333333,168.0,24,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,21,0 +accuracy,0.5509375,0.5509375,0.5509375,0.5509375,0,0 +macro avg,0.14246902432354555,0.11143180483416476,0.10215283760839354,3200.0,0,0 +weighted avg,0.3898564839349525,0.5509375,0.4294459292644269,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9680b920f016a33825df5898a4c12aab6c828470 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5844733242134063,0.9252842447211694,0.716411653741354,1847.0,2924,1847 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.4827586206896552,0.28,0.35443037974683544,50.0,29,50 +Sitting,0.0,0.0,0.0,369.0,3,369 +Stair up,0.0,0.0,0.0,68.0,101,68 +Stair down,0.0,0.0,0.0,77.0,7,77 +Ramp up,0.0,0.0,0.0,147.0,5,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.3333333333333333,0.04878048780487805,0.0851063829787234,164.0,24,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,19,0 +accuracy,0.5562339331619537,0.5562339331619537,0.5562339331619537,0.5562339331619537,0,0 +macro avg,0.1273241162033086,0.11400588477509523,0.10508621967881025,3112.0,0,0 +weighted avg,0.37221299084939297,0.5562339331619537,0.4353763786170094,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..93ec140570f8d79a2135a42fdef5deb58483f1a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.38461538461538464,0.9375,0.5454545454545454,32.0,78,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,0.25,0.1,0.14285714285714285,10.0,4,10 +Sitting,0.5,0.1,0.16666666666666666,10.0,2,10 +Stair up,0.0,0.0,0.0,4.0,2,4 +Stair down,0.0,0.0,0.0,5.0,0,5 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,4.0,0,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,0.0,2,0 +accuracy,0.36363636363636365,0.36363636363636365,0.36363636363636365,0.36363636363636365,0,0 +macro avg,0.10314685314685314,0.10340909090909091,0.07772530499803226,88.0,0,0 +weighted avg,0.22508741258741258,0.36363636363636365,0.2335202676111767,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..01033fcb4eedbbfb726893d2d0af866edb94c34f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,555,0,1,42,101,93,0,40,3,0,10 +Sit to stand,2,19,0,13,0,0,0,0,0,0,0 +Stand to sit,18,0,25,4,0,2,1,0,0,0,3 +Sitting,0,6,0,164,0,0,0,0,0,0,0 +Stair up,2,3,0,0,41,4,1,1,1,1,0 +Stair down,1,0,0,0,4,52,0,0,0,0,0 +Ramp up,25,14,0,27,4,14,19,0,0,0,1 +Ramp down,12,0,0,0,1,30,0,58,0,0,0 +Grass walking,12,1,0,1,7,15,1,0,42,0,0 +Uneven ground walking,21,0,0,4,4,42,3,4,8,6,1 +Carry,112,0,0,0,3,134,0,77,1,0,35 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..55449cbbf4b98843fe405d21b712d724d896fc98 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,536,0,0,42,98,86,0,35,3,0,8 +Sit to stand,0,15,0,10,0,0,0,0,0,0,0 +Stand to sit,14,0,23,2,0,1,1,0,0,0,3 +Sitting,0,6,0,156,0,0,0,0,0,0,0 +Stair up,0,3,0,0,41,3,1,0,1,1,0 +Stair down,1,0,0,0,2,50,0,0,0,0,0 +Ramp up,22,14,0,27,4,13,19,0,0,0,1 +Ramp down,11,0,0,0,0,30,0,57,0,0,0 +Grass walking,7,1,0,1,7,15,1,0,42,0,0 +Uneven ground walking,20,0,0,4,4,41,3,3,8,6,0 +Carry,107,0,0,0,2,134,0,77,1,0,33 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a0efc83212fb5945ed62230e7c407845553b403 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,19,0,1,0,3,7,0,5,0,0,2 +Sit to stand,2,4,0,3,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,0,1,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,0,0,0,0,1,0,1,0,0,0 +Stair down,0,0,0,0,2,2,0,0,0,0,0 +Ramp up,3,0,0,0,0,1,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,1,0,0,0,0,1,0,1,0,0,1 +Carry,5,0,0,0,1,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b61ba45b6655b7c12c9c065cda1ca060aa4536ee --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7302631578947368,0.6568047337278107,0.6915887850467289,845.0,760,845 +Sit to stand,0.4418604651162791,0.5588235294117647,0.4935064935064935,34.0,43,34 +Stand to sit,0.9615384615384616,0.4716981132075472,0.6329113924050633,53.0,26,53 +Sitting,0.6431372549019608,0.9647058823529412,0.7717647058823529,170.0,255,170 +Stair up,0.24848484848484848,0.7592592592592593,0.3744292237442922,54.0,165,54 +Stair down,0.13471502590673576,0.9122807017543859,0.23476297968397292,57.0,386,57 +Ramp up,0.76,0.18269230769230768,0.29457364341085274,104.0,25,104 +Ramp down,0.32222222222222224,0.5742574257425742,0.4128113879003559,101.0,180,101 +Grass walking,0.7636363636363637,0.5316455696202531,0.6268656716417911,79.0,55,79 +Uneven ground walking,0.8571428571428571,0.06451612903225806,0.12,93.0,7,93 +Carry,0.7,0.09668508287292818,0.16990291262135923,362.0,50,362 +accuracy,0.5204918032786885,0.5204918032786885,0.5204918032786885,0.5204918032786885,0,0 +macro avg,0.5966364233494968,0.5248517031521845,0.43846519962211483,1952.0,0,0 +weighted avg,0.6754679493907512,0.5204918032786885,0.5092385078825058,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..087dc3d1cefba6299a772a8e57092245a98b1358 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7465181058495822,0.6633663366336634,0.7024901703800787,808.0,718,808 +Sit to stand,0.38461538461538464,0.6,0.46875,25.0,39,25 +Stand to sit,1.0,0.5227272727272727,0.6865671641791045,44.0,23,44 +Sitting,0.6446280991735537,0.9629629629629629,0.7722772277227723,162.0,242,162 +Stair up,0.25949367088607594,0.82,0.3942307692307692,50.0,158,50 +Stair down,0.13404825737265416,0.9433962264150944,0.2347417840375587,53.0,373,53 +Ramp up,0.76,0.19,0.304,100.0,25,100 +Ramp down,0.3313953488372093,0.5816326530612245,0.4222222222222222,98.0,172,98 +Grass walking,0.7636363636363637,0.5675675675675675,0.6511627906976745,74.0,55,74 +Uneven ground walking,0.8571428571428571,0.06741573033707865,0.125,89.0,7,89 +Carry,0.7333333333333333,0.09322033898305085,0.16541353383458646,354.0,45,354 +accuracy,0.5266558966074314,0.5266558966074314,0.5266558966074314,0.5266558966074314,0,0 +macro avg,0.601346492804274,0.5465717353352649,0.4478959693004333,1857.0,0,0 +weighted avg,0.6904591043478022,0.5266558966074314,0.5150494033734258,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..36cff6409385098f0c77be98fe896f662bbaf0f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4523809523809524,0.5135135135135135,0.4810126582278481,37.0,42,37 +Sit to stand,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Stand to sit,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,0.0,0.0,0.0,4.0,7,4 +Stair down,0.15384615384615385,0.5,0.23529411764705882,4.0,13,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.125,0.3333333333333333,0.18181818181818182,3.0,8,3 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.4,0.25,0.3076923076923077,8.0,5,8 +accuracy,0.4,0.4,0.4,0.4,0,0 +macro avg,0.3102980352980353,0.2966830466830466,0.2651309069098279,95.0,0,0 +weighted avg,0.4300163871216503,0.4,0.38294039437590793,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d793deca96cf2f59bc0946a33a4a025a110a6871 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,530,0,1,42,119,93,0,48,3,0,11 +Sit to stand,4,19,0,13,0,0,0,0,0,0,0 +Stand to sit,18,0,22,4,0,3,1,0,0,0,3 +Sitting,0,10,1,158,0,0,0,0,0,0,0 +Stair up,4,2,0,0,42,2,1,0,1,1,0 +Stair down,1,0,0,0,4,53,0,0,0,0,0 +Ramp up,26,15,0,27,4,15,17,0,0,0,1 +Ramp down,15,0,0,0,1,28,0,58,0,0,0 +Grass walking,11,2,0,0,7,14,1,0,43,0,0 +Uneven ground walking,23,0,0,2,3,41,2,3,8,10,1 +Carry,105,0,0,0,3,136,0,77,2,0,37 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..06fdd3c8295a78b7f986ee84e4a055eb6f08f6aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,506,0,1,42,116,89,0,43,3,0,9 +Sit to stand,0,16,0,11,0,0,0,0,0,0,0 +Stand to sit,16,0,19,2,0,1,1,0,0,0,3 +Sitting,0,9,0,152,0,0,0,0,0,0,0 +Stair up,2,2,0,0,40,2,1,0,1,1,0 +Stair down,1,0,0,0,3,50,0,0,0,0,0 +Ramp up,25,15,0,27,4,12,17,0,0,0,1 +Ramp down,13,0,0,0,0,28,0,57,0,0,0 +Grass walking,8,2,0,0,7,13,1,0,42,0,0 +Uneven ground walking,22,0,0,2,3,39,2,3,8,10,0 +Carry,99,0,0,0,2,136,0,77,2,0,36 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..285b44d0d4a7e692beb98c711affb965099bf01d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,24,0,0,0,3,4,0,5,0,0,2 +Sit to stand,4,3,0,2,0,0,0,0,0,0,0 +Stand to sit,2,0,3,2,0,2,0,0,0,0,0 +Sitting,0,1,1,6,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,0,0,0,0,1,3,0,0,0,0,0 +Ramp up,1,0,0,0,0,3,0,0,0,0,0 +Ramp down,2,0,0,0,1,0,0,1,0,0,0 +Grass walking,3,0,0,0,0,1,0,0,1,0,0 +Uneven ground walking,1,0,0,0,0,2,0,0,0,0,1 +Carry,6,0,0,0,1,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..8140c70b277c9ca3f4066f37999ecc0195782c0d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7191316146540027,0.6257378984651711,0.6691919191919192,847.0,737,847 +Sit to stand,0.3958333333333333,0.5277777777777778,0.4523809523809524,36.0,48,36 +Stand to sit,0.9166666666666666,0.43137254901960786,0.5866666666666667,51.0,24,51 +Sitting,0.6422764227642277,0.9349112426035503,0.7614457831325301,169.0,246,169 +Stair up,0.22950819672131148,0.7924528301886793,0.3559322033898305,53.0,183,53 +Stair down,0.13766233766233765,0.9137931034482759,0.23927765237020315,58.0,385,58 +Ramp up,0.7727272727272727,0.1619047619047619,0.2677165354330709,105.0,22,105 +Ramp down,0.3118279569892473,0.5686274509803921,0.4027777777777778,102.0,186,102 +Grass walking,0.7543859649122807,0.5512820512820513,0.6370370370370371,78.0,57,78 +Uneven ground walking,0.9090909090909091,0.10752688172043011,0.19230769230769232,93.0,11,93 +Carry,0.6981132075471698,0.10277777777777777,0.1791767554479419,360.0,53,360 +accuracy,0.5066598360655737,0.5066598360655737,0.5066598360655737,0.5066598360655737,0,0 +macro avg,0.5897476257335236,0.5198331204698614,0.43126463410323834,1952.0,0,0 +weighted avg,0.6692872299408814,0.5066598360655737,0.49985083176043515,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..41abf463abaeaaf05232702ba7196cff868a56a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7312138728323699,0.6254635352286774,0.6742171885409727,809.0,692,809 +Sit to stand,0.36363636363636365,0.5925925925925926,0.4507042253521127,27.0,44,27 +Stand to sit,0.95,0.4523809523809524,0.6129032258064516,42.0,20,42 +Sitting,0.6440677966101694,0.9440993788819876,0.7657430730478589,161.0,236,161 +Stair up,0.22857142857142856,0.8163265306122449,0.35714285714285715,49.0,175,49 +Stair down,0.13513513513513514,0.9259259259259259,0.2358490566037736,54.0,370,54 +Ramp up,0.7727272727272727,0.16831683168316833,0.2764227642276423,101.0,22,101 +Ramp down,0.31666666666666665,0.5816326530612245,0.41007194244604317,98.0,180,98 +Grass walking,0.75,0.5753424657534246,0.6511627906976745,73.0,56,73 +Uneven ground walking,0.9090909090909091,0.11235955056179775,0.2,89.0,11,89 +Carry,0.7346938775510204,0.10227272727272728,0.17955112219451372,352.0,49,352 +accuracy,0.5094339622641509,0.5094339622641509,0.5094339622641509,0.5094339622641509,0,0 +macro avg,0.5941639384383032,0.5360648312686112,0.4376152950963546,1855.0,0,0 +weighted avg,0.6829178119552245,0.5094339622641509,0.5032430011835239,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b63b995759c5ef69e34d7a9d39dc879ef4682eec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5333333333333333,0.631578947368421,0.5783132530120482,38.0,45,38 +Sit to stand,0.75,0.3333333333333333,0.46153846153846156,9.0,4,9 +Stand to sit,0.75,0.3333333333333333,0.46153846153846156,9.0,4,9 +Sitting,0.6,0.75,0.6666666666666666,8.0,10,8 +Stair up,0.25,0.5,0.3333333333333333,4.0,8,4 +Stair down,0.2,0.75,0.3157894736842105,4.0,15,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.16666666666666666,0.25,0.2,4.0,6,4 +Grass walking,1.0,0.2,0.3333333333333333,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.25,0.125,0.16666666666666666,8.0,4,8 +accuracy,0.4536082474226804,0.4536082474226804,0.4536082474226804,0.4536082474226804,0,0 +macro avg,0.4090909090909091,0.35211323763955343,0.3197436045248347,97.0,0,0 +weighted avg,0.4951890034364261,0.4536082474226804,0.4331280462222025,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9e861d45ebbf00d9ec2b2c68a7ef70e8de0051f1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,542,0,0,42,119,80,0,51,4,0,9 +Sit to stand,3,18,0,14,0,0,0,0,0,0,0 +Stand to sit,21,0,18,4,0,4,0,0,0,0,5 +Sitting,0,10,1,157,0,0,0,0,0,0,0 +Stair up,7,2,0,0,40,2,1,0,1,1,0 +Stair down,1,0,0,0,3,53,0,0,0,0,0 +Ramp up,34,8,0,27,4,17,13,0,0,0,1 +Ramp down,15,0,0,0,1,29,0,57,0,0,0 +Grass walking,14,2,0,0,5,13,1,0,42,0,0 +Uneven ground walking,28,0,0,1,2,38,3,2,8,10,2 +Carry,102,0,0,0,4,140,0,80,3,0,33 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d86025d35f0b93c4a291a4a49f5346dc122fe540 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,519,0,0,42,116,74,0,47,4,0,8 +Sit to stand,0,15,0,11,0,0,0,0,0,0,0 +Stand to sit,18,0,16,2,0,2,0,0,0,0,5 +Sitting,0,10,0,150,0,0,0,0,0,0,0 +Stair up,5,2,0,0,38,2,1,0,1,1,0 +Stair down,1,0,0,0,2,50,0,0,0,0,0 +Ramp up,33,8,0,27,4,14,13,0,0,0,1 +Ramp down,14,0,0,0,0,29,0,55,0,0,0 +Grass walking,12,2,0,0,5,12,1,0,41,0,0 +Uneven ground walking,27,0,0,1,2,36,3,2,8,10,1 +Carry,96,0,0,0,3,140,0,80,3,0,32 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..42a9e7e8fdc78207ee7febd8be1c52cbbfb9aed0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,23,0,0,0,3,6,0,4,0,0,1 +Sit to stand,3,3,0,3,0,0,0,0,0,0,0 +Stand to sit,3,0,2,2,0,2,0,0,0,0,0 +Sitting,0,0,1,7,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,0,0,0,0,1,3,0,0,0,0,0 +Ramp up,1,0,0,0,0,3,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,2,0,0,0 +Grass walking,2,0,0,0,0,1,0,0,1,0,0 +Uneven ground walking,1,0,0,0,0,2,0,0,0,0,1 +Carry,6,0,0,0,1,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..05fe163b4dc557ee226d6e2c311aac48abe32943 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7066492829204694,0.6399055489964581,0.6716232961586122,847.0,767,847 +Sit to stand,0.45,0.5142857142857142,0.48,35.0,40,35 +Stand to sit,0.9473684210526315,0.34615384615384615,0.5070422535211268,52.0,19,52 +Sitting,0.6408163265306123,0.9345238095238095,0.7602905569007264,168.0,245,168 +Stair up,0.2247191011235955,0.7407407407407407,0.3448275862068966,54.0,178,54 +Stair down,0.14095744680851063,0.9298245614035088,0.24480369515011546,57.0,376,57 +Ramp up,0.7222222222222222,0.125,0.21311475409836064,104.0,18,104 +Ramp down,0.3,0.5588235294117647,0.3904109589041096,102.0,190,102 +Grass walking,0.7241379310344828,0.5454545454545454,0.6222222222222222,77.0,58,77 +Uneven ground walking,0.9090909090909091,0.10638297872340426,0.19047619047619047,94.0,11,94 +Carry,0.66,0.09116022099447514,0.16019417475728157,362.0,50,362 +accuracy,0.5035860655737705,0.5035860655737705,0.5035860655737705,0.5035860655737705,0,0 +macro avg,0.5841783309803122,0.5029323177898425,0.4168186989450584,1952.0,0,0 +weighted avg,0.6543114377917973,0.5035860655737705,0.49084347304300807,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..50d7607f917231ccd6943821f343c21b14af8203 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7158620689655173,0.6407407407407407,0.6762214983713355,810.0,725,810 +Sit to stand,0.40540540540540543,0.5769230769230769,0.47619047619047616,26.0,37,26 +Stand to sit,1.0,0.37209302325581395,0.5423728813559322,43.0,16,43 +Sitting,0.6437768240343348,0.9375,0.7633587786259542,160.0,233,160 +Stair up,0.2235294117647059,0.76,0.34545454545454546,50.0,170,50 +Stair down,0.1392757660167131,0.9433962264150944,0.24271844660194175,53.0,359,53 +Ramp up,0.7222222222222222,0.13,0.22033898305084745,100.0,18,100 +Ramp down,0.29891304347826086,0.5612244897959183,0.3900709219858156,98.0,184,98 +Grass walking,0.7192982456140351,0.5616438356164384,0.6307692307692307,73.0,57,73 +Uneven ground walking,0.9090909090909091,0.1111111111111111,0.19801980198019803,90.0,11,90 +Carry,0.6808510638297872,0.0903954802259887,0.1596009975062344,354.0,47,354 +accuracy,0.505654281098546,0.505654281098546,0.505654281098546,0.505654281098546,0,0 +macro avg,0.5871113600383537,0.5168207258258347,0.42228332380841016,1857.0,0,0 +weighted avg,0.6633360933021362,0.505654281098546,0.4934540373096906,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..66360f598c3349f0c5bf1ef1ced2ca8be7ea64a4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5476190476190477,0.6216216216216216,0.5822784810126582,37.0,42,37 +Sit to stand,1.0,0.3333333333333333,0.5,9.0,3,9 +Stand to sit,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Sitting,0.5833333333333334,0.875,0.7,8.0,12,8 +Stair up,0.25,0.5,0.3333333333333333,4.0,8,4 +Stair down,0.17647058823529413,0.75,0.2857142857142857,4.0,17,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.3333333333333333,0.5,0.4,4.0,6,4 +Grass walking,1.0,0.25,0.4,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +accuracy,0.4631578947368421,0.4631578947368421,0.4631578947368421,0.4631578947368421,0,0 +macro avg,0.4446142093200916,0.37974337974337974,0.3378616013828902,95.0,0,0 +weighted avg,0.5224679345422379,0.4631578947368421,0.4397372602968872,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c876ec69b46fff01e8ffc778c3c181e481793cb1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,542,0,0,45,131,56,0,55,4,0,11 +Sit to stand,5,16,0,14,0,0,0,0,0,0,0 +Stand to sit,23,0,14,7,0,4,0,0,0,0,5 +Sitting,0,11,1,156,0,0,0,0,0,0,0 +Stair up,12,2,0,0,35,3,0,0,1,0,0 +Stair down,2,0,0,0,4,51,0,0,0,0,0 +Ramp up,42,9,0,20,4,19,12,0,0,0,0 +Ramp down,19,0,0,0,1,21,0,61,0,0,0 +Grass walking,23,2,0,0,4,10,0,0,39,0,0 +Uneven ground walking,30,0,0,0,3,35,2,2,8,12,2 +Carry,121,0,0,0,4,127,0,80,1,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..75675deba8dcdea063285898b8b12b8b99abd127 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,519,0,0,45,127,49,0,52,4,0,10 +Sit to stand,2,13,0,11,0,0,0,0,0,0,0 +Stand to sit,18,0,13,4,0,4,0,0,0,0,5 +Sitting,0,10,0,150,0,0,0,0,0,0,0 +Stair up,9,1,0,0,35,3,0,0,1,0,0 +Stair down,1,0,0,0,3,49,0,0,0,0,0 +Ramp up,40,9,0,20,4,17,12,0,0,0,0 +Ramp down,18,0,0,0,0,21,0,59,0,0,0 +Grass walking,20,2,0,0,4,10,0,0,39,0,0 +Uneven ground walking,29,0,0,0,3,33,2,2,8,12,1 +Carry,113,0,0,0,3,127,0,80,1,0,28 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f09df32f87419d9dbf3e2ccf0fa392dcd71b5069 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,23,0,0,0,4,7,0,3,0,0,1 +Sit to stand,3,3,0,3,0,0,0,0,0,0,0 +Stand to sit,5,0,1,3,0,0,0,0,0,0,0 +Sitting,0,1,1,6,0,0,0,0,0,0,0 +Stair up,3,1,0,0,0,0,0,0,0,0,0 +Stair down,1,0,0,0,1,2,0,0,0,0,0 +Ramp up,2,0,0,0,0,2,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,2,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,1,0,0,0,0,2,0,0,0,0,1 +Carry,8,0,0,0,1,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a6e619dbb4918a7936115ba4ac77a7fbcf37583 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6617826617826618,0.6421800947867299,0.6518340348767288,844.0,819,844 +Sit to stand,0.4,0.45714285714285713,0.4266666666666667,35.0,40,35 +Stand to sit,0.9333333333333333,0.2641509433962264,0.4117647058823529,53.0,15,53 +Sitting,0.6446280991735537,0.9285714285714286,0.7609756097560976,168.0,242,168 +Stair up,0.1881720430107527,0.660377358490566,0.2928870292887029,53.0,186,53 +Stair down,0.15644171779141106,0.8947368421052632,0.26631853785900783,57.0,326,57 +Ramp up,0.8571428571428571,0.11320754716981132,0.2,106.0,14,106 +Ramp down,0.30808080808080807,0.5980392156862745,0.4066666666666667,102.0,198,102 +Grass walking,0.7358490566037735,0.5,0.5954198473282443,78.0,53,78 +Uneven ground walking,1.0,0.1276595744680851,0.22641509433962265,94.0,12,94 +Carry,0.6170212765957447,0.08011049723756906,0.14180929095354522,362.0,47,362 +accuracy,0.4953893442622951,0.4953893442622951,0.4953893442622951,0.4953893442622951,0,0 +macro avg,0.5911319866831724,0.4787433053686192,0.39825068032887595,1952.0,0,0 +weighted avg,0.6384417847798207,0.4953893442622951,0.47499620395238573,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c3dab45647df93ed0bd07ff440185753c3cee58 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6749024707412223,0.6439205955334988,0.659047619047619,806.0,769,806 +Sit to stand,0.37142857142857144,0.5,0.4262295081967213,26.0,35,26 +Stand to sit,1.0,0.29545454545454547,0.45614035087719296,44.0,13,44 +Sitting,0.6521739130434783,0.9375,0.7692307692307693,160.0,230,160 +Stair up,0.19553072625698323,0.7142857142857143,0.30701754385964913,49.0,179,49 +Stair down,0.15654952076677317,0.9245283018867925,0.2677595628415301,53.0,313,53 +Ramp up,0.8571428571428571,0.11764705882352941,0.20689655172413793,102.0,14,102 +Ramp down,0.30569948186528495,0.6020408163265306,0.4054982817869416,98.0,193,98 +Grass walking,0.7358490566037735,0.52,0.609375,75.0,53,75 +Uneven ground walking,1.0,0.13333333333333333,0.23529411764705882,90.0,12,90 +Carry,0.6363636363636364,0.07954545454545454,0.1414141414141414,352.0,44,352 +accuracy,0.5008086253369273,0.5008086253369273,0.5008086253369273,0.5008086253369273,0,0 +macro avg,0.5986945667465983,0.49711416547176346,0.40762758605688737,1855.0,0,0 +weighted avg,0.650366733393751,0.5008086253369273,0.48094674739500515,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0f4962756300ab214a52e15408e17717e773f5a3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46,0.6052631578947368,0.5227272727272727,38.0,50,38 +Sit to stand,0.6,0.3333333333333333,0.42857142857142855,9.0,5,9 +Stand to sit,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Sitting,0.5,0.75,0.6,8.0,12,8 +Stair up,0.0,0.0,0.0,4.0,7,4 +Stair down,0.15384615384615385,0.5,0.23529411764705882,4.0,13,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.4,0.5,0.4444444444444444,4.0,5,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +accuracy,0.3917525773195876,0.3917525773195876,0.3917525773195876,0.3917525773195876,0,0 +macro avg,0.267925407925408,0.2636097820308347,0.23333650900495817,97.0,0,0 +weighted avg,0.3807084324610098,0.3917525773195876,0.35478926437082897,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..be5bc05d4cfa0a748fdca8ac4aba40dc6d2d124d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,553,0,0,46,140,52,0,38,6,0,12 +Sit to stand,4,15,0,15,0,0,0,0,0,0,0 +Stand to sit,27,0,9,8,0,5,0,0,0,0,4 +Sitting,1,13,0,154,0,0,0,0,0,0,0 +Stair up,23,0,0,0,29,1,0,0,1,0,0 +Stair down,5,0,0,0,6,46,0,0,0,0,0 +Ramp up,52,5,0,19,2,15,11,0,0,0,0 +Ramp down,23,0,0,0,2,20,0,56,0,0,0 +Grass walking,32,2,0,0,3,8,0,0,34,0,0 +Uneven ground walking,36,0,0,0,7,27,0,3,9,9,2 +Carry,134,0,0,0,5,121,0,63,3,0,36 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8d2df2a9c2afac01370f30bc7ccaf76066806413 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,527,0,0,46,137,47,0,37,6,0,10 +Sit to stand,0,13,0,12,0,0,0,0,0,0,0 +Stand to sit,21,0,8,5,0,5,0,0,0,0,4 +Sitting,1,12,0,147,0,0,0,0,0,0,0 +Stair up,19,0,0,0,29,1,0,0,1,0,0 +Stair down,4,0,0,0,5,44,0,0,0,0,0 +Ramp up,50,5,0,19,2,13,11,0,0,0,0 +Ramp down,22,0,0,0,1,20,0,55,0,0,0 +Grass walking,30,2,0,0,2,6,0,0,34,0,0 +Uneven ground walking,35,0,0,0,7,25,0,2,9,9,2 +Carry,128,0,0,0,4,121,0,63,3,0,35 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c8517092161f16a57df09db9fbc7eb3cb5fe85d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,26,0,0,0,3,5,0,1,0,0,2 +Sit to stand,4,2,0,3,0,0,0,0,0,0,0 +Stand to sit,6,0,1,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,1,0,0,0,1,2,0,0,0,0,0 +Ramp up,2,0,0,0,0,2,0,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,1,0,0,0 +Grass walking,2,0,0,0,1,2,0,0,0,0,0 +Uneven ground walking,1,0,0,0,0,2,0,1,0,0,0 +Carry,6,0,0,0,1,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f1c11ad08bd140a509b19aaeae1f65a1394f83be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6213483146067416,0.6528925619834711,0.6367299942429476,847.0,890,847 +Sit to stand,0.42857142857142855,0.4411764705882353,0.43478260869565216,34.0,35,34 +Stand to sit,1.0,0.16981132075471697,0.2903225806451613,53.0,9,53 +Sitting,0.6363636363636364,0.9166666666666666,0.751219512195122,168.0,242,168 +Stair up,0.14948453608247422,0.5370370370370371,0.23387096774193547,54.0,194,54 +Stair down,0.15593220338983052,0.8070175438596491,0.26136363636363635,57.0,295,57 +Ramp up,1.0,0.10576923076923077,0.19130434782608696,104.0,11,104 +Ramp down,0.35,0.5544554455445545,0.42911877394636017,101.0,160,101 +Grass walking,0.6415094339622641,0.43037974683544306,0.5151515151515151,79.0,53,79 +Uneven ground walking,1.0,0.0967741935483871,0.17647058823529413,93.0,9,93 +Carry,0.6666666666666666,0.09944751381215469,0.17307692307692307,362.0,54,362 +accuracy,0.48770491803278687,0.48770491803278687,0.48770491803278687,0.48770491803278687,0,0 +macro avg,0.6045342017857313,0.4374025210363224,0.37212831346551223,1952.0,0,0 +weighted avg,0.6363142526180613,0.48770491803278687,0.4642473755493792,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..df831ebffd22b7b04d7ea5ed486c97fb1cd74122 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6296296296296297,0.6506172839506172,0.6399514268366727,810.0,837,810 +Sit to stand,0.40625,0.52,0.45614035087719296,25.0,32,25 +Stand to sit,1.0,0.18604651162790697,0.3137254901960784,43.0,8,43 +Sitting,0.6419213973799127,0.91875,0.7557840616966581,160.0,229,160 +Stair up,0.15508021390374332,0.58,0.24472573839662448,50.0,187,50 +Stair down,0.15602836879432624,0.8301886792452831,0.2626865671641791,53.0,282,53 +Ramp up,1.0,0.11,0.1981981981981982,100.0,11,100 +Ramp down,0.3503184713375796,0.5612244897959183,0.43137254901960786,98.0,157,98 +Grass walking,0.6415094339622641,0.4594594594594595,0.5354330708661418,74.0,53,74 +Uneven ground walking,1.0,0.10112359550561797,0.1836734693877551,89.0,9,89 +Carry,0.6862745098039216,0.09887005649717515,0.1728395061728395,354.0,51,354 +accuracy,0.49137931034482757,0.49137931034482757,0.49137931034482757,0.49137931034482757,0,0 +macro avg,0.6060920022555799,0.4560254614619979,0.38132094807381345,1856.0,0,0 +weighted avg,0.6441978839423229,0.49137931034482757,0.468527471049351,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3302cd9c3556994d4f88fd76880862c63838dbca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.49056603773584906,0.7027027027027027,0.5777777777777777,37.0,53,37 +Sit to stand,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Stand to sit,1.0,0.1,0.18181818181818182,10.0,1,10 +Sitting,0.5384615384615384,0.875,0.6666666666666666,8.0,13,8 +Stair up,0.0,0.0,0.0,4.0,7,4 +Stair down,0.15384615384615385,0.5,0.23529411764705882,4.0,13,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.3333333333333333,0.3333333333333333,0.3333333333333333,3.0,3,3 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +accuracy,0.4166666666666667,0.4166666666666667,0.4166666666666667,0.4166666666666667,0,0 +macro avg,0.31965518757971584,0.25984165984165986,0.22818559930859392,96.0,0,0 +weighted avg,0.44521548943718753,0.4166666666666667,0.3638022380669439,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..304fbd8f98fd8e53ace87297f249dfe2e5f52081 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,577,0,1,51,138,37,0,24,6,0,15 +Sit to stand,11,4,1,18,0,0,0,0,0,0,0 +Stand to sit,35,0,7,4,0,4,0,0,0,0,3 +Sitting,5,4,0,157,0,0,0,0,0,0,0 +Stair up,29,0,1,0,22,0,0,1,1,0,0 +Stair down,20,0,0,0,4,33,0,0,0,0,0 +Ramp up,84,0,0,5,0,11,4,0,0,0,0 +Ramp down,58,0,0,1,6,8,0,28,0,0,0 +Grass walking,55,0,0,0,1,5,0,2,16,0,0 +Uneven ground walking,65,0,0,1,2,12,0,2,4,3,4 +Carry,183,0,0,3,8,90,0,41,4,0,33 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..39ba4b66c522869aedfe907e3e1a1936ed7e2b97 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,554,0,1,50,134,30,0,23,5,0,15 +Sit to stand,7,4,0,14,0,0,0,0,0,0,0 +Stand to sit,28,0,6,2,0,4,0,0,0,0,3 +Sitting,4,4,0,150,0,0,0,0,0,0,0 +Stair up,27,0,1,0,20,0,0,1,1,0,0 +Stair down,17,0,0,0,4,32,0,0,0,0,0 +Ramp up,81,0,0,5,0,10,4,0,0,0,0 +Ramp down,56,0,0,1,5,8,0,28,0,0,0 +Grass walking,52,0,0,0,1,5,0,0,16,0,0 +Uneven ground walking,62,0,0,1,2,11,0,2,4,3,4 +Carry,176,0,0,3,7,90,0,41,4,0,33 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4cb899c0e8e155246cc81e7ddf620cf323c24435 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,23,0,0,1,4,7,0,1,1,0,0 +Sit to stand,4,0,1,4,0,0,0,0,0,0,0 +Stand to sit,7,0,1,2,0,0,0,0,0,0,0 +Sitting,1,0,0,7,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,3,0,0,0,0,1,0,0,0,0,0 +Ramp up,3,0,0,0,0,1,0,0,0,0,0 +Ramp down,2,0,0,0,1,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,3,0,0,0,0,1,0,0,0,0,0 +Carry,7,0,0,0,1,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c139c1efa142acb32cd647b63811afa51b05ffa9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5142602495543672,0.6796230859835101,0.5854895991882293,849.0,1122,849 +Sit to stand,0.5,0.11764705882352941,0.19047619047619047,34.0,8,34 +Stand to sit,0.7,0.1320754716981132,0.2222222222222222,53.0,10,53 +Sitting,0.6541666666666667,0.9457831325301205,0.7733990147783252,166.0,240,166 +Stair up,0.12154696132596685,0.4074074074074074,0.18723404255319148,54.0,181,54 +Stair down,0.165,0.5789473684210527,0.25680933852140075,57.0,200,57 +Ramp up,1.0,0.038461538461538464,0.07407407407407407,104.0,4,104 +Ramp down,0.2857142857142857,0.27722772277227725,0.2814070351758794,101.0,98,101 +Grass walking,0.5161290322580645,0.20253164556962025,0.2909090909090909,79.0,31,79 +Uneven ground walking,1.0,0.03225806451612903,0.0625,93.0,3,93 +Carry,0.6,0.09116022099447514,0.15827338129496402,362.0,55,362 +accuracy,0.45286885245901637,0.45286885245901637,0.45286885245901637,0.45286885245901637,0,0 +macro avg,0.5506197450472137,0.31846570156161574,0.28025399901759707,1952.0,0,0 +weighted avg,0.5630627514628365,0.45286885245901637,0.4050628798558564,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8705b5f5c02a9180722df50fead1d87933eedca2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5206766917293233,0.6822660098522167,0.5906183368869936,812.0,1064,812 +Sit to stand,0.5,0.16,0.24242424242424243,25.0,8,25 +Stand to sit,0.75,0.13953488372093023,0.23529411764705882,43.0,8,43 +Sitting,0.6637168141592921,0.9493670886075949,0.78125,158.0,226,158 +Stair up,0.11560693641618497,0.4,0.17937219730941703,50.0,173,50 +Stair down,0.16842105263157894,0.6037735849056604,0.26337448559670784,53.0,190,53 +Ramp up,1.0,0.04,0.07692307692307693,100.0,4,100 +Ramp down,0.29473684210526313,0.2857142857142857,0.29015544041450775,98.0,95,98 +Grass walking,0.5333333333333333,0.21621621621621623,0.3076923076923077,74.0,30,74 +Uneven ground walking,1.0,0.033707865168539325,0.06521739130434782,89.0,3,89 +Carry,0.6,0.09322033898305085,0.16136919315403422,354.0,55,354 +accuracy,0.4579741379310345,0.4579741379310345,0.4579741379310345,0.4579741379310345,0,0 +macro avg,0.5587719700340886,0.3276182066516813,0.29033552630479037,1856.0,0,0 +weighted avg,0.5694311800240539,0.4579741379310345,0.4116115916479204,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..44669bb681cf207b5811749f12c5498251aca9c3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.39655172413793105,0.6216216216216216,0.4842105263157895,37.0,58,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.5,0.1,0.16666666666666666,10.0,2,10 +Sitting,0.5,0.875,0.6363636363636364,8.0,14,8 +Stair up,0.25,0.5,0.3333333333333333,4.0,8,4 +Stair down,0.1,0.25,0.14285714285714285,4.0,10,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,3.0,3,3 +Grass walking,0.0,0.0,0.0,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,0,8 +accuracy,0.3541666666666667,0.3541666666666667,0.3541666666666667,0.3541666666666667,0,0 +macro avg,0.15877742946708465,0.21332923832923834,0.1603119368669608,96.0,0,0 +weighted avg,0.2611709770114942,0.3541666666666667,0.2768554910002278,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5c93807370bf24808e59df889dd7cdc884c7f6c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained/seed_1/20260523_061044_RevalExoDataset_raw_imu_DeepConvLSTM/per_subject_results/test_subject_results.csv @@ -0,0 +1,13 @@ +subject,accuracy_0.0s,macro_f1_0.0s,weighted_f1_0.0s,steady_macro_f1_0.0s,transition_macro_f1_0.0s,accuracy_0.1s,macro_f1_0.1s,weighted_f1_0.1s,steady_macro_f1_0.1s,transition_macro_f1_0.1s,accuracy_0.2s,macro_f1_0.2s,weighted_f1_0.2s,steady_macro_f1_0.2s,transition_macro_f1_0.2s,accuracy_0.3s,macro_f1_0.3s,weighted_f1_0.3s,steady_macro_f1_0.3s,transition_macro_f1_0.3s,accuracy_0.5s,macro_f1_0.5s,weighted_f1_0.5s,steady_macro_f1_0.5s,transition_macro_f1_0.5s,accuracy_1.0s,macro_f1_1.0s,weighted_f1_1.0s,steady_macro_f1_1.0s,transition_macro_f1_1.0s +Subject04,0.7265054744525548,0.631370307806704,0.6749540084958457,0.6611662743634947,0.270506305288914,0.7230839416058394,0.6237665532803061,0.67048412592418,0.652057738205684,0.25039041758909675,0.7084854014598541,0.5930429254168769,0.6525792768416497,0.6215776353960147,0.22419371185149586,0.7002737226277372,0.57866629439083,0.6445889675022982,0.599146629224775,0.28144712714057785,0.6699361313868614,0.512417573111408,0.6057228435518668,0.5323585901081972,0.19025737898465173,0.6231751824817519,0.39591199443223773,0.5358344809218898,0.41234945085114405,0.1850651669516733 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0.591360294117647, + "test_steady_accuracy_horizon_0.2s": 0.598487959228038, + "test_transition_accuracy_horizon_0.2s": 0.45210004719207175, + "test_accuracy_horizon_0.3s": 0.586764705882353, + "test_steady_accuracy_horizon_0.3s": 0.5940617978885319, + "test_transition_accuracy_horizon_0.3s": 0.44475787494123176, + "test_accuracy_horizon_0.5s": 0.5810661764705882, + "test_steady_accuracy_horizon_0.5s": 0.5884768691870998, + "test_transition_accuracy_horizon_0.5s": 0.43670588235294117, + "test_accuracy_horizon_1.0s": 0.5667049632352941, + "test_steady_accuracy_horizon_1.0s": 0.5748417645069334, + "test_transition_accuracy_horizon_1.0s": 0.4082784571966134 +} \ No newline at end of file diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..99e9cea1305f16edbf6ac623170f3c44ff46ec29 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1955,0,0,0,8,13,2,103,5,1,13 +Sit to stand,22,66,0,37,0,0,0,0,0,0,0 +Stand to sit,49,0,71,27,0,0,0,0,0,0,5 +Sitting,0,0,0,413,0,0,0,0,0,0,0 +Stair up,18,0,0,0,100,0,0,0,0,3,0 +Stair down,45,0,0,0,3,66,0,7,0,0,0 +Ramp up,85,0,0,0,5,1,101,0,0,0,0 +Ramp down,85,0,0,0,0,9,0,218,0,0,0 +Grass walking,43,0,0,0,0,0,0,10,89,7,0 +Uneven ground walking,132,0,0,0,8,5,0,7,12,12,0 +Carry,344,0,0,0,0,19,0,66,0,0,94 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..96d47451de443a8377ba02b6250e060c148d24fc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1886,0,0,0,4,12,2,97,5,1,13 +Sit to stand,6,54,0,28,0,0,0,0,0,0,0 +Stand to sit,30,0,69,10,0,0,0,0,0,0,5 +Sitting,0,0,0,384,0,0,0,0,0,0,0 +Stair up,12,0,0,0,96,0,0,0,0,3,0 +Stair down,39,0,0,0,3,64,0,7,0,0,0 +Ramp up,77,0,0,0,5,1,101,0,0,0,0 +Ramp down,76,0,0,0,0,9,0,218,0,0,0 +Grass walking,38,0,0,0,0,0,0,7,89,7,0 +Uneven ground walking,125,0,0,0,8,5,0,6,12,12,0 +Carry,333,0,0,0,0,19,0,65,0,0,94 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d67f7360b0f8d70b5264eb1bfd7f96227b969f00 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,69,0,0,0,4,1,0,6,0,0,0 +Sit to stand,16,12,0,9,0,0,0,0,0,0,0 +Stand to sit,19,0,2,17,0,0,0,0,0,0,0 +Sitting,0,0,0,29,0,0,0,0,0,0,0 +Stair up,6,0,0,0,4,0,0,0,0,0,0 +Stair down,6,0,0,0,0,2,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,5,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,1,0,0,0 +Carry,11,0,0,0,0,0,0,1,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d49ce3531d2b25302b84bb3f784f02a35ee62b75 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7037437005039597,0.930952380952381,0.8015580155801558,2100.0,2778,2100 +Sit to stand,1.0,0.528,0.6910994764397905,125.0,66,125 +Stand to sit,1.0,0.46710526315789475,0.6367713004484304,152.0,71,152 +Sitting,0.8658280922431866,1.0,0.9280898876404494,413.0,477,413 +Stair up,0.8064516129032258,0.8264462809917356,0.8163265306122449,121.0,124,121 +Stair down,0.584070796460177,0.5454545454545454,0.5641025641025641,121.0,113,121 +Ramp up,0.9805825242718447,0.5260416666666666,0.6847457627118644,192.0,103,192 +Ramp down,0.5304136253041363,0.6987179487179487,0.603042876901798,312.0,411,312 +Grass walking,0.839622641509434,0.5973154362416108,0.6980392156862745,149.0,106,149 +Uneven ground walking,0.5217391304347826,0.06818181818181818,0.12060301507537688,176.0,23,176 +Carry,0.8392857142857143,0.17973231357552583,0.29606299212598425,523.0,112,523 +accuracy,0.7265054744525548,0.7265054744525548,0.7265054744525548,0.7265054744525548,0,0 +macro avg,0.7883398034469509,0.5789043321763752,0.621858330665903,4384.0,0,0 +weighted avg,0.7505335696979161,0.7265054744525548,0.6880650163558188,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ef4c02363e81ca70682721feb709b0c8f73cae04 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7192982456140351,0.9336633663366337,0.8125807841447652,2020.0,2622,2020 +Sit to stand,1.0,0.6136363636363636,0.7605633802816901,88.0,54,88 +Stand to sit,1.0,0.6052631578947368,0.7540983606557377,114.0,69,114 +Sitting,0.909952606635071,1.0,0.9528535980148883,384.0,422,384 +Stair up,0.8275862068965517,0.8648648648648649,0.8458149779735683,111.0,116,111 +Stair down,0.5818181818181818,0.5663716814159292,0.5739910313901345,113.0,110,113 +Ramp up,0.9805825242718447,0.5489130434782609,0.7038327526132404,184.0,103,184 +Ramp down,0.545,0.7194719471947195,0.620199146514936,303.0,400,303 +Grass walking,0.839622641509434,0.6312056737588653,0.7206477732793523,141.0,106,141 +Uneven ground walking,0.5217391304347826,0.07142857142857142,0.1256544502617801,168.0,23,168 +Carry,0.8392857142857143,0.18395303326810175,0.3017656500802568,511.0,112,511 +accuracy,0.7413584723229393,0.7413584723229393,0.7413584723229393,0.7413584723229393,0,0 +macro avg,0.7968077501332378,0.6126156093888224,0.6520001732009408,4137.0,0,0 +weighted avg,0.7596054946654782,0.7413584723229393,0.7042062615504177,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e24e1debaa51a41d615d866c41750f811e65280a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4423076923076923,0.8625,0.5847457627118644,80.0,156,80 +Sit to stand,1.0,0.32432432432432434,0.4897959183673469,37.0,12,37 +Stand to sit,1.0,0.05263157894736842,0.1,38.0,2,38 +Sitting,0.5272727272727272,1.0,0.6904761904761905,29.0,55,29 +Stair up,0.5,0.4,0.4444444444444444,10.0,8,10 +Stair down,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,11,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4777327935222672,0.4777327935222672,0.4777327935222672,0.4777327935222672,0,0 +macro avg,0.3760224623860988,0.2626778093883357,0.24300897087601905,247.0,0,0 +weighted avg,0.5506431490237158,0.4777327935222672,0.3889856472626958,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0e24bb28f15b92729c29a3bc8c4c0f1de6550f85 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1960,0,0,0,6,14,2,103,2,2,14 +Sit to stand,19,63,0,43,0,0,0,0,0,0,0 +Stand to sit,51,0,67,27,0,1,0,0,0,0,4 +Sitting,0,1,0,413,0,0,0,0,0,0,0 +Stair up,21,0,0,0,99,0,0,0,0,3,0 +Stair down,46,0,0,0,2,65,0,8,0,0,0 +Ramp up,90,0,0,0,4,1,97,0,0,0,0 +Ramp down,85,0,0,0,0,9,0,218,0,0,0 +Grass walking,43,0,0,0,0,0,0,10,87,7,0 +Uneven ground walking,138,0,0,0,4,4,0,8,11,11,0 +Carry,344,0,0,0,0,19,0,67,0,0,91 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3ac4a62b01d1f6a00dc585336de396677f43e6fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1887,0,0,0,3,14,2,97,2,2,14 +Sit to stand,7,52,0,28,0,0,0,0,0,0,0 +Stand to sit,35,0,64,11,0,0,0,0,0,0,4 +Sitting,0,1,0,382,0,0,0,0,0,0,0 +Stair up,15,0,0,0,95,0,0,0,0,3,0 +Stair down,38,0,0,0,2,65,0,8,0,0,0 +Ramp up,82,0,0,0,4,1,97,0,0,0,0 +Ramp down,76,0,0,0,0,9,0,218,0,0,0 +Grass walking,38,0,0,0,0,0,0,7,87,7,0 +Uneven ground walking,131,0,0,0,4,4,0,7,11,11,0 +Carry,334,0,0,0,0,19,0,66,0,0,91 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..52707dd887b1588c6741dc5ce7bad9ae5766b325 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,73,0,0,0,3,0,0,6,0,0,0 +Sit to stand,12,11,0,15,0,0,0,0,0,0,0 +Stand to sit,16,0,3,16,0,1,0,0,0,0,0 +Sitting,0,0,0,31,0,0,0,0,0,0,0 +Stair up,6,0,0,0,4,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,5,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,1,0,0,0 +Carry,10,0,0,0,0,0,0,1,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3844d12eee86cb5a76df4d76d87fe674794b3f4f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7007508044333214,0.932001902044698,0.8,2103.0,2797,2103 +Sit to stand,0.984375,0.504,0.6666666666666666,125.0,64,125 +Stand to sit,1.0,0.44666666666666666,0.6175115207373272,150.0,67,150 +Sitting,0.855072463768116,0.9975845410628019,0.9208472686733556,414.0,483,414 +Stair up,0.8608695652173913,0.8048780487804879,0.8319327731092437,123.0,115,123 +Stair down,0.5752212389380531,0.5371900826446281,0.5555555555555556,121.0,113,121 +Ramp up,0.9797979797979798,0.5052083333333334,0.6666666666666666,192.0,99,192 +Ramp down,0.5265700483091788,0.6987179487179487,0.6005509641873278,312.0,414,312 +Grass walking,0.87,0.5918367346938775,0.7044534412955465,147.0,100,147 +Uneven ground walking,0.4782608695652174,0.0625,0.11055276381909548,176.0,23,176 +Carry,0.8348623853211009,0.1746641074856046,0.28888888888888886,521.0,109,521 +accuracy,0.7233120437956204,0.7233120437956204,0.7233120437956204,0.7233120437956204,0,0 +macro avg,0.7877982141227599,0.5686589423118225,0.614875137236334,4384.0,0,0 +weighted avg,0.7471835826062879,0.7233120437956204,0.683858516931917,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..23403410c78835e0f68986835d45b80c92ec2920 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.713961407491487,0.9336961900049481,0.8091766723842195,2021.0,2643,2021 +Sit to stand,0.9811320754716981,0.5977011494252874,0.7428571428571429,87.0,53,87 +Stand to sit,1.0,0.5614035087719298,0.7191011235955056,114.0,64,114 +Sitting,0.9073634204275535,0.9973890339425587,0.9502487562189055,383.0,421,383 +Stair up,0.8796296296296297,0.8407079646017699,0.8597285067873304,113.0,108,113 +Stair down,0.5803571428571429,0.5752212389380531,0.5777777777777777,113.0,112,113 +Ramp up,0.9797979797979798,0.5271739130434783,0.6855123674911661,184.0,99,184 +Ramp down,0.5409429280397022,0.7194719471947195,0.6175637393767706,303.0,403,303 +Grass walking,0.87,0.6258992805755396,0.7280334728033473,139.0,100,139 +Uneven ground walking,0.4782608695652174,0.06547619047619048,0.11518324607329843,168.0,23,168 +Carry,0.8348623853211009,0.1784313725490196,0.2940226171243942,510.0,109,510 +accuracy,0.7373639661426844,0.7373639661426844,0.7373639661426844,0.7373639661426844,0,0 +macro avg,0.796937076236501,0.6020519808657722,0.6453823111354416,4135.0,0,0 +weighted avg,0.7559901737607417,0.7373639661426844,0.699417339694709,4135.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..760bd166807625bf957c05e78c4229f289a8358e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.474025974025974,0.8902439024390244,0.6186440677966102,82.0,154,82 +Sit to stand,1.0,0.2894736842105263,0.4489795918367347,38.0,11,38 +Stand to sit,1.0,0.08333333333333333,0.15384615384615385,36.0,3,36 +Sitting,0.5,1.0,0.6666666666666666,31.0,62,31 +Stair up,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Stair down,0.0,0.0,0.0,8.0,1,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,11,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,11.0,0,11 +accuracy,0.4899598393574297,0.4899598393574297,0.4899598393574297,0.4899598393574297,0,0 +macro avg,0.32231404958677684,0.2420955381802622,0.2144295195854803,249.0,0,0 +weighted avg,0.5384916288530747,0.4899598393574297,0.3963897534425194,249.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b5f6d110644f0c1effb94ceba852acf4db0a96f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1951,1,0,0,8,17,3,108,1,2,14 +Sit to stand,12,63,0,48,0,0,0,0,0,0,0 +Stand to sit,58,0,61,28,0,1,0,0,0,0,4 +Sitting,0,4,0,407,0,0,0,0,0,0,0 +Stair up,24,0,0,0,96,0,0,0,0,2,0 +Stair down,47,0,0,0,2,65,0,8,0,0,0 +Ramp up,94,0,0,0,4,1,92,0,0,0,0 +Ramp down,82,0,0,0,0,6,0,223,0,0,0 +Grass walking,46,0,0,0,0,0,0,11,83,8,0 +Uneven ground walking,144,0,0,0,2,4,0,9,6,12,0 +Carry,338,0,0,0,0,21,0,72,0,0,91 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..08b795a31fb9389f263a2049d7947f4e4a2c4d25 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1880,0,0,0,5,16,3,102,1,2,14 +Sit to stand,5,53,0,30,0,0,0,0,0,0,0 +Stand to sit,40,0,59,11,0,0,0,0,0,0,4 +Sitting,0,4,0,378,0,0,0,0,0,0,0 +Stair up,17,0,0,0,93,0,0,0,0,2,0 +Stair down,40,0,0,0,2,64,0,8,0,0,0 +Ramp up,86,0,0,0,4,1,92,0,0,0,0 +Ramp down,73,0,0,0,0,6,0,223,0,0,0 +Grass walking,40,0,0,0,0,0,0,9,83,8,0 +Uneven ground walking,137,0,0,0,2,4,0,8,6,12,0 +Carry,328,0,0,0,0,21,0,70,0,0,91 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7900fde7d8f6703d7a0882fc392cef10476d2e2b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,71,1,0,0,3,1,0,6,0,0,0 +Sit to stand,7,10,0,18,0,0,0,0,0,0,0 +Stand to sit,18,0,2,17,0,1,0,0,0,0,0 +Sitting,0,0,0,29,0,0,0,0,0,0,0 +Stair up,7,0,0,0,3,0,0,0,0,0,0 +Stair down,7,0,0,0,0,1,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,1,0,0,0 +Carry,10,0,0,0,0,0,0,2,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..14fbb9ded0aec3fe1105ebdb6d35f07130b3da3c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6977825464949928,0.9268408551068884,0.7961640481534381,2105.0,2796,2105 +Sit to stand,0.9264705882352942,0.5121951219512195,0.6596858638743456,123.0,68,123 +Stand to sit,1.0,0.40131578947368424,0.5727699530516432,152.0,61,152 +Sitting,0.8426501035196687,0.9902676399026764,0.9105145413870246,411.0,483,411 +Stair up,0.8571428571428571,0.7868852459016393,0.8205128205128205,122.0,112,122 +Stair down,0.5652173913043478,0.5327868852459017,0.5485232067510548,122.0,115,122 +Ramp up,0.968421052631579,0.4816753926701571,0.6433566433566433,191.0,95,191 +Ramp down,0.5174013921113689,0.7170418006430869,0.601078167115903,311.0,431,311 +Grass walking,0.9222222222222223,0.5608108108108109,0.6974789915966386,148.0,90,148 +Uneven ground walking,0.5,0.06779661016949153,0.11940298507462686,177.0,24,177 +Carry,0.8348623853211009,0.1743295019157088,0.2884310618066561,522.0,109,522 +accuracy,0.7171532846715328,0.7171532846715328,0.7171532846715328,0.7171532846715328,0,0 +macro avg,0.7847427762712211,0.5592677867082968,0.6052652984255269,4384.0,0,0 +weighted avg,0.7439125441623665,0.7171532846715328,0.67748865181373,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a46a23d903c8c2013b516f741f255d734087588c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7105064247921391,0.9293129016312407,0.805311629899336,2023.0,2646,2023 +Sit to stand,0.9298245614035088,0.6022727272727273,0.7310344827586207,88.0,57,88 +Stand to sit,1.0,0.5175438596491229,0.6820809248554913,114.0,59,114 +Sitting,0.9021479713603818,0.9895287958115183,0.9438202247191011,382.0,419,382 +Stair up,0.8773584905660378,0.8303571428571429,0.8532110091743119,112.0,106,112 +Stair down,0.5714285714285714,0.5614035087719298,0.5663716814159292,114.0,112,114 +Ramp up,0.968421052631579,0.5027322404371585,0.6618705035971223,183.0,95,183 +Ramp down,0.530952380952381,0.7384105960264901,0.6177285318559557,302.0,420,302 +Grass walking,0.9222222222222223,0.5928571428571429,0.7217391304347827,140.0,90,140 +Uneven ground walking,0.5,0.07100591715976332,0.12435233160621761,169.0,24,169 +Carry,0.8348623853211009,0.1784313725490196,0.2940226171243942,510.0,109,510 +accuracy,0.7319313512206913,0.7319313512206913,0.7319313512206913,0.7319313512206913,0,0 +macro avg,0.795247641879811,0.5921687459112052,0.6365039152219331,4137.0,0,0 +weighted avg,0.7537264179859793,0.7319313512206913,0.6941227685687239,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..88b652279cb8e460840a1e865a270a3629b4d7b6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47333333333333333,0.8658536585365854,0.6120689655172413,82.0,150,82 +Sit to stand,0.9090909090909091,0.2857142857142857,0.43478260869565216,35.0,11,35 +Stand to sit,1.0,0.05263157894736842,0.1,38.0,2,38 +Sitting,0.453125,1.0,0.6236559139784946,29.0,64,29 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,11,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.46963562753036436,0.46963562753036436,0.46963562753036436,0.46963562753036436,0,0 +macro avg,0.3335347796143251,0.2390181384725672,0.2115750609099609,247.0,0,0 +weighted avg,0.5240437523003312,0.46963562753036436,0.37448426492584375,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..317915d69cfb5d5490e30788fa6a9d3a951101ca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1946,1,0,1,9,18,3,107,0,5,14 +Sit to stand,13,62,0,50,0,0,0,0,0,0,0 +Stand to sit,63,0,56,23,0,1,0,1,0,0,4 +Sitting,0,7,0,407,0,0,0,0,0,0,0 +Stair up,26,0,0,0,93,0,0,0,0,2,0 +Stair down,49,0,0,0,2,63,0,8,0,0,0 +Ramp up,97,0,0,0,4,2,89,0,0,0,0 +Ramp down,83,0,0,0,0,6,0,223,0,0,0 +Grass walking,51,0,0,0,0,0,0,14,74,9,0 +Uneven ground walking,149,0,0,0,1,3,0,8,2,13,0 +Carry,340,0,0,0,0,23,0,69,0,0,90 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..24cf93ca69e48ba5f21e79f8e9fb35b064202cbc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1878,0,0,0,6,17,3,101,0,5,14 +Sit to stand,5,49,0,34,0,0,0,0,0,0,0 +Stand to sit,47,0,52,8,0,0,0,0,0,0,4 +Sitting,0,6,0,376,0,0,0,0,0,0,0 +Stair up,21,0,0,0,90,0,0,0,0,2,0 +Stair down,43,0,0,0,2,62,0,7,0,0,0 +Ramp up,89,0,0,0,4,2,89,0,0,0,0 +Ramp down,74,0,0,0,0,6,0,223,0,0,0 +Grass walking,45,0,0,0,0,0,0,12,74,9,0 +Uneven ground walking,141,0,0,0,1,3,0,7,2,13,0 +Carry,330,0,0,0,0,23,0,67,0,0,90 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c9b7f2af2f52ee3557f782c535b7ba15bc0e1851 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,68,1,0,1,3,1,0,6,0,0,0 +Sit to stand,8,13,0,16,0,0,0,0,0,0,0 +Stand to sit,16,0,4,15,0,1,0,1,0,0,0 +Sitting,0,1,0,31,0,0,0,0,0,0,0 +Stair up,5,0,0,0,3,0,0,0,0,0,0 +Stair down,6,0,0,0,0,1,0,1,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,8,0,0,0,0,0,0,1,0,0,0 +Carry,10,0,0,0,0,0,0,2,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..80802869a1d04c67e5e95fcc9366fe969ecca128 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6908058217962372,0.9249049429657795,0.7908961593172119,2104.0,2817,2104 +Sit to stand,0.8857142857142857,0.496,0.6358974358974359,125.0,70,125 +Stand to sit,1.0,0.3783783783783784,0.5490196078431373,148.0,56,148 +Sitting,0.8461538461538461,0.9830917874396136,0.9094972067039107,414.0,481,414 +Stair up,0.8532110091743119,0.768595041322314,0.808695652173913,121.0,109,121 +Stair down,0.5431034482758621,0.5163934426229508,0.5294117647058824,122.0,116,122 +Ramp up,0.967391304347826,0.4635416666666667,0.6267605633802817,192.0,92,192 +Ramp down,0.5186046511627908,0.7147435897435898,0.601078167115903,312.0,430,312 +Grass walking,0.9736842105263158,0.5,0.6607142857142857,148.0,76,148 +Uneven ground walking,0.4482758620689655,0.07386363636363637,0.12682926829268293,176.0,29,176 +Carry,0.8333333333333334,0.1724137931034483,0.2857142857142857,522.0,108,522 +accuracy,0.7107664233576643,0.7107664233576643,0.7107664233576643,0.7107664233576643,0,0 +macro avg,0.7782070702321614,0.544720570782398,0.5931376724417209,4384.0,0,0 +weighted avg,0.7384854416880962,0.7107664233576643,0.6708222610381427,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..28f1be6f69bd628ffb05521df04e924ce48e4fe2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7025813692480359,0.9278656126482213,0.7996593570364062,2024.0,2673,2024 +Sit to stand,0.8909090909090909,0.5568181818181818,0.6853146853146853,88.0,55,88 +Stand to sit,1.0,0.46846846846846846,0.6380368098159509,111.0,52,111 +Sitting,0.8995215311004785,0.9842931937172775,0.94,382.0,418,382 +Stair up,0.8737864077669902,0.7964601769911505,0.8333333333333334,113.0,103,113 +Stair down,0.5486725663716814,0.543859649122807,0.5462555066079295,114.0,113,114 +Ramp up,0.967391304347826,0.483695652173913,0.644927536231884,184.0,92,184 +Ramp down,0.5347721822541966,0.735973597359736,0.6194444444444445,303.0,417,303 +Grass walking,0.9736842105263158,0.5285714285714286,0.6851851851851852,140.0,76,140 +Uneven ground walking,0.4482758620689655,0.07784431137724551,0.1326530612244898,167.0,29,167 +Carry,0.8333333333333334,0.17647058823529413,0.2912621359223301,510.0,108,510 +accuracy,0.7243713733075435,0.7243713733075435,0.7243713733075435,0.7243713733075435,0,0 +macro avg,0.788447987084265,0.5709382600439749,0.6196429141015126,4136.0,0,0 +weighted avg,0.7477133178299498,0.7243713733075435,0.6862043329456134,4136.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b28240b280a53ccf102f0a6b459000ecbe2452a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4722222222222222,0.85,0.6071428571428571,80.0,144,80 +Sit to stand,0.8666666666666667,0.35135135135135137,0.5,37.0,15,37 +Stand to sit,1.0,0.10810810810810811,0.1951219512195122,37.0,4,37 +Sitting,0.49206349206349204,0.96875,0.6526315789473685,32.0,63,32 +Stair up,0.5,0.375,0.42857142857142855,8.0,6,8 +Stair down,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,13,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,9.0,0,9 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4838709677419355,0.4838709677419355,0.4838709677419355,0.4838709677419355,0,0 +macro avg,0.33311688311688314,0.2525644963144963,0.233207817972668,248.0,0,0 +weighted avg,0.5211981566820277,0.4838709677419355,0.40346075877412574,248.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a204f6c7c22987f5bbda6bee7cb98ac5c4d14c15 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1945,1,1,1,7,19,3,102,0,8,15 +Sit to stand,14,64,0,47,0,0,0,0,0,0,0 +Stand to sit,75,2,41,27,0,2,0,2,0,0,4 +Sitting,0,24,0,386,0,0,0,0,0,0,0 +Stair up,33,0,0,0,86,0,0,0,0,2,0 +Stair down,54,0,0,0,1,58,0,8,0,0,0 +Ramp up,119,0,0,0,3,2,68,0,0,0,0 +Ramp down,86,0,0,0,0,6,0,220,0,0,0 +Grass walking,69,0,0,0,0,0,0,15,54,11,0 +Uneven ground walking,152,0,0,0,0,3,0,7,1,13,0 +Carry,355,0,0,0,0,23,0,64,0,0,81 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fbb3266d472545d6df40e049cf732c8e21677154 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1873,0,1,1,4,18,3,99,0,8,15 +Sit to stand,4,48,0,36,0,0,0,0,0,0,0 +Stand to sit,60,0,40,9,0,1,0,1,0,0,4 +Sitting,0,6,0,376,0,0,0,0,0,0,0 +Stair up,25,0,0,0,84,0,0,0,0,2,0 +Stair down,46,0,0,0,1,58,0,8,0,0,0 +Ramp up,111,0,0,0,3,2,68,0,0,0,0 +Ramp down,78,0,0,0,0,6,0,219,0,0,0 +Grass walking,63,0,0,0,0,0,0,13,54,11,0 +Uneven ground walking,145,0,0,0,0,3,0,6,1,13,0 +Carry,345,0,0,0,0,23,0,62,0,0,81 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..735a9c3b3d546a93990301ea9131c7545bcf1372 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,72,1,0,0,3,1,0,3,0,0,0 +Sit to stand,10,16,0,11,0,0,0,0,0,0,0 +Stand to sit,15,2,1,18,0,1,0,1,0,0,0 +Sitting,0,18,0,10,0,0,0,0,0,0,0 +Stair up,8,0,0,0,2,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,8,0,0,0,0,0,0,1,0,0,0 +Grass walking,6,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,1,0,0,0 +Carry,10,0,0,0,0,0,0,2,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..380253ff3fbe9521e3f610e4b4014a023bd7e735 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6702274293590628,0.9253092293054234,0.7773780975219824,2102.0,2902,2102 +Sit to stand,0.7032967032967034,0.512,0.5925925925925926,125.0,91,125 +Stand to sit,0.9761904761904762,0.2679738562091503,0.4205128205128205,153.0,42,153 +Sitting,0.8373101952277657,0.9414634146341463,0.886337543053961,410.0,461,410 +Stair up,0.8865979381443299,0.7107438016528925,0.7889908256880734,121.0,97,121 +Stair down,0.5132743362831859,0.4793388429752066,0.49572649572649574,121.0,113,121 +Ramp up,0.9577464788732394,0.3541666666666667,0.5171102661596958,192.0,71,192 +Ramp down,0.5263157894736842,0.7051282051282052,0.6027397260273972,312.0,418,312 +Grass walking,0.9818181818181818,0.3624161073825503,0.5294117647058824,149.0,55,149 +Uneven ground walking,0.38235294117647056,0.07386363636363637,0.12380952380952381,176.0,34,176 +Carry,0.81,0.15487571701720843,0.26003210272873195,523.0,100,523 +accuracy,0.6879562043795621,0.6879562043795621,0.6879562043795621,0.6879562043795621,0,0 +macro avg,0.7495573154402817,0.49884358884864427,0.5449674325933779,4384.0,0,0 +weighted avg,0.717171963852307,0.6879562043795621,0.6421806728168382,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c2b464ef0e72d706cb4c3d5deed9870bf4ba77b8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6810909090909091,0.9263105835806132,0.7849958088851634,2022.0,2750,2022 +Sit to stand,0.8888888888888888,0.5454545454545454,0.676056338028169,88.0,54,88 +Stand to sit,0.975609756097561,0.34782608695652173,0.5128205128205128,115.0,41,115 +Sitting,0.8909952606635071,0.9842931937172775,0.9353233830845771,382.0,422,382 +Stair up,0.9130434782608695,0.7567567567567568,0.8275862068965517,111.0,92,111 +Stair down,0.5225225225225225,0.5132743362831859,0.5178571428571429,113.0,111,113 +Ramp up,0.9577464788732394,0.3695652173913043,0.5333333333333333,184.0,71,184 +Ramp down,0.5367647058823529,0.7227722772277227,0.6160337552742616,303.0,408,303 +Grass walking,0.9818181818181818,0.3829787234042553,0.5510204081632653,141.0,55,141 +Uneven ground walking,0.38235294117647056,0.07738095238095238,0.12871287128712872,168.0,34,168 +Carry,0.81,0.15851272015655576,0.265139116202946,511.0,100,511 +accuracy,0.7042049299178347,0.7042049299178347,0.7042049299178347,0.7042049299178347,0,0 +macro avg,0.7764393748431366,0.5259204903008811,0.5771708069848229,4138.0,0,0 +weighted avg,0.7307353646229483,0.7042049299178347,0.6604634099134169,4138.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..590f1aacdde12eaad86c65dce728d4c5f9604206 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47368421052631576,0.9,0.6206896551724138,80.0,152,80 +Sit to stand,0.43243243243243246,0.43243243243243246,0.43243243243243246,37.0,37,37 +Stand to sit,1.0,0.02631578947368421,0.05128205128205128,38.0,1,38 +Sitting,0.2564102564102564,0.35714285714285715,0.29850746268656714,28.0,39,28 +Stair up,0.4,0.2,0.26666666666666666,10.0,5,10 +Stair down,0.0,0.0,0.0,8.0,2,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.1,0.1111111111111111,0.10526315789473684,9.0,10,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4146341463414634,0.4146341463414634,0.4146341463414634,0.4146341463414634,0,0 +macro avg,0.24204789994263678,0.1842729263781895,0.16134922055771528,246.0,0,0 +weighted avg,0.42265944724224574,0.4146341463414634,0.3234802211603831,246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..78c6191fcd13c8d196dfd46f6424caff4c8b5dfa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1949,1,2,6,2,12,5,90,0,25,12 +Sit to stand,24,56,0,45,0,0,0,0,0,0,0 +Stand to sit,107,1,12,28,0,2,0,2,0,0,1 +Sitting,1,14,0,392,0,0,0,0,0,0,1 +Stair up,59,0,0,0,61,0,0,1,0,0,0 +Stair down,76,0,0,0,0,38,0,7,0,0,0 +Ramp up,153,0,0,0,2,4,33,0,0,0,0 +Ramp down,125,0,0,0,0,0,0,187,0,0,0 +Grass walking,95,0,0,0,0,0,0,17,26,11,0 +Uneven ground walking,154,0,0,0,0,2,0,6,0,14,0 +Carry,383,0,0,0,0,16,3,51,0,1,69 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c4db0c9a1968125fa12abc90861f2b72065844a1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1878,0,2,5,1,12,5,86,0,23,12 +Sit to stand,11,44,0,33,0,0,0,0,0,0,0 +Stand to sit,89,0,11,10,0,2,0,2,0,0,1 +Sitting,1,5,0,373,0,0,0,0,0,0,0 +Stair up,51,0,0,0,60,0,0,0,0,0,0 +Stair down,68,0,0,0,0,38,0,7,0,0,0 +Ramp up,145,0,0,0,2,4,33,0,0,0,0 +Ramp down,117,0,0,0,0,0,0,186,0,0,0 +Grass walking,88,0,0,0,0,0,0,16,26,11,0 +Uneven ground walking,146,0,0,0,0,2,0,6,0,14,0 +Carry,372,0,0,0,0,16,3,50,0,1,69 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..045a0c1ff4929a0b88b11a302ef236867ff83125 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,71,1,0,1,1,0,0,4,0,2,0 +Sit to stand,13,12,0,12,0,0,0,0,0,0,0 +Stand to sit,18,1,1,18,0,0,0,0,0,0,0 +Sitting,0,9,0,19,0,0,0,0,0,0,1 +Stair up,8,0,0,0,1,0,0,1,0,0,0 +Stair down,8,0,0,0,0,0,0,0,0,0,0 +Ramp up,8,0,0,0,0,0,0,0,0,0,0 +Ramp down,8,0,0,0,0,0,0,1,0,0,0 +Grass walking,7,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,8,0,0,0,0,0,0,0,0,0,0 +Carry,11,0,0,0,0,0,0,1,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1f6dfb7de909f1e6bc776c7675dad7998b46eb1f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6234804862444018,0.9263307984790875,0.7453154875717017,2104.0,3126,2104 +Sit to stand,0.7777777777777778,0.448,0.5685279187817259,125.0,72,125 +Stand to sit,0.8571428571428571,0.0784313725490196,0.1437125748502994,153.0,14,153 +Sitting,0.832271762208068,0.9607843137254902,0.8919226393629124,408.0,471,408 +Stair up,0.9384615384615385,0.5041322314049587,0.6559139784946236,121.0,65,121 +Stair down,0.5135135135135135,0.3140495867768595,0.38974358974358975,121.0,74,121 +Ramp up,0.8048780487804879,0.171875,0.2832618025751073,192.0,41,192 +Ramp down,0.518005540166205,0.5993589743589743,0.5557206537890045,312.0,361,312 +Grass walking,1.0,0.174496644295302,0.29714285714285715,149.0,26,149 +Uneven ground walking,0.27450980392156865,0.07954545454545454,0.12334801762114538,176.0,51,176 +Carry,0.8313253012048193,0.13193116634799235,0.22772277227722773,523.0,83,523 +accuracy,0.6471259124087592,0.6471259124087592,0.6471259124087592,0.6471259124087592,0,0 +macro avg,0.7246696935837488,0.39899414022573987,0.44384839020092676,4384.0,0,0 +weighted avg,0.6851448573474452,0.6471259124087592,0.5849636083623977,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc4e624c181415dd7bc89966da0308ff14068689 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6331759946055293,0.9278656126482213,0.7527054108216433,2024.0,2966,2024 +Sit to stand,0.8979591836734694,0.5,0.6423357664233577,88.0,49,88 +Stand to sit,0.8461538461538461,0.09565217391304348,0.171875,115.0,13,115 +Sitting,0.8859857482185273,0.9841688654353562,0.9325,379.0,421,379 +Stair up,0.9523809523809523,0.5405405405405406,0.6896551724137931,111.0,63,111 +Stair down,0.5135135135135135,0.336283185840708,0.40641711229946526,113.0,74,113 +Ramp up,0.8048780487804879,0.1793478260869565,0.29333333333333333,184.0,41,184 +Ramp down,0.5269121813031161,0.6138613861386139,0.5670731707317073,303.0,353,303 +Grass walking,1.0,0.18439716312056736,0.31137724550898205,141.0,26,141 +Uneven ground walking,0.2857142857142857,0.08333333333333333,0.12903225806451613,168.0,49,168 +Carry,0.8414634146341463,0.1350293542074364,0.2327150084317032,511.0,82,511 +accuracy,0.660381919265168,0.660381919265168,0.660381919265168,0.660381919265168,0,0 +macro avg,0.7443761062707157,0.4164072219331615,0.4662744980025911,4137.0,0,0 +weighted avg,0.6971588062985705,0.660381919265168,0.6009080894661054,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..70c30292094d1cc2250c9fb7b21bb931cbde6219 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.44375,0.8875,0.5916666666666667,80.0,160,80 +Sit to stand,0.5217391304347826,0.32432432432432434,0.4,37.0,23,37 +Stand to sit,1.0,0.02631578947368421,0.05128205128205128,38.0,1,38 +Sitting,0.38,0.6551724137931034,0.4810126582278481,29.0,50,29 +Stair up,0.5,0.1,0.16666666666666666,10.0,2,10 +Stair down,0.0,0.0,0.0,8.0,0,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.125,0.1111111111111111,0.11764705882352941,9.0,8,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,2,8 +Carry,0.0,0.0,0.0,12.0,1,12 +accuracy,0.4251012145748988,0.4251012145748988,0.4251012145748988,0.4251012145748988,0,0 +macro avg,0.27004446640316204,0.19131123988202028,0.16438864560606928,247.0,0,0 +weighted avg,0.44513906002464354,0.4251012145748988,0.326951046828896,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0d026aa81ac59f330ca865323b213caf0062a20 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,603,0,2,5,1,0,3,12,3,0,236 +Sit to stand,21,60,0,40,0,0,0,0,0,0,0 +Stand to sit,20,0,84,14,0,0,0,0,0,0,18 +Sitting,0,0,0,316,0,0,0,0,0,0,0 +Stair up,3,0,0,0,82,0,0,0,0,0,7 +Stair down,23,0,0,0,0,59,0,6,1,0,1 +Ramp up,10,0,0,0,0,0,124,0,0,0,11 +Ramp down,0,0,0,0,0,0,0,139,0,0,0 +Grass walking,19,0,0,0,0,0,0,0,94,1,12 +Uneven ground walking,4,0,0,0,0,0,0,0,2,98,5 +Carry,39,0,0,0,0,0,0,0,0,0,478 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4630e127cc12cc8da101d168dfec764803de7f7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,555,0,2,5,1,0,0,3,1,0,214 +Sit to stand,5,54,0,23,0,0,0,0,0,0,0 +Stand to sit,7,0,75,1,0,0,0,0,0,0,14 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,1,0,0,0,78,0,0,0,0,0,3 +Stair down,14,0,0,0,0,59,0,6,1,0,1 +Ramp up,6,0,0,0,0,0,121,0,0,0,8 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,14,0,0,0,0,0,0,0,90,1,11 +Uneven ground walking,0,0,0,0,0,0,0,0,2,93,4 +Carry,34,0,0,0,0,0,0,0,0,0,468 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ed97a91c7b4f985ac27dd1c9a731f8913a32ac0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,48,0,0,0,0,0,3,9,2,0,22 +Sit to stand,16,6,0,17,0,0,0,0,0,0,0 +Stand to sit,13,0,9,13,0,0,0,0,0,0,4 +Sitting,0,0,0,33,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,4 +Stair down,9,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,3,0,0,0,3 +Ramp down,0,0,0,0,0,0,0,11,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,4,0,1 +Uneven ground walking,4,0,0,0,0,0,0,0,0,5,1 +Carry,5,0,0,0,0,0,0,0,0,0,10 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a34da8c21439b30c72a056f0edd3ce5c279275b6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8126684636118598,0.6971098265895954,0.7504667081518357,865.0,742,865 +Sit to stand,1.0,0.49586776859504134,0.6629834254143646,121.0,60,121 +Stand to sit,0.9767441860465116,0.6176470588235294,0.7567567567567568,136.0,86,136 +Sitting,0.8426666666666667,1.0,0.914616497829233,316.0,375,316 +Stair up,0.9879518072289156,0.8913043478260869,0.9371428571428572,92.0,83,92 +Stair down,1.0,0.6555555555555556,0.7919463087248322,90.0,59,90 +Ramp up,0.9763779527559056,0.8551724137931035,0.9117647058823529,145.0,127,145 +Ramp down,0.8853503184713376,1.0,0.9391891891891891,139.0,157,139 +Grass walking,0.94,0.746031746031746,0.831858407079646,126.0,100,126 +Uneven ground walking,0.98989898989899,0.8990825688073395,0.9423076923076923,109.0,99,109 +Carry,0.6223958333333334,0.9245647969052224,0.7439688715953308,517.0,768,517 +accuracy,0.8045933734939759,0.8045933734939759,0.8045933734939759,0.8045933734939759,0,0 +macro avg,0.9121867470921381,0.79839418935702,0.8348183109158266,2656.0,0,0 +weighted avg,0.8346106161173784,0.8045933734939759,0.8033567484640092,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc1e28674c621363eac3ea085a13d65432c7ccce --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8726415094339622,0.7106274007682458,0.7833450952717008,781.0,636,781 +Sit to stand,1.0,0.6585365853658537,0.7941176470588235,82.0,54,82 +Stand to sit,0.974025974025974,0.7731958762886598,0.8620689655172413,97.0,77,97 +Sitting,0.907051282051282,1.0,0.9512605042016806,283.0,312,283 +Stair up,0.9873417721518988,0.9512195121951219,0.968944099378882,82.0,79,82 +Stair down,1.0,0.7283950617283951,0.8428571428571429,81.0,59,81 +Ramp up,1.0,0.8962962962962963,0.9453125,135.0,121,135 +Ramp down,0.9343065693430657,1.0,0.9660377358490566,128.0,137,128 +Grass walking,0.9574468085106383,0.7758620689655172,0.8571428571428571,116.0,94,116 +Uneven ground walking,0.9893617021276596,0.9393939393939394,0.9637305699481865,99.0,94,99 +Carry,0.6473029045643154,0.9322709163346613,0.7640816326530612,502.0,723,502 +accuracy,0.8398994132439229,0.8398994132439229,0.8398994132439229,0.8398994132439229,0,0 +macro avg,0.9335889565644361,0.8514361506669719,0.8817180681707849,2386.0,0,0 +weighted avg,0.8655570049247626,0.8398994132439229,0.8412151377471604,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2dd028f61fe29ebbd0bbfaf390d4f521f6012f18 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4528301886792453,0.5714285714285714,0.5052631578947369,84.0,106,84 +Sit to stand,1.0,0.15384615384615385,0.26666666666666666,39.0,6,39 +Stand to sit,1.0,0.23076923076923078,0.375,39.0,9,39 +Sitting,0.5238095238095238,1.0,0.6875,33.0,63,33 +Stair up,1.0,0.4,0.5714285714285714,10.0,4,10 +Stair down,0.0,0.0,0.0,9.0,0,9 +Ramp up,0.5,0.3,0.375,10.0,6,10 +Ramp down,0.55,1.0,0.7096774193548387,11.0,20,11 +Grass walking,0.6666666666666666,0.4,0.5,10.0,6,10 +Uneven ground walking,1.0,0.5,0.6666666666666666,10.0,5,10 +Carry,0.2222222222222222,0.6666666666666666,0.3333333333333333,15.0,45,15 +accuracy,0.4925925925925926,0.4925925925925926,0.4925925925925926,0.4925925925925926,0,0 +macro avg,0.6286844183070598,0.4747918747918749,0.4536850741222558,270.0,0,0 +weighted avg,0.6458275930917441,0.4925925925925926,0.4596000342852352,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6544dcaef37dc857508bf508d1e9af38ac4e672f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,608,0,4,5,1,0,3,12,2,1,237 +Sit to stand,21,56,0,46,0,0,0,0,0,0,0 +Stand to sit,18,0,85,9,0,0,0,0,0,0,18 +Sitting,0,1,0,316,0,0,0,0,0,0,0 +Stair up,3,0,0,0,78,0,0,0,0,0,7 +Stair down,31,0,0,0,0,54,0,5,1,0,0 +Ramp up,6,0,0,0,0,0,123,0,0,0,14 +Ramp down,0,0,0,0,0,0,0,138,0,0,0 +Grass walking,18,0,0,0,0,0,0,0,91,1,14 +Uneven ground walking,5,0,0,0,0,0,0,0,1,97,6 +Carry,40,0,0,0,0,0,0,0,0,0,480 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..af37d92105bc12bf525924345806b1b8cee045a1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,550,0,4,5,1,0,0,6,0,0,217 +Sit to stand,5,52,0,27,0,0,0,0,0,0,0 +Stand to sit,5,0,72,1,0,0,0,0,0,0,13 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,1,0,0,0,74,0,0,0,0,0,3 +Stair down,20,0,0,0,0,54,0,5,1,0,0 +Ramp up,3,0,0,0,0,0,119,0,0,0,11 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,13,0,0,0,0,0,0,0,87,1,13 +Uneven ground walking,1,0,0,0,0,0,0,0,1,92,5 +Carry,33,0,0,0,0,0,0,0,0,0,471 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..caa33a76cb24c725a7ff0bd014c5cc769a32608e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,58,0,0,0,0,0,3,6,2,1,20 +Sit to stand,16,4,0,19,0,0,0,0,0,0,0 +Stand to sit,13,0,13,8,0,0,0,0,0,0,5 +Sitting,0,1,0,33,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,4 +Stair down,11,0,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,4,0,0,0,3 +Ramp down,0,0,0,0,0,0,0,10,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,4,0,1 +Uneven ground walking,4,0,0,0,0,0,0,0,0,5,1 +Carry,7,0,0,0,0,0,0,0,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..036f554ce42e3ab57e2029fcaff25c7eda19a2ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8106666666666666,0.6964490263459335,0.7492298213185459,873.0,750,873 +Sit to stand,0.9824561403508771,0.45528455284552843,0.6222222222222222,123.0,57,123 +Stand to sit,0.9550561797752809,0.6538461538461539,0.776255707762557,130.0,89,130 +Sitting,0.8404255319148937,0.9968454258675079,0.911976911976912,317.0,376,317 +Stair up,0.9873417721518988,0.8863636363636364,0.9341317365269461,88.0,79,88 +Stair down,1.0,0.5934065934065934,0.7448275862068966,91.0,54,91 +Ramp up,0.9761904761904762,0.8601398601398601,0.9144981412639405,143.0,126,143 +Ramp down,0.8903225806451613,1.0,0.9419795221843004,138.0,155,138 +Grass walking,0.9578947368421052,0.7338709677419355,0.8310502283105022,124.0,95,124 +Uneven ground walking,0.9797979797979798,0.8899082568807339,0.9326923076923077,109.0,99,109 +Carry,0.6185567010309279,0.9230769230769231,0.7407407407407407,520.0,776,520 +accuracy,0.8004518072289156,0.8004518072289156,0.8004518072289156,0.8004518072289156,0,0 +macro avg,0.9089735241242061,0.7899264905922551,0.827236811473261,2656.0,0,0 +weighted avg,0.8308352952285717,0.8004518072289156,0.7986705861843985,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..58a3254c0bf7146609cc40ae866724462e53eed0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8716323296354992,0.70242656449553,0.7779349363507779,783.0,631,783 +Sit to stand,1.0,0.6190476190476191,0.7647058823529411,84.0,52,84 +Stand to sit,0.9473684210526315,0.7912087912087912,0.8622754491017964,91.0,76,91 +Sitting,0.8955696202531646,1.0,0.9449081803005008,283.0,316,283 +Stair up,0.9866666666666667,0.9487179487179487,0.9673202614379085,78.0,75,78 +Stair down,1.0,0.675,0.8059701492537313,80.0,54,80 +Ramp up,1.0,0.8947368421052632,0.9444444444444444,133.0,119,133 +Ramp down,0.920863309352518,1.0,0.9588014981273408,128.0,139,128 +Grass walking,0.9775280898876404,0.7631578947368421,0.8571428571428571,114.0,89,114 +Uneven ground walking,0.989247311827957,0.9292929292929293,0.9583333333333334,99.0,93,99 +Carry,0.6425648021828103,0.9345238095238095,0.761519805982215,504.0,733,504 +accuracy,0.8338241480858225,0.8338241480858225,0.8338241480858225,0.8338241480858225,0,0 +macro avg,0.9301309591689898,0.8416465817389759,0.8730324361661679,2377.0,0,0 +weighted avg,0.8612543933392716,0.8338241480858225,0.8346217893591921,2377.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..067e7b8a1b200d999b5346b6acd6a4d900e247c1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.48739495798319327,0.6444444444444445,0.5550239234449761,90.0,119,90 +Sit to stand,0.8,0.10256410256410256,0.18181818181818182,39.0,5,39 +Stand to sit,1.0,0.3333333333333333,0.5,39.0,13,39 +Sitting,0.55,0.9705882352941176,0.7021276595744681,34.0,60,34 +Stair up,1.0,0.4,0.5714285714285714,10.0,4,10 +Stair down,0.0,0.0,0.0,11.0,0,11 +Ramp up,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Ramp down,0.625,1.0,0.7692307692307693,10.0,16,10 +Grass walking,0.6666666666666666,0.4,0.5,10.0,6,10 +Uneven ground walking,0.8333333333333334,0.5,0.625,10.0,6,10 +Carry,0.20930232558139536,0.5625,0.3050847457627119,16.0,43,16 +accuracy,0.5161290322580645,0.5161290322580645,0.5161290322580645,0.5161290322580645,0,0 +macro avg,0.6130114413630146,0.48303910142145434,0.4709365533230724,279.0,0,0 +weighted avg,0.6203536528389801,0.5161290322580645,0.4826495853699886,279.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..93ed6055375247760654dd42a2f2de8193eb9589 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,594,0,6,6,1,0,1,13,3,1,247 +Sit to stand,15,56,0,51,0,0,0,0,0,0,0 +Stand to sit,24,0,80,8,0,0,0,0,0,0,21 +Sitting,0,4,1,312,0,0,0,0,0,0,0 +Stair up,2,0,0,0,78,0,0,0,0,0,9 +Stair down,34,0,0,0,0,50,0,5,0,0,0 +Ramp up,4,0,0,0,0,0,125,0,0,0,15 +Ramp down,0,0,0,0,0,0,0,138,0,0,0 +Grass walking,19,0,0,0,0,0,0,0,89,2,15 +Uneven ground walking,7,0,0,0,0,0,0,0,1,97,6 +Carry,41,0,0,0,0,0,0,0,0,0,475 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..69d6644404f3c2935ea491bf3a2f4bacb3891d13 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,541,0,6,6,1,0,0,7,1,0,221 +Sit to stand,2,48,0,33,0,0,0,0,0,0,0 +Stand to sit,9,0,69,0,0,0,0,0,0,0,16 +Sitting,0,0,0,285,0,0,0,0,0,0,0 +Stair up,1,0,0,0,73,0,0,0,0,0,5 +Stair down,26,0,0,0,0,49,0,5,0,0,0 +Ramp up,2,0,0,0,0,0,120,0,0,0,13 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,85,2,14 +Uneven ground walking,2,0,0,0,0,0,0,0,1,93,5 +Carry,35,0,0,0,0,0,0,0,0,0,466 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..14b8c941f65748d0325093e9701ef1686e34c66a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,53,0,0,0,0,0,1,6,2,1,26 +Sit to stand,13,8,0,18,0,0,0,0,0,0,0 +Stand to sit,15,0,11,8,0,0,0,0,0,0,5 +Sitting,0,4,1,27,0,0,0,0,0,0,0 +Stair up,1,0,0,0,5,0,0,0,0,0,4 +Stair down,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,5,0,0,0,2 +Ramp down,0,0,0,0,0,0,0,10,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,4,0,1 +Uneven ground walking,5,0,0,0,0,0,0,0,0,4,1 +Carry,6,0,0,0,0,0,0,0,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..416bffc68e25e887733d9000452171b9ebf47adb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8027027027027027,0.6811926605504587,0.7369727047146402,872.0,740,872 +Sit to stand,0.9333333333333333,0.45901639344262296,0.6153846153846154,122.0,60,122 +Stand to sit,0.9195402298850575,0.6015037593984962,0.7272727272727273,133.0,87,133 +Sitting,0.8275862068965517,0.9842271293375394,0.899135446685879,317.0,377,317 +Stair up,0.9873417721518988,0.8764044943820225,0.9285714285714286,89.0,79,89 +Stair down,1.0,0.5617977528089888,0.7194244604316546,89.0,50,89 +Ramp up,0.9920634920634921,0.8680555555555556,0.9259259259259259,144.0,126,144 +Ramp down,0.8846153846153846,1.0,0.9387755102040817,138.0,156,138 +Grass walking,0.956989247311828,0.712,0.8165137614678899,125.0,93,125 +Uneven ground walking,0.97,0.8738738738738738,0.919431279620853,111.0,100,111 +Carry,0.6027918781725888,0.9205426356589147,0.7285276073619632,516.0,788,516 +accuracy,0.7884036144578314,0.7884036144578314,0.7884036144578314,0.7884036144578314,0,0 +macro avg,0.8979058406484398,0.7762376595462247,0.8141759516037872,2656.0,0,0 +weighted avg,0.820259356284248,0.7884036144578314,0.7865465573786637,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9a5c17c4c7b58e9b2ff94c3f0ceffae519c755a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8546603475513428,0.6909323116219668,0.7641242937853108,783.0,633,783 +Sit to stand,1.0,0.5783132530120482,0.732824427480916,83.0,48,83 +Stand to sit,0.92,0.7340425531914894,0.8165680473372781,94.0,75,94 +Sitting,0.8796296296296297,1.0,0.9359605911330049,285.0,324,285 +Stair up,0.9864864864864865,0.9240506329113924,0.954248366013072,79.0,74,79 +Stair down,1.0,0.6125,0.7596899224806202,80.0,49,80 +Ramp up,1.0,0.8888888888888888,0.9411764705882353,135.0,120,135 +Ramp down,0.9142857142857143,1.0,0.9552238805970149,128.0,140,128 +Grass walking,0.9770114942528736,0.7327586206896551,0.8374384236453202,116.0,87,116 +Uneven ground walking,0.9789473684210527,0.9207920792079208,0.9489795918367347,101.0,95,101 +Carry,0.6297297297297297,0.9301397205588823,0.7510072522159549,501.0,740,501 +accuracy,0.8205450733752621,0.8205450733752621,0.8205450733752621,0.8205450733752621,0,0 +macro avg,0.9218864336688029,0.8193107327347494,0.8542946606466782,2385.0,0,0 +weighted avg,0.8499103197386181,0.8205450733752621,0.8207013160064139,2385.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d86c2544c82d58d928fd3a4accdb59c90ffb3913 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4953271028037383,0.5955056179775281,0.5408163265306123,89.0,107,89 +Sit to stand,0.6666666666666666,0.20512820512820512,0.3137254901960784,39.0,12,39 +Stand to sit,0.9166666666666666,0.28205128205128205,0.43137254901960786,39.0,12,39 +Sitting,0.5094339622641509,0.84375,0.6352941176470588,32.0,53,32 +Stair up,1.0,0.5,0.6666666666666666,10.0,5,10 +Stair down,1.0,0.1111111111111111,0.2,9.0,1,9 +Ramp up,0.8333333333333334,0.5555555555555556,0.6666666666666666,9.0,6,9 +Ramp down,0.625,1.0,0.7692307692307693,10.0,16,10 +Grass walking,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Uneven ground walking,0.8,0.4,0.5333333333333333,10.0,5,10 +Carry,0.1875,0.6,0.2857142857142857,15.0,48,15 +accuracy,0.5055350553505535,0.5055350553505535,0.5055350553505535,0.5055350553505535,0,0 +macro avg,0.700054036218293,0.5034132923880116,0.5069230489398556,271.0,0,0 +weighted avg,0.6335737968338949,0.5055350553505535,0.4948299274293879,271.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..960774e9d86ebc512deb012a5bb47a24854823ae --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,589,0,8,7,4,2,1,13,5,2,244 +Sit to stand,13,57,0,50,0,0,0,0,0,0,0 +Stand to sit,28,0,71,10,0,0,0,0,0,0,23 +Sitting,0,3,0,315,0,0,0,0,0,0,0 +Stair up,4,0,0,0,75,0,0,0,0,0,11 +Stair down,40,0,0,0,0,44,0,5,0,0,0 +Ramp up,3,0,0,0,0,0,126,0,0,0,14 +Ramp down,1,0,0,0,0,0,0,138,0,0,0 +Grass walking,17,0,0,0,0,0,0,0,87,3,16 +Uneven ground walking,6,0,0,0,0,0,0,0,0,96,7 +Carry,41,0,0,0,0,0,0,0,0,0,477 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e2ab661509478ec23f2bc35c466f51418d08a891 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,544,0,8,6,2,0,0,5,1,0,216 +Sit to stand,2,46,0,37,0,0,0,0,0,0,0 +Stand to sit,14,0,61,0,0,0,0,0,0,0,18 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,2,0,0,0,72,0,0,0,0,0,7 +Stair down,31,0,0,0,0,43,0,5,0,0,0 +Ramp up,2,0,0,0,0,0,120,0,0,0,12 +Ramp down,0,0,0,0,0,0,0,129,0,0,0 +Grass walking,13,0,0,0,0,0,0,0,82,3,15 +Uneven ground walking,2,0,0,0,0,0,0,0,0,91,6 +Carry,35,0,0,0,0,0,0,0,0,0,467 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f2f3a8597cf001706a7f4a7f1de4317b453f79e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,45,0,0,1,2,2,1,8,4,2,28 +Sit to stand,11,11,0,13,0,0,0,0,0,0,0 +Stand to sit,14,0,10,10,0,0,0,0,0,0,5 +Sitting,0,3,0,32,0,0,0,0,0,0,0 +Stair up,2,0,0,0,3,0,0,0,0,0,4 +Stair down,9,0,0,0,0,1,0,0,0,0,0 +Ramp up,1,0,0,0,0,0,6,0,0,0,2 +Ramp down,1,0,0,0,0,0,0,9,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,5,0,1 +Uneven ground walking,4,0,0,0,0,0,0,0,0,5,1 +Carry,6,0,0,0,0,0,0,0,0,0,10 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0a5d1e7f5e871129e38bb169870eaa7fce0ca3b4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.793800539083558,0.6731428571428572,0.7285095856524428,875.0,742,875 +Sit to stand,0.95,0.475,0.6333333333333333,120.0,60,120 +Stand to sit,0.8987341772151899,0.5378787878787878,0.6729857819905213,132.0,79,132 +Sitting,0.824607329842932,0.9905660377358491,0.9,318.0,382,318 +Stair up,0.9493670886075949,0.8333333333333334,0.8875739644970414,90.0,79,90 +Stair down,0.9565217391304348,0.4943820224719101,0.6518518518518519,89.0,46,89 +Ramp up,0.9921259842519685,0.8811188811188811,0.9333333333333333,143.0,127,143 +Ramp down,0.8846153846153846,0.9928057553956835,0.9355932203389831,139.0,156,139 +Grass walking,0.9456521739130435,0.7073170731707317,0.8093023255813954,123.0,92,123 +Uneven ground walking,0.9504950495049505,0.8807339449541285,0.9142857142857143,109.0,101,109 +Carry,0.6022727272727273,0.9208494208494209,0.7282442748091603,518.0,792,518 +accuracy,0.78125,0.78125,0.78125,0.78125,0,0 +macro avg,0.8861992903125259,0.7624661921865076,0.7995466714248889,2656.0,0,0 +weighted avg,0.8120252226890248,0.78125,0.7779828576192656,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4e480ed28a6d7cd516e05626b8e4f600a31d0d73 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8434108527131783,0.6956521739130435,0.7624386825508059,782.0,645,782 +Sit to stand,1.0,0.5411764705882353,0.7022900763358778,85.0,46,85 +Stand to sit,0.8840579710144928,0.6559139784946236,0.7530864197530864,93.0,69,93 +Sitting,0.8680981595092024,1.0,0.9293924466338259,283.0,326,283 +Stair up,0.972972972972973,0.8888888888888888,0.9290322580645162,81.0,74,81 +Stair down,1.0,0.5443037974683544,0.7049180327868853,79.0,43,79 +Ramp up,1.0,0.8955223880597015,0.9448818897637795,134.0,120,134 +Ramp down,0.9280575539568345,1.0,0.9626865671641791,129.0,139,129 +Grass walking,0.9879518072289156,0.7256637168141593,0.8367346938775511,113.0,83,113 +Uneven ground walking,0.9680851063829787,0.9191919191919192,0.9430051813471503,99.0,94,99 +Carry,0.6302294197031039,0.9302788844621513,0.7514078841512469,502.0,741,502 +accuracy,0.8142857142857143,0.8142857142857143,0.8142857142857143,0.8142857142857143,0,0 +macro avg,0.9166239857710619,0.7996902016255525,0.8381703756753549,2380.0,0,0 +weighted avg,0.8436222020916556,0.8142857142857143,0.8133751994827992,2380.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8a6b1f48037bf2a43edd7735872e332fafe08e58 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4639175257731959,0.4838709677419355,0.47368421052631576,93.0,97,93 +Sit to stand,0.7857142857142857,0.3142857142857143,0.4489795918367347,35.0,14,35 +Stand to sit,1.0,0.2564102564102564,0.40816326530612246,39.0,10,39 +Sitting,0.5714285714285714,0.9142857142857143,0.7032967032967034,35.0,56,35 +Stair up,0.6,0.3333333333333333,0.42857142857142855,9.0,5,9 +Stair down,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +Ramp up,0.8571428571428571,0.6666666666666666,0.75,9.0,7,9 +Ramp down,0.5294117647058824,0.9,0.6666666666666666,10.0,17,10 +Grass walking,0.5555555555555556,0.5,0.5263157894736842,10.0,9,10 +Uneven ground walking,0.7142857142857143,0.5,0.5882352941176471,10.0,7,10 +Carry,0.19607843137254902,0.625,0.29850746268656714,16.0,51,16 +accuracy,0.4963768115942029,0.4963768115942029,0.4963768115942029,0.4963768115942029,0,0 +macro avg,0.6006243672101768,0.5085320593385109,0.49511514239345666,276.0,0,0 +weighted avg,0.6058758485215888,0.4963768115942029,0.48925569042292,276.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..77de086985254b152dbcb05bd0b3a0e3816102f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,582,1,8,8,6,6,3,13,6,2,232 +Sit to stand,17,54,0,50,0,0,0,0,0,0,0 +Stand to sit,35,1,53,14,0,0,0,0,0,0,33 +Sitting,0,6,0,308,0,0,0,0,0,0,0 +Stair up,4,0,0,0,73,0,0,0,0,0,15 +Stair down,50,0,0,0,0,35,0,5,0,0,0 +Ramp up,7,0,0,0,0,0,120,0,0,0,18 +Ramp down,0,0,0,0,0,0,0,139,0,0,0 +Grass walking,21,0,0,0,0,0,0,0,84,3,18 +Uneven ground walking,6,0,0,0,0,0,0,0,0,94,9 +Carry,44,0,0,0,0,0,0,0,0,0,473 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6e59e89ef4b8e5530bdca99a52e2d331d6191eb7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,546,0,7,8,2,4,2,6,2,0,206 +Sit to stand,4,41,0,37,0,0,0,0,0,0,0 +Stand to sit,27,0,45,1,0,0,0,0,0,0,24 +Sitting,0,0,0,281,0,0,0,0,0,0,0 +Stair up,3,0,0,0,68,0,0,0,0,0,11 +Stair down,43,0,0,0,0,33,0,5,0,0,0 +Ramp up,4,0,0,0,0,0,117,0,0,0,14 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,14,0,0,0,0,0,0,0,81,3,18 +Uneven ground walking,1,0,0,0,0,0,0,0,0,89,9 +Carry,38,0,0,0,0,0,0,0,0,0,464 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..663bb38e820a72610a0737764c64d75f92a68743 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,36,1,1,0,4,2,1,7,4,2,26 +Sit to stand,13,13,0,13,0,0,0,0,0,0,0 +Stand to sit,8,1,8,13,0,0,0,0,0,0,9 +Sitting,0,6,0,27,0,0,0,0,0,0,0 +Stair up,1,0,0,0,5,0,0,0,0,0,4 +Stair down,7,0,0,0,0,2,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,3,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,11,0,0,0 +Grass walking,7,0,0,0,0,0,0,0,3,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,5,0 +Carry,6,0,0,0,0,0,0,0,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ea5ab6fc3368e4c31fefa9ac005ee0390be40eb2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7597911227154047,0.671280276816609,0.7127985303123087,867.0,766,867 +Sit to stand,0.8709677419354839,0.4462809917355372,0.5901639344262295,121.0,62,121 +Stand to sit,0.8688524590163934,0.3897058823529412,0.5380710659898477,136.0,61,136 +Sitting,0.8105263157894737,0.9808917197452229,0.8876080691642652,314.0,380,314 +Stair up,0.9240506329113924,0.7934782608695652,0.8538011695906432,92.0,79,92 +Stair down,0.8536585365853658,0.3888888888888889,0.5343511450381679,90.0,41,90 +Ramp up,0.975609756097561,0.8275862068965517,0.8955223880597015,145.0,123,145 +Ramp down,0.8853503184713376,1.0,0.9391891891891891,139.0,157,139 +Grass walking,0.9333333333333333,0.6666666666666666,0.7777777777777778,126.0,90,126 +Uneven ground walking,0.9494949494949495,0.8623853211009175,0.9038461538461539,109.0,99,109 +Carry,0.5927318295739349,0.9148936170212766,0.7193916349809886,517.0,798,517 +accuracy,0.7586596385542169,0.7586596385542169,0.7586596385542169,0.7586596385542169,0,0 +macro avg,0.8567606359931482,0.722005257463107,0.759320096215934,2656.0,0,0 +weighted avg,0.787161723855211,0.7586596385542169,0.7517985018127539,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2f707cb93369fd01ff8c90beb758304301ac0c80 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8029411764705883,0.6973180076628352,0.7464114832535885,783.0,680,783 +Sit to stand,1.0,0.5,0.6666666666666666,82.0,41,82 +Stand to sit,0.8653846153846154,0.4639175257731959,0.6040268456375839,97.0,52,97 +Sitting,0.8593272171253823,1.0,0.9243421052631579,281.0,327,281 +Stair up,0.9714285714285714,0.8292682926829268,0.8947368421052632,82.0,70,82 +Stair down,0.8918918918918919,0.4074074074074074,0.559322033898305,81.0,37,81 +Ramp up,0.9831932773109243,0.8666666666666667,0.9212598425196851,135.0,119,135 +Ramp down,0.920863309352518,1.0,0.9588014981273408,128.0,139,128 +Grass walking,0.9759036144578314,0.6982758620689655,0.8140703517587939,116.0,83,116 +Uneven ground walking,0.967391304347826,0.898989898989899,0.9319371727748691,99.0,92,99 +Carry,0.6219839142091153,0.9243027888446215,0.7435897435897436,502.0,746,502 +accuracy,0.7933780385582565,0.7933780385582565,0.7933780385582565,0.7933780385582565,0,0 +macro avg,0.8963917174526604,0.7532860409178652,0.7968331441449998,2386.0,0,0 +weighted avg,0.8213875366119082,0.7933780385582565,0.789263940548891,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0f7f94e22b244ca84292c1701005626cb5e66357 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4186046511627907,0.42857142857142855,0.4235294117647059,84.0,86,84 +Sit to stand,0.6190476190476191,0.3333333333333333,0.43333333333333335,39.0,21,39 +Stand to sit,0.8888888888888888,0.20512820512820512,0.3333333333333333,39.0,9,39 +Sitting,0.5094339622641509,0.8181818181818182,0.627906976744186,33.0,53,33 +Stair up,0.5555555555555556,0.5,0.5263157894736842,10.0,9,10 +Stair down,0.5,0.2222222222222222,0.3076923076923077,9.0,4,9 +Ramp up,0.75,0.3,0.42857142857142855,10.0,4,10 +Ramp down,0.6111111111111112,1.0,0.7586206896551724,11.0,18,11 +Grass walking,0.42857142857142855,0.3,0.35294117647058826,10.0,7,10 +Uneven ground walking,0.7142857142857143,0.5,0.5882352941176471,10.0,7,10 +Carry,0.17307692307692307,0.6,0.26865671641791045,15.0,52,15 +accuracy,0.45185185185185184,0.45185185185185184,0.45185185185185184,0.45185185185185184,0,0 +macro avg,0.5607796230876531,0.47340336431245517,0.45901240523402703,270.0,0,0 +weighted avg,0.5521708826459935,0.45185185185185184,0.4455627659586416,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..440199d0d0721cda44e342ba42547b7325d01edf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,609,0,14,17,3,6,5,12,5,6,192 +Sit to stand,14,53,0,54,0,0,0,0,0,0,0 +Stand to sit,58,0,25,10,1,0,2,0,0,0,40 +Sitting,2,2,1,307,0,0,0,0,0,0,0 +Stair up,15,0,0,0,55,0,0,0,0,0,22 +Stair down,61,0,0,0,0,26,2,1,0,0,0 +Ramp up,21,0,0,0,0,0,100,0,0,0,24 +Ramp down,1,0,0,0,0,0,0,138,0,0,0 +Grass walking,29,0,0,0,0,0,0,0,68,9,20 +Uneven ground walking,6,0,0,0,0,0,0,0,0,91,12 +Carry,46,0,0,0,0,0,0,0,0,0,471 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..faaaba3b95947ffa3b3d458dae496e6aa539a88a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,572,0,11,16,1,4,4,3,1,3,170 +Sit to stand,7,37,0,38,0,0,0,0,0,0,0 +Stand to sit,38,0,19,5,1,0,2,0,0,0,32 +Sitting,0,0,0,279,0,0,0,0,0,0,0 +Stair up,11,0,0,0,53,0,0,0,0,0,18 +Stair down,53,0,0,0,0,25,2,1,0,0,0 +Ramp up,18,0,0,0,0,0,97,0,0,0,20 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,24,0,0,0,0,0,0,0,63,9,20 +Uneven ground walking,3,0,0,0,0,0,0,0,0,84,12 +Carry,42,0,0,0,0,0,0,0,0,0,460 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..53fafe1f97c03c9bbacf29ca24d27a1a48697167 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,37,0,3,1,2,2,1,9,4,3,22 +Sit to stand,7,16,0,16,0,0,0,0,0,0,0 +Stand to sit,20,0,6,5,0,0,0,0,0,0,8 +Sitting,2,2,1,28,0,0,0,0,0,0,0 +Stair up,4,0,0,0,2,0,0,0,0,0,4 +Stair down,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,3,0,0,0,4 +Ramp down,1,0,0,0,0,0,0,10,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,5,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,7,0 +Carry,4,0,0,0,0,0,0,0,0,0,11 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f75576f0de781fc428a0cdd3131b99d70bf44168 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7064965197215777,0.7008055235903338,0.7036395147313691,869.0,862,869 +Sit to stand,0.9636363636363636,0.4380165289256198,0.6022727272727273,121.0,55,121 +Stand to sit,0.625,0.18382352941176472,0.2840909090909091,136.0,40,136 +Sitting,0.7912371134020618,0.9839743589743589,0.8771428571428571,312.0,388,312 +Stair up,0.9322033898305084,0.5978260869565217,0.7284768211920529,92.0,59,92 +Stair down,0.8125,0.28888888888888886,0.4262295081967213,90.0,32,90 +Ramp up,0.9174311926605505,0.6896551724137931,0.7874015748031497,145.0,109,145 +Ramp down,0.9139072847682119,0.9928057553956835,0.9517241379310345,139.0,151,139 +Grass walking,0.9315068493150684,0.5396825396825397,0.6834170854271356,126.0,73,126 +Uneven ground walking,0.8584905660377359,0.8348623853211009,0.8465116279069768,109.0,106,109 +Carry,0.6030729833546735,0.9110251450676983,0.7257318952234206,517.0,781,517 +accuracy,0.7315512048192772,0.7315512048192772,0.7315512048192772,0.7315512048192772,0,0 +macro avg,0.8232256602478866,0.6510332649662094,0.6924216962653049,2656.0,0,0 +weighted avg,0.7545534147246387,0.7315512048192772,0.7161407342654093,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a509bd4081e4569975a0548942434d14f8f0e590 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7447916666666666,0.7286624203821656,0.7366387636831938,785.0,768,785 +Sit to stand,1.0,0.45121951219512196,0.6218487394957983,82.0,37,82 +Stand to sit,0.6333333333333333,0.1958762886597938,0.2992125984251969,97.0,30,97 +Sitting,0.8254437869822485,1.0,0.9043760129659644,279.0,338,279 +Stair up,0.9636363636363636,0.6463414634146342,0.7737226277372263,82.0,55,82 +Stair down,0.8620689655172413,0.30864197530864196,0.45454545454545453,81.0,29,81 +Ramp up,0.9238095238095239,0.7185185185185186,0.8083333333333333,135.0,105,135 +Ramp down,0.9696969696969697,1.0,0.9846153846153847,128.0,132,128 +Grass walking,0.984375,0.5431034482758621,0.7,116.0,64,116 +Uneven ground walking,0.875,0.8484848484848485,0.8615384615384616,99.0,96,99 +Carry,0.6284153005464481,0.9163346613545816,0.7455429497568882,502.0,732,502 +accuracy,0.7615255658005029,0.7615255658005029,0.7615255658005029,0.7615255658005029,0,0 +macro avg,0.8555064463807995,0.6688348305994699,0.7173067569179001,2386.0,0,0 +weighted avg,0.784724163859852,0.7615255658005029,0.7488565091317603,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..41330ec96783301e9213c07cb719729ec78ed611 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.39361702127659576,0.44047619047619047,0.4157303370786517,84.0,94,84 +Sit to stand,0.8888888888888888,0.41025641025641024,0.5614035087719298,39.0,18,39 +Stand to sit,0.6,0.15384615384615385,0.24489795918367346,39.0,10,39 +Sitting,0.56,0.8484848484848485,0.6746987951807228,33.0,50,33 +Stair up,0.5,0.2,0.2857142857142857,10.0,4,10 +Stair down,0.3333333333333333,0.1111111111111111,0.16666666666666666,9.0,3,9 +Ramp up,0.75,0.3,0.42857142857142855,10.0,4,10 +Ramp down,0.5263157894736842,0.9090909090909091,0.6666666666666666,11.0,19,11 +Grass walking,0.5555555555555556,0.5,0.5263157894736842,10.0,9,10 +Uneven ground walking,0.7,0.7,0.7,10.0,10,10 +Carry,0.22448979591836735,0.7333333333333333,0.34375,15.0,49,15 +accuracy,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0,0 +macro avg,0.5483818531314931,0.4824180869635415,0.45585594884615543,270.0,0,0 +weighted avg,0.5437884171571936,0.4666666666666667,0.451954682136172,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5166685ebe220a9fb80d32ff7c28d891bdfaafd6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1135,0,1,0,0,0,0,54,0,1,115 +Sit to stand,2,14,0,9,0,0,0,0,0,0,0 +Stand to sit,9,0,13,2,0,0,0,0,0,0,0 +Sitting,0,0,0,229,0,0,0,0,0,0,0 +Stair up,15,2,0,9,38,0,0,1,0,0,0 +Stair down,35,1,4,3,5,0,0,0,0,0,0 +Ramp up,44,0,0,0,0,0,4,0,0,0,0 +Ramp down,30,0,0,0,0,5,0,64,0,0,0 +Grass walking,46,0,0,0,1,0,1,9,32,26,0 +Uneven ground walking,29,0,0,0,2,0,0,4,1,39,0 +Carry,78,0,0,0,0,0,0,8,0,0,216 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7dc79525245c422f9ffb9139a3341ce8937ca9dd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1094,0,1,0,0,0,0,53,0,1,114 +Sit to stand,0,10,0,6,0,0,0,0,0,0,0 +Stand to sit,6,0,10,0,0,0,0,0,0,0,0 +Sitting,0,0,0,221,0,0,0,0,0,0,0 +Stair up,12,2,0,9,38,0,0,0,0,0,0 +Stair down,33,1,4,3,5,0,0,0,0,0,0 +Ramp up,42,0,0,0,0,0,4,0,0,0,0 +Ramp down,26,0,0,0,0,5,0,64,0,0,0 +Grass walking,44,0,0,0,1,0,1,7,32,26,0 +Uneven ground walking,26,0,0,0,2,0,0,4,1,38,0 +Carry,65,0,0,0,0,0,0,8,0,0,215 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..efb196710bafc7934276604be88cac6dc56b4bf5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,41,0,0,0,0,0,0,1,0,0,1 +Sit to stand,2,4,0,3,0,0,0,0,0,0,0 +Stand to sit,3,0,3,2,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,0,0,0,1,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,2,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,0 +Carry,13,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..694ce9fac620337f0e59571b48a83c0e3d777029 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.797610681658468,0.8690658499234303,0.8318065225357274,1306.0,1423,1306 +Sit to stand,0.8235294117647058,0.56,0.6666666666666666,25.0,17,25 +Stand to sit,0.7222222222222222,0.5416666666666666,0.6190476190476191,24.0,18,24 +Sitting,0.9087301587301587,1.0,0.9521829521829522,229.0,252,229 +Stair up,0.8260869565217391,0.5846153846153846,0.6846846846846847,65.0,46,65 +Stair down,0.0,0.0,0.0,48.0,5,48 +Ramp up,0.8,0.08333333333333333,0.1509433962264151,48.0,5,48 +Ramp down,0.45714285714285713,0.6464646464646465,0.5355648535564853,99.0,140,99 +Grass walking,0.9696969696969697,0.2782608695652174,0.43243243243243246,115.0,33,115 +Uneven ground walking,0.5909090909090909,0.52,0.5531914893617021,75.0,66,75 +Carry,0.6525679758308157,0.7152317880794702,0.6824644549763034,302.0,331,302 +accuracy,0.7636986301369864,0.7636986301369864,0.7636986301369864,0.7636986301369864,0,0 +macro avg,0.6862269385888207,0.5271489580589227,0.5553622792428171,2336.0,0,0 +weighted avg,0.7611138622807843,0.7636986301369864,0.7440098839321622,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..474cb6dc76a84db3fa9ffadfd5e377266e81f0a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8115727002967359,0.8661916072842438,0.8379931060896209,1263.0,1348,1263 +Sit to stand,0.7692307692307693,0.625,0.6896551724137931,16.0,13,16 +Stand to sit,0.6666666666666666,0.625,0.6451612903225806,16.0,15,16 +Sitting,0.9246861924686193,1.0,0.9608695652173913,221.0,239,221 +Stair up,0.8260869565217391,0.6229508196721312,0.7102803738317757,61.0,46,61 +Stair down,0.0,0.0,0.0,46.0,5,46 +Ramp up,0.8,0.08695652173913043,0.1568627450980392,46.0,5,46 +Ramp down,0.47058823529411764,0.6736842105263158,0.5541125541125541,95.0,136,95 +Grass walking,0.9696969696969697,0.2882882882882883,0.4444444444444444,111.0,33,111 +Uneven ground walking,0.5846153846153846,0.5352112676056338,0.5588235294117647,71.0,65,71 +Carry,0.6534954407294833,0.7465277777777778,0.6969205834683955,288.0,329,288 +accuracy,0.7726051924798567,0.7726051924798567,0.7726051924798567,0.7726051924798567,0,0 +macro avg,0.6796944832291351,0.551800953899411,0.5686475785827599,2234.0,0,0 +weighted avg,0.7706330606802217,0.7726051924798567,0.7542528845064566,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..af61f52c38030ea7af26c33ceb5e32ce7a610da3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5466666666666666,0.9534883720930233,0.6949152542372882,43.0,75,43 +Sit to stand,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Stand to sit,1.0,0.375,0.5454545454545454,8.0,3,8 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,4,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,1.0,0.25,0.4,4.0,1,4 +Carry,0.5,0.07142857142857142,0.125,14.0,2,14 +accuracy,0.5686274509803921,0.5686274509803921,0.5686274509803921,0.5686274509803921,0,0 +macro avg,0.4238228438228438,0.2813055807241854,0.2856962888164737,102.0,0,0 +weighted avg,0.5532327802916037,0.5686274509803921,0.48263423460332733,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d860bb88362b54729e19096ecaccc64a2e7bca38 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1133,0,1,0,0,0,0,56,0,3,116 +Sit to stand,3,12,0,11,0,0,0,0,0,0,0 +Stand to sit,10,0,10,2,0,0,0,0,0,0,0 +Sitting,0,0,0,230,0,0,0,0,0,0,0 +Stair up,16,2,0,9,37,0,0,0,0,0,0 +Stair down,35,1,4,3,5,0,0,0,0,0,0 +Ramp up,44,0,0,0,0,0,3,0,0,0,0 +Ramp down,28,0,0,0,0,4,0,65,0,0,0 +Grass walking,49,0,0,0,1,0,0,9,28,27,0 +Uneven ground walking,31,0,0,0,0,0,0,5,2,38,0 +Carry,80,0,0,0,0,0,0,9,0,0,214 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6042ecc3f58e9964709c489f34d72e968a0d063d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1094,0,1,0,0,0,0,54,0,3,114 +Sit to stand,0,9,0,8,0,0,0,0,0,0,0 +Stand to sit,7,0,7,0,0,0,0,0,0,0,0 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,13,2,0,9,36,0,0,0,0,0,0 +Stair down,33,1,4,3,5,0,0,0,0,0,0 +Ramp up,42,0,0,0,0,0,3,0,0,0,0 +Ramp down,24,0,0,0,0,4,0,65,0,0,0 +Grass walking,46,0,0,0,1,0,0,8,28,27,0 +Uneven ground walking,27,0,0,0,0,0,0,5,2,38,0 +Carry,68,0,0,0,0,0,0,9,0,0,212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f310f9bb92f4710cf37e39ee0378ce88676cc81f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,39,0,0,0,0,0,0,2,0,0,2 +Sit to stand,3,3,0,3,0,0,0,0,0,0,0 +Stand to sit,3,0,3,2,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..402bd356914c7ace0e6a34315fe4337431746363 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7928621413575927,0.865546218487395,0.8276113951789628,1309.0,1429,1309 +Sit to stand,0.8,0.46153846153846156,0.5853658536585366,26.0,15,26 +Stand to sit,0.6666666666666666,0.45454545454545453,0.5405405405405406,22.0,15,22 +Sitting,0.9019607843137255,1.0,0.9484536082474226,230.0,255,230 +Stair up,0.8604651162790697,0.578125,0.6915887850467289,64.0,43,64 +Stair down,0.0,0.0,0.0,48.0,4,48 +Ramp up,1.0,0.06382978723404255,0.12,47.0,3,47 +Ramp down,0.4513888888888889,0.6701030927835051,0.5394190871369294,97.0,144,97 +Grass walking,0.9333333333333333,0.24561403508771928,0.3888888888888889,114.0,30,114 +Uneven ground walking,0.5588235294117647,0.5,0.5277777777777778,76.0,68,76 +Carry,0.6484848484848484,0.7062706270627063,0.6761453396524486,303.0,330,303 +accuracy,0.7577054794520548,0.7577054794520548,0.7577054794520548,0.7577054794520548,0,0 +macro avg,0.6921804826123537,0.5041429706126622,0.5314355705571123,2336.0,0,0 +weighted avg,0.7585574388211465,0.7577054794520548,0.7363616722292776,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3cd8f90eaae02f30b6db646adbaa4a4a0f03975a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8079763663220089,0.8641390205371248,0.8351145038167939,1266.0,1354,1266 +Sit to stand,0.75,0.5294117647058824,0.6206896551724138,17.0,12,17 +Stand to sit,0.5833333333333334,0.5,0.5384615384615384,14.0,12,14 +Sitting,0.9173553719008265,1.0,0.9568965517241379,222.0,242,222 +Stair up,0.8571428571428571,0.6,0.7058823529411765,60.0,42,60 +Stair down,0.0,0.0,0.0,46.0,4,46 +Ramp up,1.0,0.06666666666666667,0.125,45.0,3,45 +Ramp down,0.46099290780141844,0.6989247311827957,0.5555555555555556,93.0,141,93 +Grass walking,0.9333333333333333,0.2545454545454545,0.4,110.0,30,110 +Uneven ground walking,0.5588235294117647,0.5277777777777778,0.5428571428571428,72.0,68,72 +Carry,0.6503067484662577,0.7335640138408305,0.6894308943089431,289.0,326,289 +accuracy,0.7672336615935542,0.7672336615935542,0.7672336615935542,0.7672336615935542,0,0 +macro avg,0.6835694952465272,0.5250026753869576,0.5427171086216093,2234.0,0,0 +weighted avg,0.7688492219952905,0.7672336615935542,0.7474270512870851,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bee680c9268abcfb403e2524d5b8357722a001a2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.52,0.9069767441860465,0.6610169491525424,43.0,75,43 +Sit to stand,1.0,0.3333333333333333,0.5,9.0,3,9 +Stand to sit,1.0,0.375,0.5454545454545454,8.0,3,8 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,1.0,0.25,0.4,4.0,1,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,3,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.5,0.14285714285714285,0.2222222222222222,14.0,4,14 +accuracy,0.5490196078431373,0.5490196078431373,0.5490196078431373,0.5490196078431373,0,0 +macro avg,0.4213986013986014,0.2734697473069566,0.2809634980667338,102.0,0,0 +weighted avg,0.5419909502262443,0.5490196078431373,0.471507003760244,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4f80b160d55f64ccc53293e25b193813e743f221 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1131,0,1,0,0,0,0,57,0,3,117 +Sit to stand,0,13,0,11,0,0,0,0,0,0,0 +Stand to sit,12,0,9,2,0,0,0,0,0,0,0 +Sitting,0,0,0,230,0,0,0,0,0,0,0 +Stair up,18,3,0,8,35,0,0,0,0,0,0 +Stair down,35,1,4,3,5,0,0,0,0,0,0 +Ramp up,45,0,0,0,0,0,3,0,0,0,0 +Ramp down,29,0,0,0,0,3,0,67,0,0,0 +Grass walking,55,0,0,0,2,0,0,9,22,27,0 +Uneven ground walking,30,0,0,0,0,0,0,5,1,38,0 +Carry,79,0,0,0,0,0,0,9,0,0,214 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e3c869978db5c00a93bd421a1a1e6a1b73836c27 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1092,0,1,0,0,0,0,56,0,3,114 +Sit to stand,0,8,0,7,0,0,0,0,0,0,0 +Stand to sit,8,0,7,0,0,0,0,0,0,0,0 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,15,3,0,8,35,0,0,0,0,0,0 +Stair down,33,1,4,3,5,0,0,0,0,0,0 +Ramp up,43,0,0,0,0,0,3,0,0,0,0 +Ramp down,25,0,0,0,0,3,0,67,0,0,0 +Grass walking,51,0,0,0,2,0,0,8,22,27,0 +Uneven ground walking,27,0,0,0,0,0,0,4,1,38,0 +Carry,67,0,0,0,0,0,0,9,0,0,212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0cf8335dd082cbd128417856760d94e0edb67625 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,39,0,0,0,0,0,0,1,0,0,3 +Sit to stand,0,5,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e879425c4bf5c32dd4a9686cf9bdade4ca0251d0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7887029288702929,0.8640183346065698,0.8246445497630331,1309.0,1434,1309 +Sit to stand,0.7647058823529411,0.5416666666666666,0.6341463414634146,24.0,17,24 +Stand to sit,0.6428571428571429,0.391304347826087,0.4864864864864865,23.0,14,23 +Sitting,0.905511811023622,1.0,0.9504132231404959,230.0,254,230 +Stair up,0.8333333333333334,0.546875,0.660377358490566,64.0,42,64 +Stair down,0.0,0.0,0.0,48.0,3,48 +Ramp up,1.0,0.0625,0.11764705882352941,48.0,3,48 +Ramp down,0.4557823129251701,0.6767676767676768,0.5447154471544715,99.0,147,99 +Grass walking,0.9565217391304348,0.19130434782608696,0.3188405797101449,115.0,23,115 +Uneven ground walking,0.5588235294117647,0.5135135135135135,0.5352112676056338,74.0,68,74 +Carry,0.6465256797583081,0.7086092715231788,0.6761453396524486,302.0,331,302 +accuracy,0.7542808219178082,0.7542808219178082,0.7542808219178082,0.7542808219178082,0,0 +macro avg,0.6866149417875463,0.4996871962481617,0.5226025138445659,2336.0,0,0 +weighted avg,0.7563690002847757,0.7542808219178082,0.7306377099427128,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f0d8cc1bb6c97d39afa8d5fb2325b7d3254ef527 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8023512123438648,0.8625592417061612,0.8313665778454511,1266.0,1361,1266 +Sit to stand,0.6666666666666666,0.5333333333333333,0.5925925925925926,15.0,12,15 +Stand to sit,0.5833333333333334,0.4666666666666667,0.5185185185185185,15.0,12,15 +Sitting,0.925,1.0,0.961038961038961,222.0,240,222 +Stair up,0.8333333333333334,0.5737704918032787,0.6796116504854369,61.0,42,61 +Stair down,0.0,0.0,0.0,46.0,3,46 +Ramp up,1.0,0.06521739130434782,0.12244897959183673,46.0,3,46 +Ramp down,0.4652777777777778,0.7052631578947368,0.5606694560669456,95.0,144,95 +Grass walking,0.9565217391304348,0.2,0.3308270676691729,110.0,23,110 +Uneven ground walking,0.5588235294117647,0.5428571428571428,0.5507246376811594,70.0,68,70 +Carry,0.6503067484662577,0.7361111111111112,0.6905537459283387,288.0,326,288 +accuracy,0.7636526410026858,0.7636526410026858,0.7636526410026858,0.7636526410026858,0,0 +macro avg,0.6765103945875848,0.5168889578797071,0.5307592897653103,2234.0,0,0 +weighted avg,0.7665777703540771,0.7636526410026858,0.7415851148368419,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d044e78510548ef1044c944cd98dbddd4b04eb72 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5342465753424658,0.9069767441860465,0.6724137931034483,43.0,73,43 +Sit to stand,1.0,0.5555555555555556,0.7142857142857143,9.0,5,9 +Stand to sit,1.0,0.25,0.4,8.0,2,8 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,0.0,0.0,0.0,3.0,0,3 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,3,4 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.4,0.14285714285714285,0.21052631578947367,14.0,5,14 +accuracy,0.5490196078431373,0.5490196078431373,0.5490196078431373,0.5490196078431373,0,0 +macro avg,0.3186977406155488,0.2595808584180677,0.2476816864046694,102.0,0,0 +weighted avg,0.4916081501093588,0.5490196078431373,0.4638030859926879,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd0a2991d586514ce85c3aaae1aa119abcb0bef2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1126,1,1,0,0,0,0,58,0,3,118 +Sit to stand,0,10,0,14,0,0,0,0,0,0,0 +Stand to sit,13,0,6,4,0,0,0,0,0,0,1 +Sitting,0,0,0,229,0,0,0,0,0,0,0 +Stair up,25,2,0,8,31,0,0,0,0,0,0 +Stair down,36,0,2,5,5,0,0,0,0,0,0 +Ramp up,46,0,0,0,0,0,2,0,0,0,0 +Ramp down,30,0,0,0,0,2,0,67,0,0,0 +Grass walking,55,0,0,0,0,0,0,9,22,28,0 +Uneven ground walking,33,0,0,0,0,0,0,5,1,37,0 +Carry,80,0,0,0,0,0,0,9,0,0,212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..50d35e3b2e7a3960fad9f923c5961ed68bdab461 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1090,0,1,0,0,0,0,58,0,3,114 +Sit to stand,0,6,0,10,0,0,0,0,0,0,0 +Stand to sit,10,0,4,0,0,0,0,0,0,0,0 +Sitting,0,0,0,221,0,0,0,0,0,0,0 +Stair up,21,2,0,8,30,0,0,0,0,0,0 +Stair down,33,0,2,5,5,0,0,0,0,0,0 +Ramp up,44,0,0,0,0,0,2,0,0,0,0 +Ramp down,26,0,0,0,0,2,0,67,0,0,0 +Grass walking,53,0,0,0,0,0,0,7,22,28,0 +Uneven ground walking,30,0,0,0,0,0,0,4,1,37,0 +Carry,69,0,0,0,0,0,0,9,0,0,210 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..164e1f04868b488fe2ebbac52374dc6f5391e779 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,36,1,0,0,0,0,0,0,0,0,4 +Sit to stand,0,4,0,4,0,0,0,0,0,0,0 +Stand to sit,3,0,2,4,0,0,0,0,0,0,1 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,4,0,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,2,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,11,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ba59a1bbee4c191556919df3de3fd6daaa0e223 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7797783933518005,0.8615149196633511,0.8186114140312614,1307.0,1444,1307 +Sit to stand,0.7692307692307693,0.4166666666666667,0.5405405405405406,24.0,13,24 +Stand to sit,0.6666666666666666,0.25,0.36363636363636365,24.0,9,24 +Sitting,0.8807692307692307,1.0,0.9366053169734151,229.0,260,229 +Stair up,0.8611111111111112,0.4696969696969697,0.6078431372549019,66.0,36,66 +Stair down,0.0,0.0,0.0,48.0,2,48 +Ramp up,1.0,0.041666666666666664,0.08,48.0,2,48 +Ramp down,0.4527027027027027,0.6767676767676768,0.5425101214574899,99.0,148,99 +Grass walking,0.9565217391304348,0.19298245614035087,0.32116788321167883,114.0,23,114 +Uneven ground walking,0.5441176470588235,0.4868421052631579,0.5138888888888888,76.0,68,76 +Carry,0.6404833836858006,0.7043189368770764,0.6708860759493671,301.0,331,301 +accuracy,0.7457191780821918,0.7457191780821918,0.7457191780821918,0.7457191780821918,0,0 +macro avg,0.6864892403370308,0.4636778543401742,0.490517249267628,2336.0,0,0 +weighted avg,0.7483565373485285,0.7457191780821918,0.7197686359638603,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..181ae2dbb6375cea0835138ac7d74dd5348c2a5b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7921511627906976,0.8609794628751974,0.8251324753974262,1266.0,1376,1266 +Sit to stand,0.75,0.375,0.5,16.0,8,16 +Stand to sit,0.5714285714285714,0.2857142857142857,0.38095238095238093,14.0,7,14 +Sitting,0.9057377049180327,1.0,0.9505376344086022,221.0,244,221 +Stair up,0.8571428571428571,0.4918032786885246,0.625,61.0,35,61 +Stair down,0.0,0.0,0.0,45.0,2,45 +Ramp up,1.0,0.043478260869565216,0.08333333333333333,46.0,2,46 +Ramp down,0.46206896551724136,0.7052631578947368,0.5583333333333333,95.0,145,95 +Grass walking,0.9565217391304348,0.2,0.3308270676691729,110.0,23,110 +Uneven ground walking,0.5441176470588235,0.5138888888888888,0.5285714285714286,72.0,68,72 +Carry,0.6481481481481481,0.7291666666666666,0.6862745098039216,288.0,324,288 +accuracy,0.7560429722470904,0.7560429722470904,0.7560429722470904,0.7560429722470904,0,0 +macro avg,0.6806651632849824,0.4732085455998059,0.4971783784972363,2234.0,0,0 +weighted avg,0.7592991044982141,0.7560429722470904,0.7319225799082621,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..98461d5bfe5ca9b0f6130975d7f041da1c057954 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5294117647058824,0.8780487804878049,0.6605504587155964,41.0,68,41 +Sit to stand,0.8,0.5,0.6153846153846154,8.0,5,8 +Stand to sit,1.0,0.2,0.3333333333333333,10.0,2,10 +Sitting,0.5,1.0,0.6666666666666666,8.0,16,8 +Stair up,1.0,0.2,0.3333333333333333,5.0,1,5 +Stair down,0.0,0.0,0.0,3.0,0,3 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,3,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.2857142857142857,0.15384615384615385,0.2,13.0,7,13 +accuracy,0.5196078431372549,0.5196078431372549,0.5196078431372549,0.5196078431372549,0,0 +macro avg,0.3741023682200153,0.266535903121269,0.2553880370394132,102.0,0,0 +weighted avg,0.4982369418355578,0.5196078431372549,0.4405782261151932,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..753d757c789cbfdab6ced4aa84326ab54727b287 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1127,1,1,2,0,0,0,59,0,5,113 +Sit to stand,1,8,0,15,0,0,0,0,0,0,0 +Stand to sit,15,0,3,4,0,0,0,0,0,0,2 +Sitting,0,1,0,227,0,0,0,0,0,0,0 +Stair up,37,1,0,8,19,0,0,0,0,0,0 +Stair down,38,0,0,7,3,0,0,0,0,0,0 +Ramp up,46,0,0,0,0,0,2,0,0,0,0 +Ramp down,33,0,0,0,0,0,0,66,0,0,0 +Grass walking,62,0,0,0,0,0,0,9,19,25,0 +Uneven ground walking,36,0,0,0,0,0,0,3,1,35,0 +Carry,81,0,0,0,0,0,0,9,0,0,212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..22da5e743e7c9dbeedac4b7c09f2da39d3c01060 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1090,0,1,0,0,0,0,58,0,5,111 +Sit to stand,0,4,0,11,0,0,0,0,0,0,0 +Stand to sit,12,0,2,1,0,0,0,0,0,0,1 +Sitting,0,0,0,220,0,0,0,0,0,0,0 +Stair up,33,1,0,8,19,0,0,0,0,0,0 +Stair down,36,0,0,7,3,0,0,0,0,0,0 +Ramp up,44,0,0,0,0,0,2,0,0,0,0 +Ramp down,29,0,0,0,0,0,0,66,0,0,0 +Grass walking,59,0,0,0,0,0,0,9,19,24,0 +Uneven ground walking,32,0,0,0,0,0,0,3,1,35,0 +Carry,69,0,0,0,0,0,0,9,0,0,210 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..77ba9fcb287df973cdcdc0870924fb0b4eed5cfb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,37,1,0,2,0,0,0,1,0,0,2 +Sit to stand,1,4,0,4,0,0,0,0,0,0,0 +Stand to sit,3,0,1,3,0,0,0,0,0,0,1 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,1,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d4c43970017694be0c4425a75b8c9230a3c8686 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.763550135501355,0.8616207951070336,0.8096264367816092,1308.0,1476,1308 +Sit to stand,0.7272727272727273,0.3333333333333333,0.45714285714285713,24.0,11,24 +Stand to sit,0.75,0.125,0.21428571428571427,24.0,4,24 +Sitting,0.8631178707224335,0.9956140350877193,0.924643584521385,228.0,263,228 +Stair up,0.8636363636363636,0.2923076923076923,0.4367816091954023,65.0,22,65 +Stair down,0.0,0.0,0.0,48.0,0,48 +Ramp up,1.0,0.041666666666666664,0.08,48.0,2,48 +Ramp down,0.4520547945205479,0.6666666666666666,0.5387755102040817,99.0,146,99 +Grass walking,0.95,0.16521739130434782,0.2814814814814815,115.0,20,115 +Uneven ground walking,0.5384615384615384,0.4666666666666667,0.5,75.0,65,75 +Carry,0.6483180428134556,0.7019867549668874,0.6740858505564388,302.0,327,302 +accuracy,0.735445205479452,0.735445205479452,0.735445205479452,0.735445205479452,0,0 +macro avg,0.6869464975389474,0.4227345456460922,0.4469839131062699,2336.0,0,0 +weighted avg,0.7385639768078809,0.735445205479452,0.7041687840932477,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..58be0f47d869795d8a2cf9a4470b090670a482af --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7763532763532763,0.8616600790513834,0.8167853128512551,1265.0,1404,1265 +Sit to stand,0.8,0.26666666666666666,0.4,15.0,5,15 +Stand to sit,0.6666666666666666,0.125,0.21052631578947367,16.0,3,16 +Sitting,0.8906882591093117,1.0,0.9421841541755889,220.0,247,220 +Stair up,0.8636363636363636,0.3114754098360656,0.4578313253012048,61.0,22,61 +Stair down,0.0,0.0,0.0,46.0,0,46 +Ramp up,1.0,0.043478260869565216,0.08333333333333333,46.0,2,46 +Ramp down,0.45517241379310347,0.6947368421052632,0.55,95.0,145,95 +Grass walking,0.95,0.17117117117117117,0.2900763358778626,111.0,20,111 +Uneven ground walking,0.546875,0.49295774647887325,0.5185185185185185,71.0,64,71 +Carry,0.6521739130434783,0.7291666666666666,0.6885245901639344,288.0,322,288 +accuracy,0.7461951656222023,0.7461951656222023,0.7461951656222023,0.7461951656222023,0,0 +macro avg,0.6910514447820182,0.42693753116778693,0.450707262364652,2234.0,0,0 +weighted avg,0.7496563955713046,0.7461951656222023,0.7167420635493625,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bf2e6a79421634efe65e49740ebc3769cb243c22 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5138888888888888,0.8604651162790697,0.6434782608695652,43.0,72,43 +Sit to stand,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Stand to sit,1.0,0.125,0.2222222222222222,8.0,1,8 +Sitting,0.4375,0.875,0.5833333333333334,8.0,16,8 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,1,4 +Carry,0.4,0.14285714285714285,0.21052631578947367,14.0,5,14 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.2743686868686868,0.22252424578005972,0.199353951413448,102.0,0,0 +weighted avg,0.4431100217864924,0.5,0.41040566747929774,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8607fcc809ad97ae21ea9251d75de2081daa86d1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1122,1,2,6,0,0,0,53,1,13,112 +Sit to stand,0,6,0,18,0,0,0,0,0,0,0 +Stand to sit,20,0,0,1,0,0,0,0,0,0,3 +Sitting,1,5,1,219,0,0,0,0,0,0,0 +Stair up,48,0,0,8,9,0,0,0,0,0,0 +Stair down,39,0,0,6,3,0,0,0,0,0,0 +Ramp up,46,0,0,0,0,0,2,0,0,0,0 +Ramp down,44,0,0,0,0,0,0,55,0,0,0 +Grass walking,76,0,0,0,0,0,0,8,11,20,0 +Uneven ground walking,45,0,0,0,0,0,0,3,0,27,0 +Carry,88,0,0,0,0,0,0,7,0,0,207 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c27c088d9b254644ce7bab41e01f52da20ec76c1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,1091,0,2,2,0,0,0,52,1,10,109 +Sit to stand,0,4,0,11,0,0,0,0,0,0,0 +Stand to sit,15,0,0,0,0,0,0,0,0,0,1 +Sitting,0,4,0,214,0,0,0,0,0,0,0 +Stair up,44,0,0,8,9,0,0,0,0,0,0 +Stair down,37,0,0,6,3,0,0,0,0,0,0 +Ramp up,44,0,0,0,0,0,2,0,0,0,0 +Ramp down,41,0,0,0,0,0,0,54,0,0,0 +Grass walking,73,0,0,0,0,0,0,8,11,19,0 +Uneven ground walking,41,0,0,0,0,0,0,3,0,27,0 +Carry,77,0,0,0,0,0,0,7,0,0,204 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ffab26cd3b5a52e59982bd1ddbb16705bcffd42 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,31,1,0,4,0,0,0,1,0,3,3 +Sit to stand,0,2,0,7,0,0,0,0,0,0,0 +Stand to sit,5,0,0,1,0,0,0,0,0,0,2 +Sitting,1,1,1,5,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,0,0,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,0,1,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,11,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8b63ef9157092f3e80242b958eea0b7f6e99587 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7338129496402878,0.8564885496183207,0.7904191616766467,1310.0,1529,1310 +Sit to stand,0.5,0.25,0.3333333333333333,24.0,12,24 +Stand to sit,0.0,0.0,0.0,24.0,3,24 +Sitting,0.8488372093023255,0.9690265486725663,0.9049586776859504,226.0,258,226 +Stair up,0.75,0.13846153846153847,0.23376623376623376,65.0,12,65 +Stair down,0.0,0.0,0.0,48.0,0,48 +Ramp up,1.0,0.041666666666666664,0.08,48.0,2,48 +Ramp down,0.4365079365079365,0.5555555555555556,0.4888888888888889,99.0,126,99 +Grass walking,0.9166666666666666,0.09565217391304348,0.1732283464566929,115.0,12,115 +Uneven ground walking,0.45,0.36,0.4,75.0,60,75 +Carry,0.6428571428571429,0.6854304635761589,0.6634615384615384,302.0,322,302 +accuracy,0.7097602739726028,0.7097602739726028,0.7097602739726028,0.7097602739726028,0,0 +macro avg,0.5707892640885782,0.35929831786035,0.3698232891153895,2336.0,0,0 +weighted avg,0.7013724241673425,0.7097602739726028,0.6702445259444099,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e94bd97bb763b3a156654ebe6dda742406c7a3d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.745727956254272,0.8610891870560379,0.7992673992673993,1267.0,1463,1267 +Sit to stand,0.5,0.26666666666666666,0.34782608695652173,15.0,8,15 +Stand to sit,0.0,0.0,0.0,16.0,2,16 +Sitting,0.8879668049792531,0.981651376146789,0.9324618736383442,218.0,241,218 +Stair up,0.75,0.14754098360655737,0.2465753424657534,61.0,12,61 +Stair down,0.0,0.0,0.0,46.0,0,46 +Ramp up,1.0,0.043478260869565216,0.08333333333333333,46.0,2,46 +Ramp down,0.43548387096774194,0.5684210526315789,0.4931506849315068,95.0,124,95 +Grass walking,0.9166666666666666,0.0990990990990991,0.17886178861788618,111.0,12,111 +Uneven ground walking,0.48214285714285715,0.38028169014084506,0.4251968503937008,71.0,56,71 +Carry,0.6496815286624203,0.7083333333333334,0.6777408637873754,288.0,314,288 +accuracy,0.7233661593554163,0.7233661593554163,0.7233661593554163,0.7233661593554163,0,0 +macro avg,0.5788790622430192,0.36877833177731567,0.3804012930356201,2234.0,0,0 +weighted avg,0.7171555393525046,0.7233661593554163,0.6858198847837249,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd94c150e4916d66172c5fb67ab54c5e3cea4b9e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4696969696969697,0.7209302325581395,0.5688073394495413,43.0,66,43 +Sit to stand,0.5,0.2222222222222222,0.3076923076923077,9.0,4,9 +Stand to sit,0.0,0.0,0.0,8.0,1,8 +Sitting,0.29411764705882354,0.625,0.4,8.0,17,8 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,2.0,0,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.5,0.25,0.3333333333333333,4.0,2,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,4,4 +Carry,0.375,0.21428571428571427,0.2727272727272727,14.0,8,14 +accuracy,0.4117647058823529,0.4117647058823529,0.4117647058823529,0.4117647058823529,0,0 +macro avg,0.19443769243234482,0.1847671062787342,0.1711418412002232,102.0,0,0 +weighted avg,0.3362736360141204,0.4117647058823529,0.3488182501674137,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..80d9435125cbcafca7a495bb7da8de38afee4119 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,798,0,2,0,1,10,126,6,4,0,337 +Sit to stand,25,72,0,1,0,0,0,0,0,0,0 +Stand to sit,5,1,58,4,0,0,0,0,0,0,10 +Sitting,0,38,0,346,0,0,0,0,0,0,0 +Stair up,10,0,0,0,89,0,12,0,0,0,2 +Stair down,15,0,0,0,12,47,2,0,0,0,0 +Ramp up,4,0,0,0,0,0,99,0,0,0,5 +Ramp down,38,0,0,0,0,20,0,110,0,0,3 +Grass walking,25,0,0,0,38,2,28,0,43,0,12 +Uneven ground walking,37,0,0,0,5,0,95,1,0,7,13 +Carry,98,0,0,0,0,53,65,0,0,0,366 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..52e0edf16ab59d331f10c742c3b56484048163d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,751,0,2,0,0,6,122,5,4,0,316 +Sit to stand,11,61,0,0,0,0,0,0,0,0,0 +Stand to sit,0,0,47,0,0,0,0,0,0,0,5 +Sitting,0,24,0,335,0,0,0,0,0,0,0 +Stair up,6,0,0,0,88,0,10,0,0,0,1 +Stair down,14,0,0,0,9,45,2,0,0,0,0 +Ramp up,2,0,0,0,0,0,97,0,0,0,3 +Ramp down,30,0,0,0,0,20,0,110,0,0,3 +Grass walking,22,0,0,0,38,2,27,0,41,0,10 +Uneven ground walking,33,0,0,0,5,0,95,1,0,7,9 +Carry,94,0,0,0,0,53,65,0,0,0,359 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6c1751b0af9e4699b5c37fcc467998b666e61bb3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,47,0,0,0,1,4,4,1,0,0,21 +Sit to stand,14,11,0,1,0,0,0,0,0,0,0 +Stand to sit,5,1,11,4,0,0,0,0,0,0,5 +Sitting,0,14,0,11,0,0,0,0,0,0,0 +Stair up,4,0,0,0,1,0,2,0,0,0,1 +Stair down,1,0,0,0,3,2,0,0,0,0,0 +Ramp up,2,0,0,0,0,0,2,0,0,0,2 +Ramp down,8,0,0,0,0,0,0,0,0,0,0 +Grass walking,3,0,0,0,0,0,1,0,2,0,2 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,4 +Carry,4,0,0,0,0,0,0,0,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..37a4f27320ab0af847f4ff53aa0f1b7789f5d27f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7563981042654029,0.6214953271028038,0.6823428815733219,1284.0,1055,1284 +Sit to stand,0.6486486486486487,0.7346938775510204,0.6889952153110048,98.0,111,98 +Stand to sit,0.9666666666666667,0.7435897435897436,0.8405797101449275,78.0,60,78 +Sitting,0.9857549857549858,0.9010416666666666,0.9414965986394558,384.0,351,384 +Stair up,0.6137931034482759,0.7876106194690266,0.689922480620155,113.0,145,113 +Stair down,0.3560606060606061,0.618421052631579,0.4519230769230769,76.0,132,76 +Ramp up,0.23185011709601874,0.9166666666666666,0.37009345794392523,108.0,427,108 +Ramp down,0.9401709401709402,0.6432748538011696,0.7638888888888888,171.0,117,171 +Grass walking,0.9148936170212766,0.2905405405405405,0.441025641025641,148.0,47,148 +Uneven ground walking,1.0,0.04430379746835443,0.08484848484848485,158.0,7,158 +Carry,0.4893048128342246,0.6288659793814433,0.5503759398496241,582.0,748,582 +accuracy,0.6359375,0.6359375,0.6359375,0.6359375,0,0 +macro avg,0.7185037819970042,0.6300458295335467,0.5914083977971369,3200.0,0,0 +weighted avg,0.7341001795402465,0.6359375,0.6414527632481223,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3e988064631e95f6c305698359857ae9d99759fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7798546209761164,0.6227197346600332,0.6924850161364684,1206.0,963,1206 +Sit to stand,0.7176470588235294,0.8472222222222222,0.7770700636942676,72.0,85,72 +Stand to sit,0.9591836734693877,0.9038461538461539,0.9306930693069307,52.0,49,52 +Sitting,1.0,0.9331476323119777,0.9654178674351584,359.0,335,359 +Stair up,0.6285714285714286,0.8380952380952381,0.7183673469387755,105.0,140,105 +Stair down,0.35714285714285715,0.6428571428571429,0.45918367346938777,70.0,126,70 +Ramp up,0.23205741626794257,0.9509803921568627,0.3730769230769231,102.0,418,102 +Ramp down,0.9482758620689655,0.6748466257668712,0.7885304659498208,163.0,116,163 +Grass walking,0.9111111111111111,0.29285714285714287,0.44324324324324327,140.0,45,140 +Uneven ground walking,1.0,0.04666666666666667,0.08917197452229299,150.0,7,150 +Carry,0.5084985835694051,0.6287215411558669,0.562255285826155,571.0,706,571 +accuracy,0.6491638795986622,0.6491638795986622,0.6491638795986622,0.6491638795986622,0,0 +macro avg,0.7311220556364314,0.6710873175087435,0.6181359026908567,2990.0,0,0 +weighted avg,0.7485618330779786,0.6491638795986622,0.6544148452086884,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e2969bce47b3404c11df81a450edf183f397ff4a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5108695652173914,0.6025641025641025,0.5529411764705883,78.0,92,78 +Sit to stand,0.4230769230769231,0.4230769230769231,0.4230769230769231,26.0,26,26 +Stand to sit,1.0,0.4230769230769231,0.5945945945945946,26.0,11,26 +Sitting,0.6875,0.44,0.5365853658536586,25.0,16,25 +Stair up,0.2,0.125,0.15384615384615385,8.0,5,8 +Stair down,0.3333333333333333,0.3333333333333333,0.3333333333333333,6.0,6,6 +Ramp up,0.2222222222222222,0.3333333333333333,0.26666666666666666,6.0,9,6 +Ramp down,0.0,0.0,0.0,8.0,1,8 +Grass walking,1.0,0.25,0.4,8.0,2,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.16666666666666666,0.6363636363636364,0.2641509433962264,11.0,42,11 +accuracy,0.44761904761904764,0.44761904761904764,0.44761904761904764,0.44761904761904764,0,0 +macro avg,0.4130607918651398,0.32424984106802285,0.32047228702164954,210.0,0,0 +weighted avg,0.5181047273982057,0.44761904761904764,0.4473330237077835,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a7d193d8cae2c2b91e51eb029c7e2d8a089af0f1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,792,0,2,0,1,12,126,7,8,0,331 +Sit to stand,27,72,0,1,0,0,0,0,0,0,0 +Stand to sit,6,0,54,7,0,0,0,0,0,0,14 +Sitting,0,54,0,330,0,0,0,0,0,0,0 +Stair up,12,0,0,0,86,0,12,0,0,0,2 +Stair down,19,0,0,0,10,47,2,0,0,0,0 +Ramp up,5,0,0,0,0,0,97,0,0,0,5 +Ramp down,36,0,0,0,0,17,0,115,0,0,3 +Grass walking,25,0,0,0,38,2,28,0,43,0,12 +Uneven ground walking,38,0,0,0,5,0,94,1,0,5,15 +Carry,104,0,0,0,0,67,51,0,0,0,360 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd153a8029d7bf1518ca87eb7761db99371f98ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,747,0,2,0,0,8,124,5,8,0,309 +Sit to stand,13,61,0,0,0,0,0,0,0,0,0 +Stand to sit,1,0,46,0,0,0,0,0,0,0,8 +Sitting,0,39,0,320,0,0,0,0,0,0,0 +Stair up,8,0,0,0,85,0,10,0,0,0,1 +Stair down,17,0,0,0,8,45,2,0,0,0,0 +Ramp up,2,0,0,0,0,0,96,0,0,0,3 +Ramp down,29,0,0,0,0,17,0,114,0,0,3 +Grass walking,24,0,0,0,38,2,26,0,41,0,9 +Uneven ground walking,35,0,0,0,5,0,94,1,0,4,11 +Carry,96,0,0,0,0,67,51,0,0,0,357 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9946af74350495b44b6782cfa9acaf84dfbdcf74 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,45,0,0,0,1,4,2,2,0,0,22 +Sit to stand,14,11,0,1,0,0,0,0,0,0,0 +Stand to sit,5,0,8,7,0,0,0,0,0,0,6 +Sitting,0,15,0,10,0,0,0,0,0,0,0 +Stair up,4,0,0,0,1,0,2,0,0,0,1 +Stair down,2,0,0,0,2,2,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,1,0,0,0,2 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,1,0,0,0,0,0,2,0,2,0,3 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,8,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5c2265ab337877cfe161c19b1818c50bfdd28766 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7443609022556391,0.619233776387803,0.676056338028169,1279.0,1064,1279 +Sit to stand,0.5714285714285714,0.72,0.6371681415929203,100.0,126,100 +Stand to sit,0.9642857142857143,0.6666666666666666,0.7883211678832117,81.0,56,81 +Sitting,0.9763313609467456,0.859375,0.9141274238227147,384.0,338,384 +Stair up,0.6142857142857143,0.7678571428571429,0.6825396825396826,112.0,140,112 +Stair down,0.32413793103448274,0.6025641025641025,0.42152466367713004,78.0,145,78 +Ramp up,0.23658536585365852,0.9065420560747663,0.37524177949709864,107.0,410,107 +Ramp down,0.9349593495934959,0.672514619883041,0.782312925170068,171.0,123,171 +Grass walking,0.8431372549019608,0.2905405405405405,0.4321608040201005,148.0,51,148 +Uneven ground walking,1.0,0.03164556962025317,0.06134969325153374,158.0,5,158 +Carry,0.48517520215633425,0.6185567010309279,0.5438066465256798,582.0,742,582 +accuracy,0.6253125,0.6253125,0.6253125,0.6253125,0,0 +macro avg,0.6995170333402106,0.6141360159659314,0.5740553878189373,3200.0,0,0 +weighted avg,0.720822049848909,0.6253125,0.6302094010849929,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6fc55133554b063f0a3382ba2202c82eaa9262ea --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7685185185185185,0.6209476309226932,0.6868965517241379,1203.0,972,1203 +Sit to stand,0.61,0.8243243243243243,0.7011494252873564,74.0,100,74 +Stand to sit,0.9583333333333334,0.8363636363636363,0.8932038834951457,55.0,48,55 +Sitting,1.0,0.8913649025069638,0.9425625920471281,359.0,320,359 +Stair up,0.625,0.8173076923076923,0.7083333333333334,104.0,136,104 +Stair down,0.3237410071942446,0.625,0.4265402843601896,72.0,139,72 +Ramp up,0.23821339950372208,0.9504950495049505,0.38095238095238093,101.0,403,101 +Ramp down,0.95,0.6993865030674846,0.8056537102473498,163.0,120,163 +Grass walking,0.8367346938775511,0.29285714285714287,0.43386243386243384,140.0,49,140 +Uneven ground walking,1.0,0.02666666666666667,0.05194805194805195,150.0,4,150 +Carry,0.5092724679029957,0.6252189141856392,0.5613207547169812,571.0,701,571 +accuracy,0.6403743315508021,0.6403743315508021,0.6403743315508021,0.6403743315508021,0,0 +macro avg,0.7108921291209422,0.6554484057006539,0.5993112183613171,2992.0,0,0 +weighted avg,0.7374774242294252,0.6403743315508021,0.6447026086885053,2992.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4c6c745c11ae7f301aa59b6b8c2ac633ccd33690 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4891304347826087,0.5921052631578947,0.5357142857142857,76.0,92,76 +Sit to stand,0.4230769230769231,0.4230769230769231,0.4230769230769231,26.0,26,26 +Stand to sit,1.0,0.3076923076923077,0.47058823529411764,26.0,8,26 +Sitting,0.5555555555555556,0.4,0.46511627906976744,25.0,18,25 +Stair up,0.25,0.125,0.16666666666666666,8.0,4,8 +Stair down,0.3333333333333333,0.3333333333333333,0.3333333333333333,6.0,6,6 +Ramp up,0.14285714285714285,0.16666666666666666,0.15384615384615385,6.0,7,6 +Ramp down,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Grass walking,1.0,0.25,0.4,8.0,2,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.07317073170731707,0.2727272727272727,0.11538461538461539,11.0,41,11 +accuracy,0.40865384615384615,0.40865384615384615,0.40865384615384615,0.40865384615384615,0,0 +macro avg,0.5091324958769285,0.2836910696958544,0.31525153603875156,208.0,0,0 +weighted avg,0.5403436995430633,0.40865384615384615,0.4208435147434674,208.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..15baf56f98a8e729659087d4de034068103f02ef --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,796,0,2,0,2,14,129,9,9,0,319 +Sit to stand,24,75,1,1,0,0,0,0,0,0,0 +Stand to sit,6,0,47,11,0,0,0,0,0,0,17 +Sitting,0,57,0,325,0,0,0,0,0,0,0 +Stair up,13,0,0,0,85,0,12,0,0,0,2 +Stair down,17,0,0,0,9,50,2,0,0,0,0 +Ramp up,6,0,0,0,0,0,97,0,0,0,6 +Ramp down,34,0,0,0,0,12,0,121,0,0,4 +Grass walking,32,0,0,0,37,2,25,0,37,0,13 +Uneven ground walking,42,0,0,0,5,0,89,1,0,5,16 +Carry,99,0,0,0,0,74,48,0,0,0,361 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5c8bb3d4b552d4c83aa2e90241d9ae53469eee0f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,754,0,2,0,0,9,127,7,8,0,298 +Sit to stand,11,64,0,0,0,0,0,0,0,0,0 +Stand to sit,1,0,45,1,0,0,0,0,0,0,10 +Sitting,0,46,0,311,0,0,0,0,0,0,0 +Stair up,8,0,0,0,84,0,11,0,0,0,2 +Stair down,16,0,0,0,7,47,2,0,0,0,0 +Ramp up,1,0,0,0,0,0,96,0,0,0,5 +Ramp down,27,0,0,0,0,12,0,120,0,0,4 +Grass walking,31,0,0,0,37,1,24,0,35,0,10 +Uneven ground walking,39,0,0,0,5,0,89,1,0,4,12 +Carry,91,0,0,0,0,74,48,0,0,0,357 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3faf947f1416a1ed0a53f0cde1e9778cdb4bc666 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,42,0,0,0,2,5,2,2,1,0,21 +Sit to stand,13,11,1,1,0,0,0,0,0,0,0 +Stand to sit,5,0,2,10,0,0,0,0,0,0,7 +Sitting,0,11,0,14,0,0,0,0,0,0,0 +Stair up,5,0,0,0,1,0,1,0,0,0,0 +Stair down,1,0,0,0,2,3,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,1 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,1,0,0,0,0,1,1,0,2,0,3 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,8,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e81c2b670014b9dfafde69ab72518eca1458d704 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.744621141253508,0.621875,0.6777352064708386,1280.0,1069,1280 +Sit to stand,0.5681818181818182,0.7425742574257426,0.6437768240343348,101.0,132,101 +Stand to sit,0.94,0.5802469135802469,0.7175572519083969,81.0,50,81 +Sitting,0.9643916913946587,0.8507853403141361,0.9040333796940194,382.0,337,382 +Stair up,0.6159420289855072,0.7589285714285714,0.68,112.0,138,112 +Stair down,0.32894736842105265,0.6410256410256411,0.43478260869565216,78.0,152,78 +Ramp up,0.24129353233830847,0.8899082568807339,0.3796477495107632,109.0,402,109 +Ramp down,0.9236641221374046,0.7076023391812866,0.8013245033112583,171.0,131,171 +Grass walking,0.8043478260869565,0.2534246575342466,0.3854166666666667,146.0,46,146 +Uneven ground walking,1.0,0.03164556962025317,0.06134969325153374,158.0,5,158 +Carry,0.489159891598916,0.6202749140893471,0.546969696969697,582.0,738,582 +accuracy,0.6246875,0.6246875,0.6246875,0.6246875,0,0 +macro avg,0.6927772200361937,0.6089355873709278,0.5665994164102873,3200.0,0,0 +weighted avg,0.7168924537395215,0.6246875,0.6277396870945111,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..985c9e5f66da538631ca6a0ac08a25fa3256d3e4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7701736465781409,0.6257261410788382,0.6904761904761905,1205.0,979,1205 +Sit to stand,0.5818181818181818,0.8533333333333334,0.6918918918918919,75.0,110,75 +Stand to sit,0.9574468085106383,0.7894736842105263,0.8653846153846154,57.0,47,57 +Sitting,0.9967948717948718,0.8711484593837535,0.929745889387145,357.0,312,357 +Stair up,0.631578947368421,0.8,0.7058823529411765,105.0,133,105 +Stair down,0.32867132867132864,0.6527777777777778,0.4372093023255814,72.0,143,72 +Ramp up,0.24181360201511334,0.9411764705882353,0.3847695390781563,102.0,397,102 +Ramp down,0.9375,0.7361963190184049,0.8247422680412371,163.0,128,163 +Grass walking,0.813953488372093,0.2536231884057971,0.3867403314917127,138.0,43,138 +Uneven ground walking,1.0,0.02666666666666667,0.05194805194805195,150.0,4,150 +Carry,0.5114613180515759,0.6263157894736842,0.5630914826498423,570.0,698,570 +accuracy,0.6402805611222445,0.6402805611222445,0.6402805611222445,0.6402805611222445,0,0 +macro avg,0.7064738357436695,0.6524034390851834,0.5938074468741454,2994.0,0,0 +weighted avg,0.7359525685728816,0.6402805611222445,0.6434744906998224,2994.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1caa2be89310a1fa42fc970b124629af30865c0d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4666666666666667,0.56,0.509090909090909,75.0,90,75 +Sit to stand,0.5,0.4230769230769231,0.4583333333333333,26.0,22,26 +Stand to sit,0.6666666666666666,0.08333333333333333,0.14814814814814814,24.0,3,24 +Sitting,0.56,0.56,0.56,25.0,25,25 +Stair up,0.2,0.14285714285714285,0.16666666666666666,7.0,5,7 +Stair down,0.3333333333333333,0.5,0.4,6.0,9,6 +Ramp up,0.2,0.14285714285714285,0.16666666666666666,7.0,5,7 +Ramp down,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.1,0.3333333333333333,0.15384615384615385,12.0,40,12 +accuracy,0.39805825242718446,0.39805825242718446,0.39805825242718446,0.39805825242718446,0,0 +macro avg,0.45696969696969686,0.29504162504162507,0.30276624049351325,206.0,0,0 +weighted avg,0.4854368932038835,0.39805825242718446,0.39016962002398886,206.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e64796923b5ee66f4cf2107be6b2dda229c785d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,812,0,2,0,3,23,120,12,8,1,305 +Sit to stand,24,75,1,1,0,0,0,0,0,0,0 +Stand to sit,11,0,35,15,0,0,0,0,0,0,20 +Sitting,0,54,0,327,0,0,0,0,0,0,0 +Stair up,15,0,0,0,78,0,14,1,0,0,3 +Stair down,17,0,0,0,8,51,1,0,0,0,0 +Ramp up,6,0,0,0,0,0,96,0,0,0,5 +Ramp down,33,0,0,0,0,11,0,121,0,0,4 +Grass walking,37,0,0,0,36,3,26,0,34,0,11 +Uneven ground walking,49,0,0,0,5,1,81,1,0,4,15 +Carry,101,0,0,0,0,82,43,0,0,0,358 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1971217b2808caad884928da3b6cd5713d5efd50 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,767,0,2,0,1,20,118,10,7,0,285 +Sit to stand,11,63,0,0,0,0,0,0,0,0,0 +Stand to sit,5,0,34,3,0,0,0,0,0,0,13 +Sitting,0,47,0,311,0,0,0,0,0,0,0 +Stair up,11,0,0,0,78,0,12,0,0,0,2 +Stair down,16,0,0,0,7,47,1,0,0,0,0 +Ramp up,2,0,0,0,0,0,94,0,0,0,5 +Ramp down,26,0,0,0,0,11,0,120,0,0,4 +Grass walking,34,0,0,0,36,2,25,0,33,0,9 +Uneven ground walking,47,0,0,0,5,1,79,1,0,4,11 +Carry,96,0,0,0,0,82,42,0,0,0,353 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7737f8ab10d5cf7e43c3f77d23a1dcf563057dd9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,45,0,0,0,2,3,2,2,1,1,20 +Sit to stand,13,12,1,1,0,0,0,0,0,0,0 +Stand to sit,6,0,1,12,0,0,0,0,0,0,7 +Sitting,0,7,0,16,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,2,1,0,0,1 +Stair down,1,0,0,0,1,4,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,2,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,3,0,0,0,0,1,1,0,1,0,2 +Uneven ground walking,2,0,0,0,0,0,2,0,0,0,4 +Carry,5,0,0,0,0,0,1,0,0,0,5 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9553f5b78fbee5d87590371a37b7f024c88b3787 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7348416289592761,0.6314152410575428,0.6792137181095775,1286.0,1105,1286 +Sit to stand,0.5813953488372093,0.7425742574257426,0.6521739130434783,101.0,129,101 +Stand to sit,0.9210526315789473,0.43209876543209874,0.5882352941176471,81.0,38,81 +Sitting,0.9533527696793003,0.8582677165354331,0.9033149171270718,381.0,343,381 +Stair up,0.6,0.7027027027027027,0.6473029045643154,111.0,130,111 +Stair down,0.2982456140350877,0.6623376623376623,0.4112903225806452,77.0,171,77 +Ramp up,0.25196850393700787,0.897196261682243,0.39344262295081966,107.0,381,107 +Ramp down,0.8962962962962963,0.7159763313609467,0.7960526315789473,169.0,135,169 +Grass walking,0.8095238095238095,0.23129251700680273,0.35978835978835977,147.0,42,147 +Uneven ground walking,0.8,0.02564102564102564,0.049689440993788817,156.0,5,156 +Carry,0.49653259361997226,0.613013698630137,0.5486590038314176,584.0,721,584 +accuracy,0.6221875,0.6221875,0.6221875,0.6221875,0,0 +macro avg,0.6675644724060823,0.5920469254374852,0.5481057389714608,3200.0,0,0 +weighted avg,0.7010420576343733,0.6221875,0.6226115567233275,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..eda04d35f4437670172365886ef42e9776fe7040 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7556650246305419,0.6338842975206611,0.689438202247191,1210.0,1015,1210 +Sit to stand,0.5727272727272728,0.8513513513513513,0.6847826086956522,74.0,110,74 +Stand to sit,0.9444444444444444,0.6181818181818182,0.7472527472527473,55.0,36,55 +Sitting,0.9904458598726115,0.8687150837988827,0.9255952380952381,358.0,314,358 +Stair up,0.6141732283464567,0.7572815533980582,0.6782608695652174,103.0,127,103 +Stair down,0.2883435582822086,0.6619718309859155,0.4017094017094017,71.0,163,71 +Ramp up,0.25336927223719674,0.9306930693069307,0.3983050847457627,101.0,371,101 +Ramp down,0.916030534351145,0.7453416149068323,0.821917808219178,161.0,131,161 +Grass walking,0.825,0.23741007194244604,0.3687150837988827,139.0,40,139 +Uneven ground walking,1.0,0.02702702702702703,0.05263157894736842,148.0,4,148 +Carry,0.5175953079178885,0.6160558464223386,0.5625498007968127,573.0,682,573 +accuracy,0.636151019044437,0.636151019044437,0.636151019044437,0.636151019044437,0,0 +macro avg,0.6979813184372514,0.6316285058947512,0.5755598567339502,2993.0,0,0 +weighted avg,0.7281393649798785,0.636151019044437,0.6380480648371532,2993.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..09672caa19f01cee82f12477eaa053a4f854abfc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5,0.5921052631578947,0.5421686746987951,76.0,90,76 +Sit to stand,0.631578947368421,0.4444444444444444,0.5217391304347826,27.0,19,27 +Stand to sit,0.5,0.038461538461538464,0.07142857142857142,26.0,2,26 +Sitting,0.5517241379310345,0.6956521739130435,0.6153846153846154,23.0,29,23 +Stair up,0.0,0.0,0.0,8.0,3,8 +Stair down,0.5,0.6666666666666666,0.5714285714285714,6.0,8,6 +Ramp up,0.2,0.3333333333333333,0.25,6.0,10,6 +Ramp down,0.25,0.125,0.16666666666666666,8.0,4,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.0,0.0,0.0,8.0,1,8 +Carry,0.1282051282051282,0.45454545454545453,0.2,11.0,39,11 +accuracy,0.42028985507246375,0.42028985507246375,0.42028985507246375,0.42028985507246375,0,0 +macro avg,0.34195529213678033,0.31592807950203416,0.28534693000381844,207.0,0,0 +weighted avg,0.4461475515053989,0.42028985507246375,0.3930660365784605,207.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4050db589fef4a39c4d1e968a940dab490cd0ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,857,0,6,0,4,25,105,13,3,0,273 +Sit to stand,37,52,2,7,0,0,0,0,0,0,0 +Stand to sit,15,0,18,20,0,0,0,0,0,0,25 +Sitting,0,78,0,304,0,0,0,0,0,0,0 +Stair up,26,0,0,0,72,0,11,0,0,0,4 +Stair down,18,0,0,0,7,50,1,0,0,0,0 +Ramp up,10,0,0,0,0,0,92,0,0,0,6 +Ramp down,38,0,0,0,0,8,0,121,0,0,4 +Grass walking,79,0,0,0,28,0,16,0,13,1,11 +Uneven ground walking,68,0,0,0,3,2,61,1,0,4,19 +Carry,106,0,0,0,0,93,32,0,0,0,351 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..196011e0acd006b0895b52d4a36a3ad1664d1d54 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,809,0,4,0,3,23,102,11,2,0,254 +Sit to stand,25,46,0,1,0,0,0,0,0,0,0 +Stand to sit,9,0,18,7,0,0,0,0,0,0,18 +Sitting,0,69,0,288,0,0,0,0,0,0,0 +Stair up,20,0,0,0,72,0,10,0,0,0,3 +Stair down,15,0,0,0,7,47,1,0,0,0,0 +Ramp up,5,0,0,0,0,0,91,0,0,0,6 +Ramp down,31,0,0,0,0,8,0,120,0,0,4 +Grass walking,73,0,0,0,28,0,16,0,12,1,10 +Uneven ground walking,65,0,0,0,3,2,60,1,0,4,15 +Carry,98,0,0,0,0,93,32,0,0,0,348 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b4119a6613ed89ca017e6f70d7bbf65bcd7bc627 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,48,0,2,0,1,2,3,2,1,0,19 +Sit to stand,12,6,2,6,0,0,0,0,0,0,0 +Stand to sit,6,0,0,13,0,0,0,0,0,0,7 +Sitting,0,9,0,16,0,0,0,0,0,0,0 +Stair up,6,0,0,0,0,0,1,0,0,0,1 +Stair down,3,0,0,0,0,3,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,1,0,1 +Uneven ground walking,3,0,0,0,0,0,1,0,0,0,4 +Carry,8,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e7a499a55def301ecd2c7d313f67af520bdd1bcd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6834130781499203,0.666407465007776,0.6748031496062992,1286.0,1254,1286 +Sit to stand,0.4,0.5306122448979592,0.45614035087719296,98.0,130,98 +Stand to sit,0.6923076923076923,0.23076923076923078,0.34615384615384615,78.0,26,78 +Sitting,0.918429003021148,0.7958115183246073,0.85273492286115,382.0,331,382 +Stair up,0.631578947368421,0.6371681415929203,0.6343612334801763,113.0,114,113 +Stair down,0.2808988764044944,0.6578947368421053,0.3937007874015748,76.0,178,76 +Ramp up,0.2893081761006289,0.8518518518518519,0.431924882629108,108.0,318,108 +Ramp down,0.8962962962962963,0.7076023391812866,0.7908496732026143,171.0,135,171 +Grass walking,0.8125,0.08783783783783784,0.15853658536585366,148.0,16,148 +Uneven ground walking,0.8,0.02531645569620253,0.049079754601226995,158.0,5,158 +Carry,0.5064935064935064,0.6030927835051546,0.5505882352941176,582.0,693,582 +accuracy,0.604375,0.604375,0.604375,0.604375,0,0 +macro avg,0.628293234194737,0.5267604186824484,0.48535212922483273,3200.0,0,0 +weighted avg,0.669239688680939,0.604375,0.5938721796194725,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4b3b40e280a5c15e6fbe7477023d2c931b23c87 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7034782608695652,0.6697019867549668,0.6861747243426632,1208.0,1150,1208 +Sit to stand,0.4,0.6388888888888888,0.4919786096256685,72.0,115,72 +Stand to sit,0.8181818181818182,0.34615384615384615,0.4864864864864865,52.0,22,52 +Sitting,0.972972972972973,0.8067226890756303,0.8820826952526799,357.0,296,357 +Stair up,0.6371681415929203,0.6857142857142857,0.6605504587155964,105.0,113,105 +Stair down,0.27167630057803466,0.6714285714285714,0.3868312757201646,70.0,173,70 +Ramp up,0.2916666666666667,0.8921568627450981,0.4396135265700483,102.0,312,102 +Ramp down,0.9090909090909091,0.7361963190184049,0.8135593220338984,163.0,132,163 +Grass walking,0.8571428571428571,0.08571428571428572,0.15584415584415584,140.0,14,140 +Uneven ground walking,0.8,0.02666666666666667,0.05161290322580645,150.0,5,150 +Carry,0.5288753799392097,0.6094570928196147,0.5663140764849471,571.0,658,571 +accuracy,0.6204013377926422,0.6204013377926422,0.6204013377926422,0.6204013377926422,0,0 +macro avg,0.6536593915486321,0.5608001359072964,0.511004384936556,2990.0,0,0 +weighted avg,0.693758595672932,0.6204013377926422,0.6124864675731326,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2d1ff2e65ecf86135b9e2a572f3a93860a899511 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46153846153846156,0.6153846153846154,0.5274725274725275,78.0,104,78 +Sit to stand,0.4,0.23076923076923078,0.2926829268292683,26.0,15,26 +Stand to sit,0.0,0.0,0.0,26.0,4,26 +Sitting,0.45714285714285713,0.64,0.5333333333333333,25.0,35,25 +Stair up,0.0,0.0,0.0,8.0,1,8 +Stair down,0.6,0.5,0.5454545454545454,6.0,5,6 +Ramp up,0.16666666666666666,0.16666666666666666,0.16666666666666666,6.0,6,6 +Ramp down,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.08571428571428572,0.2727272727272727,0.13043478260869565,11.0,35,11 +accuracy,0.3761904761904762,0.3761904761904762,0.3761904761904762,0.3761904761904762,0,0 +macro avg,0.27312687312687317,0.24323161686798053,0.23435117856211082,210.0,0,0 +weighted avg,0.33351473922902497,0.3761904761904762,0.33737143766533256,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ab3cd3a6c84dc67f353f7e10226e97345b45f017 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,942,0,4,6,3,45,63,14,1,0,210 +Sit to stand,62,19,3,14,0,0,0,0,0,0,0 +Stand to sit,32,0,3,9,0,0,0,0,0,0,34 +Sitting,27,97,0,255,0,0,0,0,0,0,1 +Stair up,57,0,0,0,40,0,9,1,0,0,6 +Stair down,26,0,0,0,7,43,0,0,0,0,0 +Ramp up,21,0,0,0,0,1,79,0,0,0,7 +Ramp down,74,0,0,0,0,5,0,86,0,0,6 +Grass walking,111,0,0,0,15,0,3,0,5,2,12 +Uneven ground walking,109,0,0,0,1,1,16,1,0,4,26 +Carry,116,0,0,0,0,105,20,0,0,0,341 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b54bcab315b445a1344ecd4129f3dc2052eac617 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,891,0,3,5,3,39,63,14,1,0,191 +Sit to stand,48,12,2,10,0,0,0,0,0,0,0 +Stand to sit,25,0,0,0,0,0,0,0,0,0,27 +Sitting,27,88,0,240,0,0,0,0,0,0,0 +Stair up,50,0,0,0,40,0,9,1,0,0,5 +Stair down,21,0,0,0,7,42,0,0,0,0,0 +Ramp up,17,0,0,0,0,0,78,0,0,0,7 +Ramp down,67,0,0,0,0,5,0,86,0,0,5 +Grass walking,105,0,0,0,15,0,3,0,5,2,10 +Uneven ground walking,106,0,0,0,1,1,15,1,0,4,22 +Carry,111,0,0,0,0,105,20,0,0,0,335 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e3097cbce4564656df5af006b781d2e2d06b271c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,51,0,1,1,0,6,0,0,0,0,19 +Sit to stand,14,7,1,4,0,0,0,0,0,0,0 +Stand to sit,7,0,3,9,0,0,0,0,0,0,7 +Sitting,0,9,0,15,0,0,0,0,0,0,1 +Stair up,7,0,0,0,0,0,0,0,0,0,1 +Stair down,5,0,0,0,0,1,0,0,0,0,0 +Ramp up,4,0,0,0,0,1,1,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,0,0,0,1 +Grass walking,6,0,0,0,0,0,0,0,0,0,2 +Uneven ground walking,3,0,0,0,0,0,1,0,0,0,4 +Carry,5,0,0,0,0,0,0,0,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..834d00f019be15545077e2350d44aab53010ec71 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5973367152821814,0.7313664596273292,0.6575916230366492,1288.0,1577,1288 +Sit to stand,0.16379310344827586,0.19387755102040816,0.17757009345794392,98.0,116,98 +Stand to sit,0.3,0.038461538461538464,0.06818181818181818,78.0,10,78 +Sitting,0.897887323943662,0.6710526315789473,0.7680722891566265,380.0,284,380 +Stair up,0.6060606060606061,0.35398230088495575,0.44692737430167595,113.0,66,113 +Stair down,0.215,0.5657894736842105,0.3115942028985507,76.0,200,76 +Ramp up,0.41578947368421054,0.7314814814814815,0.5302013422818792,108.0,190,108 +Ramp down,0.8431372549019608,0.5029239766081871,0.63003663003663,171.0,102,171 +Grass walking,0.8333333333333334,0.033783783783783786,0.06493506493506493,148.0,6,148 +Uneven ground walking,0.6666666666666666,0.02531645569620253,0.04878048780487805,158.0,6,158 +Carry,0.5303265940902022,0.5859106529209622,0.556734693877551,582.0,643,582 +accuracy,0.5678125,0.5678125,0.5678125,0.5678125,0,0 +macro avg,0.5517573701282817,0.40308602779527336,0.387329601815388,3200.0,0,0 +weighted avg,0.6128881009931608,0.5678125,0.5444014972709885,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ab83bcda230c02bc95911c4323e03c910eb8654 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6069482288828338,0.7363636363636363,0.6654219566840927,1210.0,1468,1210 +Sit to stand,0.12,0.16666666666666666,0.13953488372093023,72.0,100,72 +Stand to sit,0.0,0.0,0.0,52.0,5,52 +Sitting,0.9411764705882353,0.676056338028169,0.7868852459016393,355.0,255,355 +Stair up,0.6060606060606061,0.38095238095238093,0.4678362573099415,105.0,66,105 +Stair down,0.21875,0.6,0.32061068702290074,70.0,192,70 +Ramp up,0.4148936170212766,0.7647058823529411,0.5379310344827586,102.0,188,102 +Ramp down,0.8431372549019608,0.5276073619631901,0.6490566037735849,163.0,102,163 +Grass walking,0.8333333333333334,0.03571428571428571,0.0684931506849315,140.0,6,140 +Uneven ground walking,0.6666666666666666,0.02666666666666667,0.05128205128205128,150.0,6,150 +Carry,0.5564784053156147,0.5866900175131349,0.5711849957374254,571.0,602,571 +accuracy,0.5795986622073579,0.5795986622073579,0.5795986622073579,0.5795986622073579,0,0 +macro avg,0.5279495075245934,0.40922029420191564,0.3871124424182051,2990.0,0,0 +weighted avg,0.6255117810135413,0.5795986622073579,0.5585986855874554,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a611a3ad8d359887326e149559a27cb33e13b156 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46788990825688076,0.6538461538461539,0.5454545454545454,78.0,109,78 +Sit to stand,0.4375,0.2692307692307692,0.3333333333333333,26.0,16,26 +Stand to sit,0.6,0.11538461538461539,0.1935483870967742,26.0,5,26 +Sitting,0.5172413793103449,0.6,0.5555555555555556,25.0,29,25 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.125,0.16666666666666666,0.14285714285714285,6.0,8,6 +Ramp up,0.5,0.16666666666666666,0.25,6.0,2,6 +Ramp down,0.0,0.0,0.0,8.0,0,8 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.14634146341463414,0.5454545454545454,0.23076923076923078,11.0,41,11 +accuracy,0.4,0.4,0.4,0.4,0,0 +macro avg,0.2539975228165327,0.22884085611358335,0.20468347227878023,210.0,0,0 +weighted avg,0.38933906392550616,0.4,0.3572803455291934,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b1ab43459ac0cbcd523daa60d79808aa20e3c1c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2165,0,1,2,1,4,0,242,3,0,10 +Sit to stand,20,12,0,20,0,0,0,0,0,0,0 +Stand to sit,40,0,24,2,0,0,0,0,0,0,1 +Sitting,0,0,0,247,0,0,0,0,0,0,0 +Stair up,56,19,0,40,53,1,0,0,0,0,0 +Stair down,111,0,0,2,11,2,0,22,0,0,0 +Ramp up,211,0,0,2,0,3,0,11,0,0,0 +Ramp down,53,0,0,0,0,1,0,126,0,0,0 +Grass walking,275,0,0,0,2,1,0,15,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,4,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..119c9598e10e64dd4e552bb98a8c40c0c2003402 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2130,0,1,2,0,4,0,241,3,0,10 +Sit to stand,15,12,0,16,0,0,0,0,0,0,0 +Stand to sit,36,0,22,0,0,0,0,0,0,0,0 +Sitting,0,0,0,239,0,0,0,0,0,0,0 +Stair up,53,19,0,40,52,1,0,0,0,0,0 +Stair down,108,0,0,2,11,2,0,21,0,0,0 +Ramp up,207,0,0,2,0,3,0,11,0,0,0 +Ramp down,50,0,0,0,0,1,0,125,0,0,0 +Grass walking,271,0,0,0,2,1,0,15,0,0,0 +Uneven ground walking,263,0,0,0,0,0,0,4,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3bfd1ed36e56a7e62a205e57b47b89fcda41f00 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,35,0,0,0,1,0,0,1,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,0,0,0,0,0,0,1 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,1,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d00bf32eeb1c4b484a7e9673afc22c84257ef4a5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6740348692403487,0.8916803953871499,0.7677304964539007,2428.0,3212,2428 +Sit to stand,0.3870967741935484,0.23076923076923078,0.2891566265060241,52.0,31,52 +Stand to sit,0.96,0.3582089552238806,0.5217391304347826,67.0,25,67 +Sitting,0.7841269841269841,1.0,0.8790035587188612,247.0,315,247 +Stair up,0.7910447761194029,0.3136094674556213,0.4491525423728814,169.0,67,169 +Stair down,0.16666666666666666,0.013513513513513514,0.025,148.0,12,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.3,0.7,0.42,180.0,420,180 +Grass walking,0.0,0.0,0.0,293.0,3,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,11,14 +accuracy,0.641845703125,0.641845703125,0.641845703125,0.641845703125,0,0 +macro avg,0.3693609154860864,0.3188892329408542,0.3047074867714954,4096.0,0,0 +weighted avg,0.5192964584189068,0.641845703125,0.5581940845634985,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0aa04689da45130dbeab73c7c3f13fee7c421e1e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6776964683423481,0.890840652446675,0.7697867726779906,2391.0,3143,2391 +Sit to stand,0.3870967741935484,0.27906976744186046,0.32432432432432434,43.0,31,43 +Stand to sit,0.9565217391304348,0.3793103448275862,0.5432098765432098,58.0,23,58 +Sitting,0.7940199335548173,1.0,0.8851851851851852,239.0,301,239 +Stair up,0.8,0.3151515151515151,0.45217391304347826,165.0,65,165 +Stair down,0.16666666666666666,0.013888888888888888,0.02564102564102564,144.0,12,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.2997601918465228,0.7102272727272727,0.42158516020236086,176.0,417,176 +Grass walking,0.0,0.0,0.0,289.0,3,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,10,10 +accuracy,0.6446941323345817,0.6446941323345817,0.6446941323345817,0.6446941323345817,0,0 +macro avg,0.3710692521576671,0.32622622195307255,0.31108238705614316,4005.0,0,0 +weighted avg,0.5221034296756633,0.6446941323345817,0.5618156162441658,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..54526bcc64be8fefcdba1e65adcdb99b9040acd0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5072463768115942,0.9459459459459459,0.660377358490566,37.0,69,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.3333333333333333,0.25,0.2857142857142857,4.0,3,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,1,4 +accuracy,0.5164835164835165,0.5164835164835165,0.5164835164835165,0.5164835164835165,0,0 +macro avg,0.2647280255975908,0.2425607425607426,0.21548491531338873,91.0,0,0 +weighted avg,0.39200964666803184,0.5164835164835165,0.3956160640796759,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..210c5fafde6993af343a5a01eefe927bb1f3279c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2148,0,0,3,3,5,0,248,7,0,12 +Sit to stand,17,11,0,23,0,0,0,0,0,0,0 +Stand to sit,40,0,22,1,0,0,0,0,0,0,1 +Sitting,0,0,1,247,0,0,0,0,0,0,0 +Stair up,60,19,0,40,49,1,0,0,0,0,0 +Stair down,113,0,0,2,7,1,0,26,0,0,0 +Ramp up,213,1,0,2,0,2,0,11,0,0,0 +Ramp down,54,0,0,0,0,1,0,127,0,0,0 +Grass walking,276,0,0,0,2,0,0,15,0,0,0 +Uneven ground walking,267,0,0,0,0,0,0,3,0,0,0 +Carry,15,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4016916d275a3b0a64180ecd63fb2cabfae87c2a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2113,0,0,3,2,5,0,246,7,0,12 +Sit to stand,12,11,0,19,0,0,0,0,0,0,0 +Stand to sit,36,0,19,0,0,0,0,0,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,57,19,0,40,48,1,0,0,0,0,0 +Stair down,110,0,0,2,7,1,0,25,0,0,0 +Ramp up,209,1,0,2,0,2,0,11,0,0,0 +Ramp down,51,0,0,0,0,1,0,126,0,0,0 +Grass walking,272,0,0,0,2,0,0,15,0,0,0 +Uneven ground walking,264,0,0,0,0,0,0,3,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6e7197c22fe329e719ca85db85e0def8e22df330 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,35,0,0,0,1,0,0,2,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,3,1,0,0,0,0,0,0,1 +Sitting,0,0,1,7,0,0,0,0,0,0,0 +Stair up,3,0,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,1,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,5,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a701799a6c3db25c309e7d8089f522733d5fac3f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6706212925382454,0.8854080791426217,0.763190620003553,2426.0,3203,2426 +Sit to stand,0.3548387096774194,0.21568627450980393,0.2682926829268293,51.0,31,51 +Stand to sit,0.9565217391304348,0.34375,0.5057471264367817,64.0,23,64 +Sitting,0.7767295597484277,0.9959677419354839,0.872791519434629,248.0,318,248 +Stair up,0.8032786885245902,0.28994082840236685,0.4260869565217391,169.0,61,169 +Stair down,0.1,0.006711409395973154,0.012578616352201259,149.0,10,149 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.29534883720930233,0.6978021978021978,0.4150326797385621,182.0,430,182 +Grass walking,0.0,0.0,0.0,293.0,7,293 +Uneven ground walking,0.0,0.0,0.0,270.0,0,270 +Carry,0.0,0.0,0.0,15.0,13,15 +accuracy,0.635986328125,0.635986328125,0.635986328125,0.635986328125,0,0 +macro avg,0.35975807516622,0.31229695738076796,0.2967018364922087,4096.0,0,0 +weighted avg,0.5134955905141696,0.635986328125,0.552593344987964,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..80eefa3d7e2ac6e5d836276631e828fa0dde96a5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6742182514358647,0.8848408710217756,0.7653024266570083,2388.0,3134,2388 +Sit to stand,0.3548387096774194,0.2619047619047619,0.3013698630136986,42.0,31,42 +Stand to sit,1.0,0.34545454545454546,0.5135135135135135,55.0,19,55 +Sitting,0.7843137254901961,1.0,0.8791208791208791,240.0,306,240 +Stair up,0.8135593220338984,0.2909090909090909,0.42857142857142855,165.0,59,165 +Stair down,0.1,0.006896551724137931,0.012903225806451613,145.0,10,145 +Ramp up,0.0,0.0,0.0,225.0,0,225 +Ramp down,0.29577464788732394,0.7078651685393258,0.41721854304635764,178.0,426,178 +Grass walking,0.0,0.0,0.0,289.0,7,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,12,10 +accuracy,0.6388611388611388,0.6388611388611388,0.6388611388611388,0.6388611388611388,0,0 +macro avg,0.36570042332042746,0.3179882717776034,0.3016363527026671,4004.0,0,0 +weighted avg,0.5168723476055146,0.6388611388611388,0.5560145198437159,4004.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..146d2d41e6664511519aa59c37a1014a2963986c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5072463768115942,0.9210526315789473,0.6542056074766355,38.0,69,38 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.75,0.3333333333333333,0.46153846153846156,9.0,4,9 +Sitting,0.5833333333333334,0.875,0.7,8.0,12,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.25,0.25,0.25,4.0,4,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,5.0,1,5 +accuracy,0.5108695652173914,0.5108695652173914,0.5108695652173914,0.5108695652173914,0,0 +macro avg,0.2355072463768116,0.23903508771929827,0.2180979456680391,92.0,0,0 +weighted avg,0.36621770636420925,0.5108695652173914,0.4015977453401265,92.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6dc1aaf4986c77b3af40c068d146452ab7afa49b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2121,0,0,3,5,5,0,266,10,0,17 +Sit to stand,18,9,0,23,0,0,0,0,0,0,0 +Stand to sit,45,0,22,1,0,0,0,0,0,0,0 +Sitting,0,0,0,248,0,0,0,0,0,0,0 +Stair up,61,20,0,37,50,1,0,0,0,0,0 +Stair down,112,0,0,2,8,1,0,25,0,0,0 +Ramp up,213,0,0,2,0,2,0,12,0,0,0 +Ramp down,54,0,0,0,0,1,0,126,0,0,0 +Grass walking,269,0,0,0,2,0,0,20,0,0,0 +Uneven ground walking,268,0,0,0,0,0,0,3,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b4cf4b6b15e1db0205f7a386252955b5132c4077 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2091,0,0,3,4,5,0,263,10,0,16 +Sit to stand,13,9,0,19,0,0,0,0,0,0,0 +Stand to sit,40,0,19,0,0,0,0,0,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,59,19,0,37,49,1,0,0,0,0,0 +Stair down,109,0,0,2,8,1,0,24,0,0,0 +Ramp up,208,0,0,2,0,2,0,12,0,0,0 +Ramp down,51,0,0,0,0,1,0,125,0,0,0 +Grass walking,267,0,0,0,2,0,0,18,0,0,0 +Uneven ground walking,263,0,0,0,0,0,0,3,0,0,0 +Carry,11,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..148fc004d468128f113f67b44fd9160f36050240 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,30,0,0,0,1,0,0,3,0,0,1 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,5,0,3,1,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,1,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,1,0,0,0 +Ramp up,5,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,2,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,0,0 +Carry,3,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..af4a19dc35268550313c61a72114542f71f78cc9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6680314960629922,0.8739184177997528,0.7572295608711175,2427.0,3175,2427 +Sit to stand,0.3103448275862069,0.18,0.22784810126582278,50.0,29,50 +Stand to sit,1.0,0.3235294117647059,0.4888888888888889,68.0,22,68 +Sitting,0.7848101265822784,1.0,0.8794326241134752,248.0,316,248 +Stair up,0.7692307692307693,0.2958579881656805,0.42735042735042733,169.0,65,169 +Stair down,0.1,0.006756756756756757,0.012658227848101266,148.0,10,148 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.27876106194690264,0.6961325966850829,0.3981042654028436,181.0,452,181 +Grass walking,0.0,0.0,0.0,291.0,10,291 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,17,14 +accuracy,0.629150390625,0.629150390625,0.629150390625,0.629150390625,0,0 +macro avg,0.3555616619462863,0.3069268337429072,0.2901374632491524,4096.0,0,0 +weighted avg,0.511405846174069,0.629150390625,0.5485070303964198,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f1c9285282fa2683372d8ea3141220cb7e0c8c5e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6719151670951157,0.8741638795986622,0.7598110465116279,2392.0,3112,2392 +Sit to stand,0.32142857142857145,0.21951219512195122,0.2608695652173913,41.0,28,41 +Stand to sit,1.0,0.3220338983050847,0.48717948717948717,59.0,19,59 +Sitting,0.7920792079207921,1.0,0.8839779005524862,240.0,303,240 +Stair up,0.7777777777777778,0.296969696969697,0.4298245614035088,165.0,63,165 +Stair down,0.1,0.006944444444444444,0.012987012987012988,144.0,10,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.2808988764044944,0.7062146892655368,0.40192926045016075,177.0,445,177 +Grass walking,0.0,0.0,0.0,287.0,10,287 +Uneven ground walking,0.0,0.0,0.0,266.0,0,266 +Carry,0.0,0.0,0.0,11.0,16,11 +accuracy,0.6325511732401398,0.6325511732401398,0.6325511732401398,0.6325511732401398,0,0 +macro avg,0.3585545091478865,0.3114398912459433,0.2942344394819705,4006.0,0,0 +weighted avg,0.5147157003190233,0.6325511732401398,0.5524200256882927,4006.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a60f3dcf0f3d97bf691442e21658f66ac6d6cc3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47619047619047616,0.8571428571428571,0.6122448979591837,35.0,63,35 +Sit to stand,0.0,0.0,0.0,9.0,1,9 +Stand to sit,1.0,0.3333333333333333,0.5,9.0,3,9 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,5.0,0,5 +Ramp down,0.14285714285714285,0.25,0.18181818181818182,4.0,7,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,5.0,0,5 +Carry,0.0,0.0,0.0,3.0,1,3 +accuracy,0.4777777777777778,0.4777777777777778,0.4777777777777778,0.4777777777777778,0,0 +macro avg,0.24858474858474858,0.24458874458874458,0.21720919772867822,90.0,0,0 +weighted avg,0.36845746845746846,0.4777777777777778,0.37871572871572873,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a16ea6d42d7c2b63d7a19407d48a2bb1ed4c8d67 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2113,0,1,3,5,3,0,275,12,0,19 +Sit to stand,16,8,0,27,0,0,0,0,0,0,0 +Stand to sit,45,0,19,3,0,0,0,0,0,0,0 +Sitting,0,0,0,245,0,0,0,0,0,0,0 +Stair up,68,17,0,37,47,1,0,0,0,0,0 +Stair down,113,0,0,2,8,1,0,24,0,0,0 +Ramp up,212,0,0,2,0,1,0,13,0,0,0 +Ramp down,53,0,0,0,0,1,0,126,0,0,0 +Grass walking,270,0,0,0,2,0,0,21,0,0,0 +Uneven ground walking,266,0,0,0,0,0,0,4,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a0f4830a3f93d63d5a0a5eedccafbc65fa97834c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2080,0,1,3,4,3,0,271,12,0,18 +Sit to stand,10,8,0,23,0,0,0,0,0,0,0 +Stand to sit,40,0,17,1,0,0,0,0,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,66,16,0,37,46,1,0,0,0,0,0 +Stair down,110,0,0,2,8,1,0,23,0,0,0 +Ramp up,208,0,0,2,0,1,0,13,0,0,0 +Ramp down,50,0,0,0,0,1,0,125,0,0,0 +Grass walking,268,0,0,0,2,0,0,19,0,0,0 +Uneven ground walking,263,0,0,0,0,0,0,4,0,0,0 +Carry,9,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ffc27c82457fcc33fc2486ac58c2489075e8fee5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,33,0,0,0,1,0,0,4,0,0,1 +Sit to stand,6,0,0,4,0,0,0,0,0,0,0 +Stand to sit,5,0,2,2,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,2,1,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,1,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,2,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ba108c88619e51c43027f8a4fbb3525c2bc81dfa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6667718523193437,0.8691896338955163,0.7546428571428572,2431.0,3169,2431 +Sit to stand,0.32,0.1568627450980392,0.21052631578947367,51.0,25,51 +Stand to sit,0.95,0.2835820895522388,0.4367816091954023,67.0,20,67 +Sitting,0.768025078369906,1.0,0.8687943262411347,245.0,319,245 +Stair up,0.7580645161290323,0.27647058823529413,0.4051724137931034,170.0,62,170 +Stair down,0.14285714285714285,0.006756756756756757,0.012903225806451613,148.0,7,148 +Ramp up,0.0,0.0,0.0,228.0,0,228 +Ramp down,0.27213822894168466,0.7,0.39191290824261277,180.0,463,180 +Grass walking,0.0,0.0,0.0,293.0,12,293 +Uneven ground walking,0.0,0.0,0.0,270.0,0,270 +Carry,0.0,0.0,0.0,13.0,19,13 +accuracy,0.624755859375,0.624755859375,0.624755859375,0.624755859375,0,0 +macro avg,0.35253243805610085,0.2993510739579859,0.28006669601918505,4096.0,0,0 +weighted avg,0.5097795955281366,0.624755859375,0.5441225382843192,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc39b70732e5fc2a8d081da2c0fb93b527de3325 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6701030927835051,0.8695652173913043,0.7569141193595342,2392.0,3104,2392 +Sit to stand,0.3333333333333333,0.1951219512195122,0.24615384615384617,41.0,24,41 +Stand to sit,0.9444444444444444,0.29310344827586204,0.4473684210526316,58.0,18,58 +Sitting,0.7770491803278688,1.0,0.8745387453874539,237.0,305,237 +Stair up,0.7666666666666667,0.27710843373493976,0.40707964601769914,166.0,60,166 +Stair down,0.14285714285714285,0.006944444444444444,0.013245033112582781,144.0,7,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.27472527472527475,0.7102272727272727,0.39619651347068147,176.0,455,176 +Grass walking,0.0,0.0,0.0,289.0,12,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,9.0,18,9 +accuracy,0.6280289782663002,0.6280289782663002,0.6280289782663002,0.6280289782663002,0,0 +macro avg,0.3553799213762033,0.30473370616303047,0.2855905749594936,4003.0,0,0 +weighted avg,0.5125359584586653,0.6280289782663002,0.5478533661394411,4003.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e916fb3c37c03465a564f5e77d8f9b27b685a339 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5076923076923077,0.8461538461538461,0.6346153846153846,39.0,65,39 +Sit to stand,0.0,0.0,0.0,10.0,1,10 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.5714285714285714,1.0,0.7272727272727273,8.0,14,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.125,0.25,0.16666666666666666,4.0,8,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,4.0,1,4 +accuracy,0.4838709677419355,0.4838709677419355,0.4838709677419355,0.4838709677419355,0,0 +macro avg,0.2458291708291708,0.2334887334887335,0.2023204068658614,93.0,0,0 +weighted avg,0.3857142857142857,0.4838709677419355,0.38538611925708705,93.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..daff438587b840710e33c595c31c05a933c5c8b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2097,0,1,3,7,3,0,279,18,0,22 +Sit to stand,19,3,0,30,0,0,0,0,0,0,0 +Stand to sit,48,0,16,2,0,0,0,0,0,0,1 +Sitting,0,0,0,245,0,0,0,0,0,0,0 +Stair up,85,9,0,36,39,0,0,0,0,0,0 +Stair down,116,0,0,2,7,1,0,22,0,0,0 +Ramp up,211,0,0,2,0,0,0,13,1,0,0 +Ramp down,54,0,0,0,0,1,0,125,0,0,0 +Grass walking,270,0,0,0,2,0,0,21,0,0,0 +Uneven ground walking,266,0,0,0,0,0,0,5,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d392fda4500b130f05702026b53c6524d0a12f55 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2066,0,1,3,6,3,0,274,18,0,22 +Sit to stand,14,3,0,26,0,0,0,0,0,0,0 +Stand to sit,44,0,13,1,0,0,0,0,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,81,9,0,36,39,0,0,0,0,0,0 +Stair down,113,0,0,2,7,1,0,21,0,0,0 +Ramp up,207,0,0,2,0,0,0,13,1,0,0 +Ramp down,51,0,0,0,0,1,0,124,0,0,0 +Grass walking,267,0,0,0,2,0,0,20,0,0,0 +Uneven ground walking,263,0,0,0,0,0,0,4,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e2d4a2e6dee686e1c65e3c1e1dcfdc01aeb0a012 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,31,0,0,0,1,0,0,5,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,3,1,0,0,0,0,0,0,1 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,3,0,0,0,0,0,0,1,0,0,0 +Ramp up,4,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,1,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ef5b542c4f0a197f73c72c1909c927fa405e97a2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.659433962264151,0.8629629629629629,0.7475935828877005,2430.0,3180,2430 +Sit to stand,0.25,0.057692307692307696,0.09375,52.0,12,52 +Stand to sit,0.9411764705882353,0.23880597014925373,0.38095238095238093,67.0,17,67 +Sitting,0.765625,1.0,0.8672566371681416,245.0,320,245 +Stair up,0.7090909090909091,0.23076923076923078,0.3482142857142857,169.0,55,169 +Stair down,0.2,0.006756756756756757,0.013071895424836602,148.0,5,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.26881720430107525,0.6944444444444444,0.3875968992248062,180.0,465,180 +Grass walking,0.0,0.0,0.0,293.0,19,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,23,14 +accuracy,0.61669921875,0.61669921875,0.61669921875,0.61669921875,0,0 +macro avg,0.34492214056767007,0.28103924297954147,0.25803960739746834,4096.0,0,0 +weighted avg,0.5038781585063125,0.61669921875,0.534687350760784,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..88519e0e0aae67574a73409924fff072c4ba901b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6630295250320924,0.8633514417049728,0.7500453802868035,2393.0,3116,2393 +Sit to stand,0.25,0.06976744186046512,0.10909090909090909,43.0,12,43 +Stand to sit,0.9285714285714286,0.22413793103448276,0.3611111111111111,58.0,14,58 +Sitting,0.7719869706840391,1.0,0.8713235294117647,237.0,307,237 +Stair up,0.7222222222222222,0.23636363636363636,0.3561643835616438,165.0,54,165 +Stair down,0.2,0.006944444444444444,0.013422818791946308,144.0,5,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.2719298245614035,0.7045454545454546,0.3924050632911392,176.0,456,176 +Grass walking,0.0,0.0,0.0,289.0,19,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,22,10 +accuracy,0.6199750312109863,0.6199750312109863,0.6199750312109863,0.6199750312109863,0,0 +macro avg,0.3461581791882896,0.2822827590866778,0.25941483595866527,4005.0,0,0 +weighted avg,0.5068724155057506,0.6199750312109863,0.5385170849850722,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..801aa796d6e5475665c262c30b87cd1224ad1073 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.484375,0.8378378378378378,0.6138613861386139,37.0,64,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.3333333333333333,0.5,9.0,3,9 +Sitting,0.6153846153846154,1.0,0.7619047619047619,8.0,13,8 +Stair up,0.0,0.0,0.0,4.0,1,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.1111111111111111,0.25,0.15384615384615385,4.0,9,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,1,4 +accuracy,0.4725274725274725,0.4725274725274725,0.4725274725274725,0.4725274725274725,0,0 +macro avg,0.20098824786324787,0.2201064701064701,0.1845102092626845,91.0,0,0 +weighted avg,0.35482853151122384,0.4725274725274725,0.3727856483269387,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4752a06b7c186f89d6430227dc1ea12a2b5c4bf4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2117,0,2,6,5,1,0,250,24,0,27 +Sit to stand,13,4,0,35,0,0,0,0,0,0,0 +Stand to sit,58,0,5,2,0,0,0,0,0,0,2 +Sitting,0,3,1,239,0,0,0,0,0,0,0 +Stair up,118,0,0,35,13,0,0,3,0,0,0 +Stair down,127,0,0,1,6,0,0,14,0,0,0 +Ramp up,215,0,0,1,0,0,0,10,1,0,0 +Ramp down,68,0,0,0,0,0,0,112,0,0,0 +Grass walking,276,0,0,0,0,0,0,17,0,0,0 +Uneven ground walking,266,0,0,0,0,0,0,5,0,0,0 +Carry,14,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c214be98a18ee835cdaf3e8fe78b67206dd8dfe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2083,0,2,5,5,1,0,249,23,0,27 +Sit to stand,9,3,0,31,0,0,0,0,0,0,0 +Stand to sit,52,0,4,1,0,0,0,0,0,0,1 +Sitting,0,3,0,232,0,0,0,0,0,0,0 +Stair up,116,0,0,33,13,0,0,3,0,0,0 +Stair down,123,0,0,1,6,0,0,14,0,0,0 +Ramp up,212,0,0,0,0,0,0,10,1,0,0 +Ramp down,65,0,0,0,0,0,0,111,0,0,0 +Grass walking,273,0,0,0,0,0,0,16,0,0,0 +Uneven ground walking,262,0,0,0,0,0,0,5,0,0,0 +Carry,10,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0158de35138bac67f4435cc0c3048eabff3bdb6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,34,0,0,1,0,0,0,1,1,0,0 +Sit to stand,4,1,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,1,1,0,0,0,0,0,0,1 +Sitting,0,0,1,7,0,0,0,0,0,0,0 +Stair up,2,0,0,2,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,1,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,3,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..455e317d298e33236bec8d5a98c3793cb5f97a32 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6470048899755502,0.8704769736842105,0.7422861150070126,2432.0,3272,2432 +Sit to stand,0.5714285714285714,0.07692307692307693,0.13559322033898305,52.0,7,52 +Stand to sit,0.625,0.07462686567164178,0.13333333333333333,67.0,8,67 +Sitting,0.7492163009404389,0.9835390946502057,0.8505338078291815,243.0,319,243 +Stair up,0.5416666666666666,0.07692307692307693,0.13471502590673576,169.0,24,169 +Stair down,0.0,0.0,0.0,148.0,1,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.2725060827250608,0.6222222222222222,0.3790186125211506,180.0,411,180 +Grass walking,0.0,0.0,0.0,293.0,25,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,29,14 +accuracy,0.60791015625,0.60791015625,0.60791015625,0.60791015625,0,0 +macro avg,0.30971113743057166,0.2458828463704031,0.21595273772149062,4096.0,0,0 +weighted avg,0.48040954609876174,0.60791015625,0.5173080853082401,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0a1d4ad90bc7544c8208c0b56d6e6355b6770156 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6499219968798752,0.8697286012526096,0.7439285714285714,2395.0,3205,2395 +Sit to stand,0.5,0.06976744186046512,0.12244897959183673,43.0,6,43 +Stand to sit,0.6666666666666666,0.06896551724137931,0.125,58.0,6,58 +Sitting,0.7656765676567657,0.9872340425531915,0.862453531598513,235.0,303,235 +Stair up,0.5416666666666666,0.07878787878787878,0.13756613756613756,165.0,24,165 +Stair down,0.0,0.0,0.0,144.0,1,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.27205882352941174,0.6306818181818182,0.3801369863013699,176.0,408,176 +Grass walking,0.0,0.0,0.0,289.0,24,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,28,10 +accuracy,0.6107365792759051,0.6107365792759051,0.6107365792759051,0.6107365792759051,0,0 +macro avg,0.308726429218126,0.2459241181706675,0.2155940187714935,4005.0,0,0 +weighted avg,0.4828767030048649,0.6107365792759051,0.5209746159567994,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..da806fc1478ad7481f433b6f59d4cc0eb3e8ebb0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5074626865671642,0.918918918918919,0.6538461538461539,37.0,67,37 +Sit to stand,1.0,0.1111111111111111,0.2,9.0,1,9 +Stand to sit,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Sitting,0.4375,0.875,0.5833333333333334,8.0,16,8 +Stair up,0.0,0.0,0.0,4.0,0,4 +Stair down,0.0,0.0,0.0,4.0,0,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.3333333333333333,0.25,0.2857142857142857,4.0,3,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,1,4 +accuracy,0.4835164835164835,0.4835164835164835,0.4835164835164835,0.4835164835164835,0,0 +macro avg,0.2525723654454998,0.20601283101283102,0.17315563224654132,91.0,0,0 +weighted avg,0.4077961839155869,0.4835164835164835,0.36745269382632023,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..73b986c7420e9efbcf0f4023365869463f1f4d80 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,264,0,0,38,410,47,30,29,19,4,4 +Sit to stand,5,28,0,1,0,0,0,0,0,0,0 +Stand to sit,18,0,23,6,2,1,2,0,0,0,1 +Sitting,0,14,0,156,0,0,0,0,0,0,0 +Stair up,0,0,0,0,51,1,0,0,2,0,0 +Stair down,0,3,0,1,22,31,0,0,0,0,0 +Ramp up,13,11,1,3,61,1,14,0,0,0,0 +Ramp down,0,0,0,0,17,66,0,18,0,0,0 +Grass walking,10,0,0,0,63,4,1,1,0,0,0 +Uneven ground walking,0,0,0,1,76,10,3,1,0,0,2 +Carry,67,0,7,0,51,135,10,69,10,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d7659c55f60ab9836c088efe2e90a6c8c3da2ee --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,250,0,0,37,393,45,28,28,19,4,4 +Sit to stand,2,23,0,0,0,0,0,0,0,0,0 +Stand to sit,15,0,22,4,0,1,1,0,0,0,1 +Sitting,0,12,0,150,0,0,0,0,0,0,0 +Stair up,0,0,0,0,49,0,0,0,1,0,0 +Stair down,0,3,0,0,20,30,0,0,0,0,0 +Ramp up,12,11,1,3,61,0,12,0,0,0,0 +Ramp down,0,0,0,0,15,66,0,17,0,0,0 +Grass walking,8,0,0,0,63,2,1,0,0,0,0 +Uneven ground walking,0,0,0,0,75,10,2,1,0,0,1 +Carry,65,0,7,0,45,135,10,69,10,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4482f3999d860cd18ed5433835cc6ab8e1ccada --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14,0,0,1,17,2,2,1,0,0,0 +Sit to stand,3,5,0,1,0,0,0,0,0,0,0 +Stand to sit,3,0,1,2,2,0,1,0,0,0,0 +Sitting,0,2,0,6,0,0,0,0,0,0,0 +Stair up,0,0,0,0,2,1,0,0,1,0,0 +Stair down,0,0,0,1,2,1,0,0,0,0,0 +Ramp up,1,0,0,0,0,1,2,0,0,0,0 +Ramp down,0,0,0,0,2,0,0,1,0,0,0 +Grass walking,2,0,0,0,0,2,0,1,0,0,0 +Uneven ground walking,0,0,0,1,1,0,1,0,0,0,1 +Carry,2,0,0,0,6,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..db89ecea7d244c7125be200e3a6ea68de8c39812 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7002652519893899,0.31242603550295855,0.4320785597381342,845.0,377,845 +Sit to stand,0.5,0.8235294117647058,0.6222222222222222,34.0,56,34 +Stand to sit,0.7419354838709677,0.4339622641509434,0.5476190476190477,53.0,31,53 +Sitting,0.7572815533980582,0.9176470588235294,0.8297872340425532,170.0,206,170 +Stair up,0.06772908366533864,0.9444444444444444,0.12639405204460966,54.0,753,54 +Stair down,0.10472972972972973,0.543859649122807,0.17563739376770537,57.0,296,57 +Ramp up,0.23333333333333334,0.1346153846153846,0.17073170731707318,104.0,60,104 +Ramp down,0.15254237288135594,0.1782178217821782,0.1643835616438356,101.0,118,101 +Grass walking,0.0,0.0,0.0,79.0,31,79 +Uneven ground walking,0.0,0.0,0.0,93.0,4,93 +Carry,0.65,0.03591160220994475,0.06806282722513089,362.0,20,362 +accuracy,0.30635245901639346,0.30635245901639346,0.30635245901639346,0.30635245901639346,0,0 +macro avg,0.3552560735334703,0.39314669749244513,0.2851742368745738,1952.0,0,0 +weighted avg,0.5437423125481927,0.30635245901639346,0.3238646356777618,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8758767076308f55ea4e5445782ce4cfe95c49ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7102272727272727,0.3094059405940594,0.43103448275862066,808.0,352,808 +Sit to stand,0.46938775510204084,0.92,0.6216216216216216,25.0,49,25 +Stand to sit,0.7333333333333333,0.5,0.5945945945945946,44.0,30,44 +Sitting,0.7731958762886598,0.9259259259259259,0.8426966292134831,162.0,194,162 +Stair up,0.06796116504854369,0.98,0.12710765239948119,50.0,721,50 +Stair down,0.10380622837370242,0.5660377358490566,0.17543859649122806,53.0,289,53 +Ramp up,0.2222222222222222,0.12,0.15584415584415584,100.0,54,100 +Ramp down,0.14782608695652175,0.17346938775510204,0.1596244131455399,98.0,115,98 +Grass walking,0.0,0.0,0.0,74.0,30,74 +Uneven ground walking,0.0,0.0,0.0,89.0,4,89 +Carry,0.6842105263157895,0.03672316384180791,0.06970509383378017,354.0,19,354 +accuracy,0.30479267635971996,0.30479267635971996,0.30479267635971996,0.30479267635971996,0,0 +macro avg,0.3556518605789169,0.4119601958150865,0.28887883999113684,1857.0,0,0 +weighted avg,0.5551654401091013,0.30479267635971996,0.3220529123468488,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..59fbb9ba8859713cd6d3d65c6d3fa84b6bcf1ba1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.56,0.3783783783783784,0.45161290322580644,37.0,25,37 +Sit to stand,0.7142857142857143,0.5555555555555556,0.625,9.0,7,9 +Stand to sit,1.0,0.1111111111111111,0.2,9.0,1,9 +Sitting,0.5,0.75,0.6,8.0,12,8 +Stair up,0.0625,0.5,0.1111111111111111,4.0,32,4 +Stair down,0.14285714285714285,0.25,0.18181818181818182,4.0,7,4 +Ramp up,0.3333333333333333,0.5,0.4,4.0,6,4 +Ramp down,0.3333333333333333,0.3333333333333333,0.3333333333333333,3.0,3,3 +Grass walking,0.0,0.0,0.0,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,1,8 +accuracy,0.3368421052631579,0.3368421052631579,0.3368421052631579,0.3368421052631579,0,0 +macro avg,0.33148268398268405,0.3071253071253071,0.2638977754080393,95.0,0,0 +weighted avg,0.4558245614035088,0.3368421052631579,0.34427783780075805,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fbc3656b62552b849ec6a2950b275466457bcb2c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,270,0,1,36,380,42,19,32,21,4,4 +Sit to stand,2,23,0,2,0,0,0,0,0,0,0 +Stand to sit,18,0,20,2,0,1,0,0,0,0,1 +Sitting,0,13,0,148,0,0,0,0,0,0,0 +Stair up,1,0,0,0,46,1,0,0,1,0,0 +Stair down,0,3,0,1,17,33,0,0,0,0,0 +Ramp up,19,11,0,2,55,1,13,0,0,0,0 +Ramp down,0,0,0,0,15,65,0,18,0,0,0 +Grass walking,11,0,0,0,60,1,0,1,0,0,0 +Uneven ground walking,0,0,0,0,76,9,2,1,0,0,1 +Carry,63,0,9,0,41,142,5,70,9,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e9208bdd7c8efafe70fa064ce0663c797dd985f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5757575757575758,0.5,0.5352112676056338,38.0,33,38 +Sit to stand,0.6,0.3333333333333333,0.42857142857142855,9.0,5,9 +Stand to sit,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Sitting,0.38461538461538464,0.625,0.47619047619047616,8.0,13,8 +Stair up,0.0967741935483871,0.75,0.17142857142857143,4.0,31,4 +Stair down,0.14285714285714285,0.25,0.18181818181818182,4.0,7,4 +Ramp up,1.0,0.25,0.4,4.0,1,4 +Ramp down,0.3333333333333333,0.25,0.2857142857142857,4.0,3,4 +Grass walking,0.0,0.0,0.0,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,1,8 +accuracy,0.35051546391752575,0.35051546391752575,0.35051546391752575,0.35051546391752575,0,0 +macro avg,0.3303034209192567,0.27904040404040403,0.24188658119515993,97.0,0,0 +weighted avg,0.42420174881099393,0.35051546391752575,0.3484216765761705,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b47ae60e776cd18c9c7a5fce6354e275249289b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,302,0,0,40,383,42,14,37,20,5,4 +Sit to stand,6,25,0,4,0,0,0,0,0,0,0 +Stand to sit,23,0,21,4,2,2,0,0,0,0,0 +Sitting,0,14,0,154,0,0,0,0,0,0,0 +Stair up,4,0,0,0,49,0,0,0,1,0,0 +Stair down,0,3,0,2,19,33,0,0,0,0,0 +Ramp up,27,9,0,2,54,2,10,0,0,0,0 +Ramp down,2,0,0,0,18,63,0,19,0,0,0 +Grass walking,17,0,0,0,56,3,0,1,0,0,0 +Uneven ground walking,3,0,0,1,75,10,1,2,0,0,2 +Carry,59,0,8,0,50,148,5,71,9,0,12 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..94ddbc44da31991fcb9d0b7c3c0b725ca005901c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,283,0,0,39,370,40,14,35,20,5,4 +Sit to stand,3,21,0,2,0,0,0,0,0,0,0 +Stand to sit,19,0,19,2,1,2,0,0,0,0,0 +Sitting,0,13,0,147,0,0,0,0,0,0,0 +Stair up,3,0,0,0,46,0,0,0,1,0,0 +Stair down,0,3,0,1,17,32,0,0,0,0,0 +Ramp up,26,9,0,2,53,1,9,0,0,0,0 +Ramp down,2,0,0,0,15,63,0,18,0,0,0 +Grass walking,15,0,0,0,56,1,0,1,0,0,0 +Uneven ground walking,3,0,0,0,74,9,1,1,0,0,2 +Carry,56,0,8,0,45,148,5,71,9,0,12 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..fb374e6dab0b54f98199b8e5dc57ed52d479fd41 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,19,0,0,1,13,2,0,2,0,0,0 +Sit to stand,3,4,0,2,0,0,0,0,0,0,0 +Stand to sit,4,0,2,2,1,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,1,0,0,0,3,0,0,0,0,0,0 +Stair down,0,0,0,1,2,1,0,0,0,0,0 +Ramp up,1,0,0,0,1,1,1,0,0,0,0 +Ramp down,0,0,0,0,3,0,0,1,0,0,0 +Grass walking,2,0,0,0,0,2,0,0,0,0,0 +Uneven ground walking,0,0,0,1,1,1,0,1,0,0,0 +Carry,3,0,0,0,5,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..8e9575416b901640c887e503fa27ea9b79b0f1fd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6817155756207675,0.3565525383707202,0.4682170542635659,847.0,443,847 +Sit to stand,0.49019607843137253,0.7142857142857143,0.5813953488372093,35.0,51,35 +Stand to sit,0.7241379310344828,0.40384615384615385,0.5185185185185185,52.0,29,52 +Sitting,0.7439613526570048,0.9166666666666666,0.8213333333333334,168.0,207,168 +Stair up,0.06940509915014165,0.9074074074074074,0.12894736842105264,54.0,706,54 +Stair down,0.10891089108910891,0.5789473684210527,0.18333333333333332,57.0,303,57 +Ramp up,0.3333333333333333,0.09615384615384616,0.14925373134328357,104.0,30,104 +Ramp down,0.14615384615384616,0.18627450980392157,0.16379310344827586,102.0,130,102 +Grass walking,0.0,0.0,0.0,77.0,30,77 +Uneven ground walking,0.0,0.0,0.0,94.0,5,94 +Carry,0.6666666666666666,0.03314917127071823,0.06315789473684211,362.0,18,362 +accuracy,0.3201844262295082,0.3201844262295082,0.3201844262295082,0.3201844262295082,0,0 +macro avg,0.36040734310333855,0.3812075796569274,0.2798136078395832,1952.0,0,0 +weighted avg,0.5420461697796809,0.3201844262295082,0.3352362938188549,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..10e2664fe2a84f63d1aca59ebf51e49195afe1a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6902439024390243,0.3493827160493827,0.4639344262295082,810.0,410,810 +Sit to stand,0.45652173913043476,0.8076923076923077,0.5833333333333334,26.0,46,26 +Stand to sit,0.7037037037037037,0.4418604651162791,0.5428571428571428,43.0,27,43 +Sitting,0.7616580310880829,0.91875,0.8328611898016998,160.0,193,160 +Stair up,0.06794682422451995,0.92,0.1265474552957359,50.0,677,50 +Stair down,0.10810810810810811,0.6037735849056604,0.1833810888252149,53.0,296,53 +Ramp up,0.3103448275862069,0.09,0.13953488372093023,100.0,29,100 +Ramp down,0.14285714285714285,0.1836734693877551,0.16071428571428573,98.0,126,98 +Grass walking,0.0,0.0,0.0,73.0,30,73 +Uneven ground walking,0.0,0.0,0.0,90.0,5,90 +Carry,0.6666666666666666,0.03389830508474576,0.06451612903225806,354.0,18,354 +accuracy,0.31610123855681205,0.31610123855681205,0.31610123855681205,0.31610123855681205,0,0 +macro avg,0.35527735870944455,0.39536644074873917,0.281607266800919,1857.0,0,0 +weighted avg,0.5456398622110553,0.31610123855681205,0.3317948131102494,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7850bfd92bc7192b45cecfe40850e75d7c0b2c04 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5757575757575758,0.5135135135135135,0.5428571428571428,37.0,33,37 +Sit to stand,0.8,0.4444444444444444,0.5714285714285714,9.0,5,9 +Stand to sit,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Sitting,0.5,0.875,0.6363636363636364,8.0,14,8 +Stair up,0.10344827586206896,0.75,0.18181818181818182,4.0,29,4 +Stair down,0.14285714285714285,0.25,0.18181818181818182,4.0,7,4 +Ramp up,1.0,0.25,0.4,4.0,1,4 +Ramp down,0.25,0.25,0.25,4.0,4,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,0,8 +accuracy,0.4,0.4,0.4,0.4,0,0 +macro avg,0.3974602722251625,0.32319819819819817,0.2843565525383707,95.0,0,0 +weighted avg,0.49987633660954894,0.4,0.39628161312371835,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b35a2bbee2ee38b4a71879ba2c1d2b81edd7638c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,319,0,0,41,371,42,9,39,16,4,3 +Sit to stand,7,22,0,6,0,0,0,0,0,0,0 +Stand to sit,29,1,14,6,1,2,0,0,0,0,0 +Sitting,0,15,0,153,0,0,0,0,0,0,0 +Stair up,8,0,0,0,45,0,0,0,0,0,0 +Stair down,1,2,0,2,18,34,0,0,0,0,0 +Ramp up,40,4,0,3,49,3,7,0,0,0,0 +Ramp down,5,0,0,0,17,57,0,23,0,0,0 +Grass walking,21,0,0,0,54,3,0,0,0,0,0 +Uneven ground walking,8,0,0,0,70,11,1,2,0,0,2 +Carry,60,0,8,0,47,149,5,75,7,0,11 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a4501615898e4e14d8506cf69193849ddf425e57 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,301,0,0,39,359,38,9,37,16,4,3 +Sit to stand,3,19,0,4,0,0,0,0,0,0,0 +Stand to sit,24,0,13,4,1,2,0,0,0,0,0 +Sitting,0,14,0,146,0,0,0,0,0,0,0 +Stair up,6,0,0,0,43,0,0,0,0,0,0 +Stair down,1,2,0,1,16,33,0,0,0,0,0 +Ramp up,38,4,0,3,48,2,7,0,0,0,0 +Ramp down,4,0,0,0,15,57,0,22,0,0,0 +Grass walking,20,0,0,0,52,3,0,0,0,0,0 +Uneven ground walking,8,0,0,0,69,9,1,1,0,0,2 +Carry,56,0,8,0,41,149,5,75,7,0,11 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6b16f121ca09a794eaa65811cab4f62a54f6768b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,18,0,0,2,12,4,0,2,0,0,0 +Sit to stand,4,3,0,2,0,0,0,0,0,0,0 +Stand to sit,5,1,1,2,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,0,0,0,1,2,1,0,0,0,0,0 +Ramp up,2,0,0,0,1,1,0,0,0,0,0 +Ramp down,1,0,0,0,2,0,0,1,0,0,0 +Grass walking,1,0,0,0,2,0,0,0,0,0,0 +Uneven ground walking,0,0,0,0,1,2,0,1,0,0,0 +Carry,4,0,0,0,6,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e5f3aa4389853848c7db1fe4218ba12013ae28fa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6405622489959839,0.37796208530805686,0.47540983606557374,844.0,498,844 +Sit to stand,0.5,0.6285714285714286,0.5569620253164557,35.0,44,35 +Stand to sit,0.6363636363636364,0.2641509433962264,0.37333333333333335,53.0,22,53 +Sitting,0.7251184834123223,0.9107142857142857,0.8073878627968337,168.0,211,168 +Stair up,0.06696428571428571,0.8490566037735849,0.12413793103448276,53.0,672,53 +Stair down,0.11295681063122924,0.5964912280701754,0.18994413407821228,57.0,301,57 +Ramp up,0.3181818181818182,0.0660377358490566,0.109375,106.0,22,106 +Ramp down,0.16546762589928057,0.22549019607843138,0.1908713692946058,102.0,139,102 +Grass walking,0.0,0.0,0.0,78.0,23,78 +Uneven ground walking,0.0,0.0,0.0,94.0,4,94 +Carry,0.6875,0.03038674033149171,0.0582010582010582,362.0,16,362 +accuracy,0.32172131147540983,0.32172131147540983,0.32172131147540983,0.32172131147540983,0,0 +macro avg,0.3502831735635051,0.3589873860993398,0.26232932273823234,1952.0,0,0 +weighted avg,0.5241543709072694,0.32172131147540983,0.33079146458302944,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..11b799b00c95a4f2b860cdfd11e425a8fd8bd540 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6529284164859002,0.37344913151364767,0.47513812154696133,806.0,461,806 +Sit to stand,0.48717948717948717,0.7307692307692307,0.5846153846153846,26.0,39,26 +Stand to sit,0.6190476190476191,0.29545454545454547,0.4,44.0,21,44 +Sitting,0.7411167512690355,0.9125,0.8179271708683473,160.0,197,160 +Stair up,0.06677018633540373,0.8775510204081632,0.1240981240981241,49.0,644,49 +Stair down,0.11262798634812286,0.6226415094339622,0.1907514450867052,53.0,293,53 +Ramp up,0.3181818181818182,0.06862745098039216,0.11290322580645161,102.0,22,102 +Ramp down,0.16296296296296298,0.22448979591836735,0.1888412017167382,98.0,135,98 +Grass walking,0.0,0.0,0.0,75.0,23,75 +Uneven ground walking,0.0,0.0,0.0,90.0,4,90 +Carry,0.6875,0.03125,0.059782608695652176,352.0,16,352 +accuracy,0.32075471698113206,0.32075471698113206,0.32075471698113206,0.32075471698113206,0,0 +macro avg,0.34984683889185003,0.3760666076798463,0.26855066203948774,1855.0,0,0 +weighted avg,0.5306790749473015,0.32075471698113206,0.33093603937334654,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2cac86e2eca266f2173ec7ca7b6bbfd697693d9f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4864864864864865,0.47368421052631576,0.48,38.0,37,38 +Sit to stand,0.6,0.3333333333333333,0.42857142857142855,9.0,5,9 +Stand to sit,1.0,0.1111111111111111,0.2,9.0,1,9 +Sitting,0.5,0.875,0.6363636363636364,8.0,14,8 +Stair up,0.07142857142857142,0.5,0.125,4.0,28,4 +Stair down,0.125,0.25,0.16666666666666666,4.0,8,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.25,0.25,0.25,4.0,4,4 +Grass walking,0.0,0.0,0.0,3.0,0,3 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,10.0,0,10 +accuracy,0.3402061855670103,0.3402061855670103,0.3402061855670103,0.3402061855670103,0,0 +macro avg,0.2757195507195507,0.25392078681552366,0.20787288469106652,97.0,0,0 +weighted avg,0.39868248218763686,0.3402061855670103,0.32118266613111973,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5998337497e370f1c202bab8d60b7a227c73dc5a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,362,0,0,40,343,43,4,42,8,4,1 +Sit to stand,15,12,0,7,0,0,0,0,0,0,0 +Stand to sit,30,1,11,6,0,5,0,0,0,0,0 +Sitting,5,12,0,151,0,0,0,0,0,0,0 +Stair up,14,0,0,0,40,0,0,0,0,0,0 +Stair down,3,0,0,3,17,34,0,0,0,0,0 +Ramp up,58,3,0,3,33,4,3,0,0,0,0 +Ramp down,15,0,0,0,15,46,0,25,0,0,0 +Grass walking,33,0,0,0,44,1,0,1,0,0,0 +Uneven ground walking,28,0,0,1,53,7,0,3,0,0,1 +Carry,80,0,9,1,37,144,5,72,4,1,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c963c137df9b4c1e8e9330f12a44cb4891ca0180 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,342,0,0,40,331,39,4,41,8,4,1 +Sit to stand,10,11,0,4,0,0,0,0,0,0,0 +Stand to sit,25,0,9,5,0,4,0,0,0,0,0 +Sitting,5,10,0,145,0,0,0,0,0,0,0 +Stair up,12,0,0,0,38,0,0,0,0,0,0 +Stair down,3,0,0,2,16,32,0,0,0,0,0 +Ramp up,56,3,0,3,32,3,3,0,0,0,0 +Ramp down,14,0,0,0,14,45,0,25,0,0,0 +Grass walking,31,0,0,0,41,1,0,1,0,0,0 +Uneven ground walking,28,0,0,1,51,6,0,2,0,0,1 +Carry,76,0,9,1,33,144,5,72,4,1,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b4f1574c951690344ed48dd9918d2233add6fec3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,20,0,0,0,12,4,0,1,0,0,0 +Sit to stand,5,1,0,3,0,0,0,0,0,0,0 +Stand to sit,5,1,2,1,0,1,0,0,0,0,0 +Sitting,0,2,0,6,0,0,0,0,0,0,0 +Stair up,2,0,0,0,2,0,0,0,0,0,0 +Stair down,0,0,0,1,1,2,0,0,0,0,0 +Ramp up,2,0,0,0,1,1,0,0,0,0,0 +Ramp down,1,0,0,0,1,1,0,0,0,0,0 +Grass walking,2,0,0,0,3,0,0,0,0,0,0 +Uneven ground walking,0,0,0,0,2,1,0,1,0,0,0 +Carry,4,0,0,0,4,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..392d5536aef7fa9f8daf1b66e352117170123ad6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5629860031104199,0.42739079102715466,0.48590604026845635,847.0,643,847 +Sit to stand,0.42857142857142855,0.35294117647058826,0.3870967741935484,34.0,28,34 +Stand to sit,0.55,0.20754716981132076,0.3013698630136986,53.0,20,53 +Sitting,0.7122641509433962,0.8988095238095238,0.7947368421052632,168.0,212,168 +Stair up,0.06872852233676977,0.7407407407407407,0.12578616352201258,54.0,582,54 +Stair down,0.11971830985915492,0.5964912280701754,0.19941348973607037,57.0,284,57 +Ramp up,0.25,0.028846153846153848,0.05172413793103448,104.0,12,104 +Ramp down,0.17482517482517482,0.24752475247524752,0.20491803278688525,101.0,143,101 +Grass walking,0.0,0.0,0.0,79.0,12,79 +Uneven ground walking,0.0,0.0,0.0,93.0,5,93 +Carry,0.8181818181818182,0.024861878453038673,0.04825737265415549,362.0,11,362 +accuracy,0.33145491803278687,0.33145491803278687,0.33145491803278687,0.33145491803278687,0,0 +macro avg,0.3350250370752875,0.32046849224581303,0.2362917014737386,1952.0,0,0 +weighted avg,0.5074822721679113,0.33145491803278687,0.3257768037631278,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..741c459c77d95cac5058e74df8f9a61b50a23f6e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5681063122923588,0.4222222222222222,0.48441926345609065,810.0,602,810 +Sit to stand,0.4583333333333333,0.44,0.4489795918367347,25.0,24,25 +Stand to sit,0.5,0.20930232558139536,0.29508196721311475,43.0,18,43 +Sitting,0.7213930348258707,0.90625,0.8033240997229917,160.0,201,160 +Stair up,0.0683453237410072,0.76,0.1254125412541254,50.0,556,50 +Stair down,0.11678832116788321,0.6037735849056604,0.19571865443425077,53.0,274,53 +Ramp up,0.25,0.03,0.05357142857142857,100.0,12,100 +Ramp down,0.1773049645390071,0.25510204081632654,0.20920502092050208,98.0,141,98 +Grass walking,0.0,0.0,0.0,74.0,12,74 +Uneven ground walking,0.0,0.0,0.0,89.0,5,89 +Carry,0.8181818181818182,0.025423728813559324,0.049315068493150684,354.0,11,354 +accuracy,0.3308189655172414,0.3308189655172414,0.3308189655172414,0.3308189655172414,0,0 +macro avg,0.33440482800738897,0.33200671839446944,0.24227523962748992,1856.0,0,0 +weighted avg,0.5119432269571217,0.3308189655172414,0.3258539647860148,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2f65729645745da65d3e6da037e282a4bcbe1f8e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4878048780487805,0.5405405405405406,0.5128205128205128,37.0,41,37 +Sit to stand,0.25,0.1111111111111111,0.15384615384615385,9.0,4,9 +Stand to sit,1.0,0.2,0.3333333333333333,10.0,2,10 +Sitting,0.5454545454545454,0.75,0.631578947368421,8.0,11,8 +Stair up,0.07692307692307693,0.5,0.13333333333333333,4.0,26,4 +Stair down,0.2,0.5,0.2857142857142857,4.0,10,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,3.0,2,3 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,0,8 +accuracy,0.34375,0.34375,0.34375,0.34375,0,0 +macro avg,0.23274386367512753,0.23651378651378652,0.1864205969469127,96.0,0,0 +weighted avg,0.37260530374097445,0.34375,0.3168867682025576,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..00786acf07504b8bfb168c7a0ef31d98902b5fcc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,425,0,0,42,298,31,3,38,2,6,4 +Sit to stand,20,1,0,13,0,0,0,0,0,0,0 +Stand to sit,39,0,2,5,0,7,0,0,0,0,0 +Sitting,13,2,0,151,0,0,0,0,0,0,0 +Stair up,25,0,0,0,29,0,0,0,0,0,0 +Stair down,12,0,0,3,15,27,0,0,0,0,0 +Ramp up,68,0,0,0,26,10,0,0,0,0,0 +Ramp down,71,0,0,0,8,11,0,11,0,0,0 +Grass walking,54,0,0,0,23,2,0,0,0,0,0 +Uneven ground walking,65,0,0,0,20,2,0,4,0,0,2 +Carry,110,0,0,11,34,128,5,63,2,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..67210eeb86b6dc7497908e5fb1f5b400ef7d2aa5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,404,0,0,42,287,28,3,36,2,6,4 +Sit to stand,13,1,0,11,0,0,0,0,0,0,0 +Stand to sit,33,0,1,3,0,6,0,0,0,0,0 +Sitting,11,2,0,145,0,0,0,0,0,0,0 +Stair up,23,0,0,0,27,0,0,0,0,0,0 +Stair down,12,0,0,3,13,25,0,0,0,0,0 +Ramp up,67,0,0,0,25,8,0,0,0,0,0 +Ramp down,69,0,0,0,7,11,0,11,0,0,0 +Grass walking,51,0,0,0,21,2,0,0,0,0,0 +Uneven ground walking,62,0,0,0,20,2,0,3,0,0,2 +Carry,105,0,0,11,31,128,5,63,2,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..122ab70ca6a86ad5b9860da010c91bfe29fa9219 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.47117516629711753,0.5005889281507656,0.4854368932038835,849.0,902,849 +Sit to stand,0.3333333333333333,0.029411764705882353,0.05405405405405406,34.0,3,34 +Stand to sit,1.0,0.03773584905660377,0.07272727272727272,53.0,2,53 +Sitting,0.6711111111111111,0.9096385542168675,0.7723785166240409,166.0,225,166 +Stair up,0.0640176600441501,0.5370370370370371,0.11439842209072978,54.0,453,54 +Stair down,0.12385321100917432,0.47368421052631576,0.19636363636363635,57.0,218,57 +Ramp up,0.0,0.0,0.0,104.0,8,104 +Ramp down,0.09482758620689655,0.10891089108910891,0.10138248847926268,101.0,116,101 +Grass walking,0.0,0.0,0.0,79.0,4,79 +Uneven ground walking,0.0,0.0,0.0,93.0,6,93 +Carry,0.6,0.024861878453038673,0.04774535809018567,362.0,15,362 +accuracy,0.3355532786885246,0.3355532786885246,0.3355532786885246,0.3355532786885246,0,0 +macro avg,0.3053016425456167,0.23835173756687456,0.16768060378482413,1952.0,0,0 +weighted avg,0.4165264686684601,0.3355532786885246,0.3027340329983353,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ad0e643c64bfb9ff1aa8f79bd8157af774474a80 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4752941176470588,0.4975369458128079,0.4861612515042118,812.0,850,812 +Sit to stand,0.3333333333333333,0.04,0.07142857142857142,25.0,3,25 +Stand to sit,1.0,0.023255813953488372,0.045454545454545456,43.0,1,43 +Sitting,0.6744186046511628,0.9177215189873418,0.7774798927613941,158.0,215,158 +Stair up,0.06264501160092807,0.54,0.11226611226611227,50.0,431,50 +Stair down,0.11904761904761904,0.4716981132075472,0.19011406844106463,53.0,210,53 +Ramp up,0.0,0.0,0.0,100.0,8,100 +Ramp down,0.09734513274336283,0.11224489795918367,0.10426540284360189,98.0,113,98 +Grass walking,0.0,0.0,0.0,74.0,4,74 +Uneven ground walking,0.0,0.0,0.0,89.0,6,89 +Carry,0.6,0.025423728813559324,0.04878048780487805,354.0,15,354 +accuracy,0.33566810344827586,0.33566810344827586,0.33566810344827586,0.33566810344827586,0,0 +macro avg,0.3056439835475877,0.2388982744303571,0.1669045756822163,1856.0,0,0 +weighted avg,0.41767882208838825,0.33566810344827586,0.3041598450540204,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c6147c975602e22104035c25256e8b440d526e6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.40384615384615385,0.5675675675675675,0.47191011235955055,37.0,52,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,1.0,0.1,0.18181818181818182,10.0,1,10 +Sitting,0.6,0.75,0.6666666666666666,8.0,10,8 +Stair up,0.09090909090909091,0.5,0.15384615384615385,4.0,22,4 +Stair down,0.25,0.5,0.3333333333333333,4.0,8,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,3.0,3,3 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,8.0,0,8 +accuracy,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0,0 +macro avg,0.21315956770502223,0.2197788697788698,0.16432494982035328,96.0,0,0 +weighted avg,0.3240202505827506,0.3333333333333333,0.2766761172660049,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3aa91fef072e5133c297a9c0b26dae44dce386e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15333,40,15,179,522,123,200,1648,36,12,1660 +Sit to stand,230,358,70,498,0,0,0,0,0,0,4 +Stand to sit,549,38,461,335,2,4,8,7,0,0,92 +Sitting,470,65,87,3238,0,0,0,1,0,0,25 +Stair up,449,26,1,65,638,6,13,10,2,3,11 +Stair down,776,4,5,10,64,275,2,61,1,1,4 +Ramp up,1229,11,1,15,71,21,379,85,0,4,56 +Ramp down,948,0,0,0,40,123,0,1335,0,2,4 +Grass walking,1294,1,1,0,224,114,37,285,315,40,53 +Uneven ground walking,1494,0,4,5,219,39,107,192,18,199,25 +Carry,2042,0,7,0,85,362,81,557,11,2,2646 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..207e2730074859c40ad389ca4e79dc75fe3e5eab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14817,38,14,141,487,109,189,1598,34,11,1589 +Sit to stand,118,305,63,374,0,0,0,0,0,0,4 +Stand to sit,428,27,432,227,0,3,6,4,0,0,73 +Sitting,430,44,83,3055,0,0,0,1,0,0,24 +Stair up,410,26,1,65,615,5,11,6,1,3,5 +Stair down,730,4,5,9,57,267,2,59,1,1,4 +Ramp up,1187,11,1,15,70,20,372,85,0,4,44 +Ramp down,898,0,0,0,34,123,0,1316,0,2,4 +Grass walking,1253,1,1,0,223,112,36,271,309,40,47 +Uneven ground walking,1450,0,4,4,216,37,106,185,18,193,19 +Carry,1956,0,7,0,79,362,81,555,11,2,2617 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7175df6bd8fe4ba926d66c3fb00f9ab77b1aab27 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,516,2,1,38,35,14,11,50,2,1,71 +Sit to stand,112,53,7,124,0,0,0,0,0,0,0 +Stand to sit,121,11,29,108,2,1,2,3,0,0,19 +Sitting,40,21,4,183,0,0,0,0,0,0,1 +Stair up,39,0,0,0,23,1,2,4,1,0,6 +Stair down,46,0,0,1,7,8,0,2,0,0,0 +Ramp up,42,0,0,0,1,1,7,0,0,0,12 +Ramp down,50,0,0,0,6,0,0,19,0,0,0 +Grass walking,41,0,0,0,1,2,1,14,6,0,6 +Uneven ground walking,44,0,0,1,3,2,1,7,0,6,6 +Carry,86,0,0,0,6,0,0,2,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..66677d6204f9b9acfd74daa9d0e42849b4bd8843 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6179173047473201,0.7756475111290976,0.6878560854156386,19768.0,24814,19768 +Sit to stand,0.6593001841620626,0.3086206896551724,0.42043452730475633,1160.0,543,1160 +Stand to sit,0.7070552147239264,0.30815508021390375,0.4292364990689013,1496.0,652,1496 +Sitting,0.7452243958573073,0.8332475553268142,0.7867816790183453,3886.0,4345,3886 +Stair up,0.3420911528150134,0.5212418300653595,0.41307866623502754,1224.0,1865,1224 +Stair down,0.25773195876288657,0.228595178719867,0.2422907488986784,1203.0,1067,1203 +Ramp up,0.45828295042321643,0.20245726495726496,0.280844757317525,1872.0,827,1872 +Ramp down,0.3193016024874432,0.5444535073409462,0.4025327905924921,2452.0,4181,2452 +Grass walking,0.8224543080939948,0.13324873096446702,0.22934109938114305,2364.0,383,2364 +Uneven ground walking,0.7566539923954373,0.08644656820156386,0.15516569200779728,2302.0,263,2302 +Carry,0.5777292576419214,0.45675815639564993,0.510170635303191,5793.0,4580,5793 +accuracy,0.578515625,0.578515625,0.578515625,0.578515625,0,0 +macro avg,0.5694311201918663,0.3998974611791006,0.4143393800494087,43520.0,0,0 +weighted avg,0.6051462199374646,0.578515625,0.5503084254209689,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b184b229a83e2e0f3392de447871112ccad2605 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6257971871436415,0.7787354811583539,0.6939396777819408,19027.0,23677,19027 +Sit to stand,0.668859649122807,0.35300925925925924,0.4621212121212121,864.0,456,864 +Stand to sit,0.707037643207856,0.36,0.4770844837106571,1200.0,611,1200 +Sitting,0.7853470437017995,0.8399780038493264,0.8117443868739206,3637.0,3890,3637 +Stair up,0.34531162268388543,0.5357142857142857,0.4199385455786958,1148.0,1781,1148 +Stair down,0.25722543352601157,0.2344161545215101,0.24529168580615526,1139.0,1038,1139 +Ramp up,0.46326276463262767,0.20563847429519072,0.28483920367534454,1809.0,803,1809 +Ramp down,0.32254901960784316,0.5536390408077408,0.40761963760260184,2377.0,4080,2377 +Grass walking,0.8262032085561497,0.13475795900566942,0.23172103487064116,2293.0,374,2293 +Uneven ground walking,0.75390625,0.08646953405017921,0.15514469453376206,2232.0,256,2232 +Carry,0.590744920993228,0.4615520282186949,0.5182178217821782,5670.0,4430,5670 +accuracy,0.5869649241472606,0.5869649241472606,0.5869649241472606,0.5869649241472606,0,0 +macro avg,0.5769313402887136,0.4130827473527464,0.4279693076670099,41396.0,0,0 +weighted avg,0.6138408413403079,0.5869649241472606,0.5601810733185157,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b4809930bd41faf75ffff9edc2a8ba772a127cef --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.45382585751978893,0.6963562753036437,0.549520766773163,741.0,1137,741 +Sit to stand,0.6091954022988506,0.17905405405405406,0.27676240208877284,296.0,87,296 +Stand to sit,0.7073170731707317,0.09797297297297297,0.17210682492581603,296.0,41,296 +Sitting,0.4021978021978022,0.7349397590361446,0.5198863636363636,249.0,455,249 +Stair up,0.27380952380952384,0.3026315789473684,0.2875,76.0,84,76 +Stair down,0.27586206896551724,0.125,0.17204301075268819,64.0,29,64 +Ramp up,0.2916666666666667,0.1111111111111111,0.16091954022988506,63.0,24,63 +Ramp down,0.18811881188118812,0.25333333333333335,0.2159090909090909,75.0,101,75 +Grass walking,0.6666666666666666,0.08450704225352113,0.15,71.0,9,71 +Uneven ground walking,0.8571428571428571,0.08571428571428572,0.15584415584415584,70.0,7,70 +Carry,0.19333333333333333,0.23577235772357724,0.21245421245421245,123.0,150,123 +accuracy,0.4138418079096045,0.4138418079096045,0.4138418079096045,0.4138418079096045,0,0 +macro avg,0.4471941876048115,0.26421752458636477,0.2611769425103771,2124.0,0,0 +weighted avg,0.4840780820885839,0.4138418079096045,0.3655342318749916,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..66677d6204f9b9acfd74daa9d0e42849b4bd8843 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6179173047473201,0.7756475111290976,0.6878560854156386,19768.0,24814,19768 +Sit to stand,0.6593001841620626,0.3086206896551724,0.42043452730475633,1160.0,543,1160 +Stand to sit,0.7070552147239264,0.30815508021390375,0.4292364990689013,1496.0,652,1496 +Sitting,0.7452243958573073,0.8332475553268142,0.7867816790183453,3886.0,4345,3886 +Stair up,0.3420911528150134,0.5212418300653595,0.41307866623502754,1224.0,1865,1224 +Stair down,0.25773195876288657,0.228595178719867,0.2422907488986784,1203.0,1067,1203 +Ramp up,0.45828295042321643,0.20245726495726496,0.280844757317525,1872.0,827,1872 +Ramp down,0.3193016024874432,0.5444535073409462,0.4025327905924921,2452.0,4181,2452 +Grass walking,0.8224543080939948,0.13324873096446702,0.22934109938114305,2364.0,383,2364 +Uneven ground walking,0.7566539923954373,0.08644656820156386,0.15516569200779728,2302.0,263,2302 +Carry,0.5777292576419214,0.45675815639564993,0.510170635303191,5793.0,4580,5793 +accuracy,0.578515625,0.578515625,0.578515625,0.578515625,0,0 +macro avg,0.5694311201918663,0.3998974611791006,0.4143393800494087,43520.0,0,0 +weighted avg,0.6051462199374646,0.578515625,0.5503084254209689,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b184b229a83e2e0f3392de447871112ccad2605 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6257971871436415,0.7787354811583539,0.6939396777819408,19027.0,23677,19027 +Sit to stand,0.668859649122807,0.35300925925925924,0.4621212121212121,864.0,456,864 +Stand to sit,0.707037643207856,0.36,0.4770844837106571,1200.0,611,1200 +Sitting,0.7853470437017995,0.8399780038493264,0.8117443868739206,3637.0,3890,3637 +Stair up,0.34531162268388543,0.5357142857142857,0.4199385455786958,1148.0,1781,1148 +Stair down,0.25722543352601157,0.2344161545215101,0.24529168580615526,1139.0,1038,1139 +Ramp up,0.46326276463262767,0.20563847429519072,0.28483920367534454,1809.0,803,1809 +Ramp down,0.32254901960784316,0.5536390408077408,0.40761963760260184,2377.0,4080,2377 +Grass walking,0.8262032085561497,0.13475795900566942,0.23172103487064116,2293.0,374,2293 +Uneven ground walking,0.75390625,0.08646953405017921,0.15514469453376206,2232.0,256,2232 +Carry,0.590744920993228,0.4615520282186949,0.5182178217821782,5670.0,4430,5670 +accuracy,0.5869649241472606,0.5869649241472606,0.5869649241472606,0.5869649241472606,0,0 +macro avg,0.5769313402887136,0.4130827473527464,0.4279693076670099,41396.0,0,0 +weighted avg,0.6138408413403079,0.5869649241472606,0.5601810733185157,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b4809930bd41faf75ffff9edc2a8ba772a127cef --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.45382585751978893,0.6963562753036437,0.549520766773163,741.0,1137,741 +Sit to stand,0.6091954022988506,0.17905405405405406,0.27676240208877284,296.0,87,296 +Stand to sit,0.7073170731707317,0.09797297297297297,0.17210682492581603,296.0,41,296 +Sitting,0.4021978021978022,0.7349397590361446,0.5198863636363636,249.0,455,249 +Stair up,0.27380952380952384,0.3026315789473684,0.2875,76.0,84,76 +Stair down,0.27586206896551724,0.125,0.17204301075268819,64.0,29,64 +Ramp up,0.2916666666666667,0.1111111111111111,0.16091954022988506,63.0,24,63 +Ramp down,0.18811881188118812,0.25333333333333335,0.2159090909090909,75.0,101,75 +Grass walking,0.6666666666666666,0.08450704225352113,0.15,71.0,9,71 +Uneven ground walking,0.8571428571428571,0.08571428571428572,0.15584415584415584,70.0,7,70 +Carry,0.19333333333333333,0.23577235772357724,0.21245421245421245,123.0,150,123 +accuracy,0.4138418079096045,0.4138418079096045,0.4138418079096045,0.4138418079096045,0,0 +macro avg,0.4471941876048115,0.26421752458636477,0.2611769425103771,2124.0,0,0 +weighted avg,0.4840780820885839,0.4138418079096045,0.3655342318749916,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b07fbab3de6c2a8f223e521b4d9d548ca544688 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15349,35,21,183,502,121,198,1678,42,15,1641 +Sit to stand,225,337,65,530,0,0,0,0,0,0,1 +Stand to sit,582,31,429,344,2,5,8,8,0,0,90 +Sitting,467,81,87,3211,0,0,0,1,0,0,27 +Stair up,477,26,1,64,608,4,13,11,2,3,12 +Stair down,806,4,5,11,51,256,2,67,1,1,3 +Ramp up,1244,12,0,14,63,22,363,89,1,3,60 +Ramp down,956,0,0,0,41,106,0,1341,0,2,3 +Grass walking,1343,1,1,0,212,86,35,290,303,39,56 +Uneven ground walking,1526,0,2,7,193,35,101,199,19,193,28 +Carry,2064,0,9,0,80,377,61,562,10,2,2622 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e5a4b5c93e93f60653c4446b3ee295c29b354a24 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14811,32,19,145,469,109,192,1626,40,14,1570 +Sit to stand,123,279,60,398,0,0,0,0,0,0,1 +Stand to sit,457,26,398,236,0,3,7,5,0,0,73 +Sitting,426,60,83,3039,0,0,0,1,0,0,25 +Stair up,439,26,1,64,584,4,11,6,1,3,6 +Stair down,753,4,5,10,45,251,2,65,1,1,3 +Ramp up,1199,12,0,14,63,21,357,89,1,3,48 +Ramp down,907,0,0,0,35,106,0,1322,0,2,3 +Grass walking,1300,1,1,0,211,84,33,279,297,39,48 +Uneven ground walking,1482,0,2,6,190,32,101,191,19,187,22 +Carry,1974,0,9,0,74,376,61,559,10,2,2597 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e9f79e2f685eaedcd29710905283d0c8955d59aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,538,3,2,38,33,12,6,52,2,1,71 +Sit to stand,102,58,5,132,0,0,0,0,0,0,0 +Stand to sit,125,5,31,108,2,2,1,3,0,0,17 +Sitting,41,21,4,172,0,0,0,0,0,0,2 +Stair up,38,0,0,0,24,0,2,5,1,0,6 +Stair down,53,0,0,1,6,5,0,2,0,0,0 +Ramp up,45,0,0,0,0,1,6,0,0,0,12 +Ramp down,49,0,0,0,6,0,0,19,0,0,0 +Grass walking,43,0,0,0,1,2,2,11,6,0,8 +Uneven ground walking,44,0,0,1,3,3,0,8,0,6,6 +Carry,90,0,0,0,6,1,0,3,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0cc911e7b645d20aa6dfe3229f0903d6f480e806 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6130037142058389,0.7757897397017943,0.6848563269676958,19785.0,25039,19785 +Sit to stand,0.6394686907020873,0.2910189982728843,0.4,1158.0,527,1158 +Stand to sit,0.6919354838709677,0.28619079386257507,0.4049079754601227,1499.0,620,1499 +Sitting,0.7357928505957837,0.8288590604026845,0.7795581451808692,3874.0,4364,3874 +Stair up,0.3470319634703196,0.49795249795249796,0.40901446350487725,1221.0,1752,1221 +Stair down,0.25296442687747034,0.212096106048053,0.23073456511942317,1207.0,1012,1207 +Ramp up,0.4647887323943662,0.19401389631213256,0.2737556561085973,1871.0,781,1871 +Ramp down,0.3158266603862459,0.5475704369130258,0.40059746079163555,2449.0,4246,2449 +Grass walking,0.8015873015873016,0.12806424344885883,0.22084548104956267,2366.0,378,2366 +Uneven ground walking,0.748062015503876,0.08380373425966131,0.15072237407262787,2303.0,258,2303 +Carry,0.5771516618974246,0.45308449974079834,0.507647628267183,5787.0,4543,5787 +accuracy,0.5747242647058823,0.5747242647058823,0.5747242647058823,0.5747242647058823,0,0 +macro avg,0.5625103183174255,0.3907676369922697,0.4056945524111449,43520.0,0,0 +weighted avg,0.5994464238929619,0.5747242647058823,0.5450046390908201,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e8a974d54028721ed0db773474b9d5dd322229b5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6204599723513887,0.778420139801335,0.6905217026434799,19027.0,23871,19027 +Sit to stand,0.634090909090909,0.3240418118466899,0.42890084550345886,861.0,440,861 +Stand to sit,0.6885813148788927,0.33029045643153526,0.4464385866517106,1205.0,578,1205 +Sitting,0.776840490797546,0.8362685745734728,0.8054598462761728,3634.0,3912,3634 +Stair up,0.3494913225613405,0.5100436681222708,0.4147727272727273,1145.0,1671,1145 +Stair down,0.25456389452332656,0.22017543859649122,0.2361241768579492,1140.0,986,1140 +Ramp up,0.46727748691099474,0.1975650249031544,0.2777129521586931,1807.0,764,1807 +Ramp down,0.3190924450881004,0.5566315789473684,0.40564590365142683,2375.0,4143,2375 +Grass walking,0.8048780487804879,0.12952464020933274,0.2231404958677686,2293.0,369,2293 +Uneven ground walking,0.7450199203187251,0.08378136200716846,0.15062424486508255,2232.0,251,2232 +Carry,0.5907643312101911,0.4586718474037443,0.5164048518592166,5662.0,4396,5662 +accuracy,0.5829245305816679,0.5829245305816679,0.5829245305816679,0.5829245305816679,0,0 +macro avg,0.5682781942283547,0.40231041298568754,0.4177951212370624,41381.0,0,0 +weighted avg,0.6077713406148566,0.5829245305816679,0.5546968668064491,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..114103aa2f2763bd713ebfa910b2c3c0fc11a203 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4606164383561644,0.7097625329815304,0.5586708203530634,758.0,1168,758 +Sit to stand,0.6666666666666666,0.19528619528619529,0.3020833333333333,297.0,87,297 +Stand to sit,0.7380952380952381,0.1054421768707483,0.18452380952380953,294.0,42,294 +Sitting,0.3805309734513274,0.7166666666666667,0.49710982658959535,240.0,452,240 +Stair up,0.2962962962962963,0.3157894736842105,0.3057324840764331,76.0,81,76 +Stair down,0.19230769230769232,0.07462686567164178,0.10752688172043011,67.0,26,67 +Ramp up,0.35294117647058826,0.09375,0.14814814814814814,64.0,17,64 +Ramp down,0.18446601941747573,0.25675675675675674,0.21468926553672316,74.0,103,74 +Grass walking,0.6666666666666666,0.0821917808219178,0.14634146341463414,73.0,9,73 +Uneven ground walking,0.8571428571428571,0.08450704225352113,0.15384615384615385,71.0,7,71 +Carry,0.17006802721088435,0.2,0.18382352941176472,125.0,147,125 +accuracy,0.4160822814399252,0.4160822814399252,0.4160822814399252,0.4160822814399252,0,0 +macro avg,0.45143618655289613,0.25770722645392624,0.2547723378140081,2139.0,0,0 +weighted avg,0.494576372819825,0.4160822814399252,0.36799438622450553,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..0cc911e7b645d20aa6dfe3229f0903d6f480e806 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6130037142058389,0.7757897397017943,0.6848563269676958,19785.0,25039,19785 +Sit to stand,0.6394686907020873,0.2910189982728843,0.4,1158.0,527,1158 +Stand to sit,0.6919354838709677,0.28619079386257507,0.4049079754601227,1499.0,620,1499 +Sitting,0.7357928505957837,0.8288590604026845,0.7795581451808692,3874.0,4364,3874 +Stair up,0.3470319634703196,0.49795249795249796,0.40901446350487725,1221.0,1752,1221 +Stair down,0.25296442687747034,0.212096106048053,0.23073456511942317,1207.0,1012,1207 +Ramp up,0.4647887323943662,0.19401389631213256,0.2737556561085973,1871.0,781,1871 +Ramp down,0.3158266603862459,0.5475704369130258,0.40059746079163555,2449.0,4246,2449 +Grass walking,0.8015873015873016,0.12806424344885883,0.22084548104956267,2366.0,378,2366 +Uneven ground walking,0.748062015503876,0.08380373425966131,0.15072237407262787,2303.0,258,2303 +Carry,0.5771516618974246,0.45308449974079834,0.507647628267183,5787.0,4543,5787 +accuracy,0.5747242647058823,0.5747242647058823,0.5747242647058823,0.5747242647058823,0,0 +macro avg,0.5625103183174255,0.3907676369922697,0.4056945524111449,43520.0,0,0 +weighted avg,0.5994464238929619,0.5747242647058823,0.5450046390908201,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..e8a974d54028721ed0db773474b9d5dd322229b5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6204599723513887,0.778420139801335,0.6905217026434799,19027.0,23871,19027 +Sit to stand,0.634090909090909,0.3240418118466899,0.42890084550345886,861.0,440,861 +Stand to sit,0.6885813148788927,0.33029045643153526,0.4464385866517106,1205.0,578,1205 +Sitting,0.776840490797546,0.8362685745734728,0.8054598462761728,3634.0,3912,3634 +Stair up,0.3494913225613405,0.5100436681222708,0.4147727272727273,1145.0,1671,1145 +Stair down,0.25456389452332656,0.22017543859649122,0.2361241768579492,1140.0,986,1140 +Ramp up,0.46727748691099474,0.1975650249031544,0.2777129521586931,1807.0,764,1807 +Ramp down,0.3190924450881004,0.5566315789473684,0.40564590365142683,2375.0,4143,2375 +Grass walking,0.8048780487804879,0.12952464020933274,0.2231404958677686,2293.0,369,2293 +Uneven ground walking,0.7450199203187251,0.08378136200716846,0.15062424486508255,2232.0,251,2232 +Carry,0.5907643312101911,0.4586718474037443,0.5164048518592166,5662.0,4396,5662 +accuracy,0.5829245305816679,0.5829245305816679,0.5829245305816679,0.5829245305816679,0,0 +macro avg,0.5682781942283547,0.40231041298568754,0.4177951212370624,41381.0,0,0 +weighted avg,0.6077713406148566,0.5829245305816679,0.5546968668064491,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..114103aa2f2763bd713ebfa910b2c3c0fc11a203 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4606164383561644,0.7097625329815304,0.5586708203530634,758.0,1168,758 +Sit to stand,0.6666666666666666,0.19528619528619529,0.3020833333333333,297.0,87,297 +Stand to sit,0.7380952380952381,0.1054421768707483,0.18452380952380953,294.0,42,294 +Sitting,0.3805309734513274,0.7166666666666667,0.49710982658959535,240.0,452,240 +Stair up,0.2962962962962963,0.3157894736842105,0.3057324840764331,76.0,81,76 +Stair down,0.19230769230769232,0.07462686567164178,0.10752688172043011,67.0,26,67 +Ramp up,0.35294117647058826,0.09375,0.14814814814814814,64.0,17,64 +Ramp down,0.18446601941747573,0.25675675675675674,0.21468926553672316,74.0,103,74 +Grass walking,0.6666666666666666,0.0821917808219178,0.14634146341463414,73.0,9,73 +Uneven ground walking,0.8571428571428571,0.08450704225352113,0.15384615384615385,71.0,7,71 +Carry,0.17006802721088435,0.2,0.18382352941176472,125.0,147,125 +accuracy,0.4160822814399252,0.4160822814399252,0.4160822814399252,0.4160822814399252,0,0 +macro avg,0.45143618655289613,0.25770722645392624,0.2547723378140081,2139.0,0,0 +weighted avg,0.494576372819825,0.4160822814399252,0.36799438622450553,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1f137fd68fa8332bb8135426a30a765b0c3d3104 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15254,31,23,195,500,121,206,1748,45,18,1658 +Sit to stand,206,331,57,566,0,0,0,0,0,0,0 +Stand to sit,600,28,400,335,2,6,12,10,0,0,96 +Sitting,475,92,73,3200,0,1,0,1,0,0,30 +Stair up,486,31,0,59,592,4,13,15,1,2,14 +Stair down,817,4,5,11,49,244,2,71,0,0,3 +Ramp up,1257,9,0,14,61,22,350,92,1,4,63 +Ramp down,951,0,0,0,43,92,0,1358,0,2,4 +Grass walking,1384,0,1,0,207,67,27,305,270,41,59 +Uneven ground walking,1554,0,2,8,181,31,95,208,13,191,26 +Carry,2007,0,8,0,87,394,59,585,10,2,2632 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a041c6c87a869f9a023e6caeca487bb90231035a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14729,28,22,154,465,109,201,1696,42,17,1579 +Sit to stand,121,266,51,428,0,0,0,0,0,0,0 +Stand to sit,473,22,377,227,1,5,10,6,0,0,78 +Sitting,431,71,71,3028,0,1,0,1,0,0,28 +Stair up,446,27,0,59,573,4,12,10,1,2,9 +Stair down,771,4,5,10,45,235,2,69,0,0,3 +Ramp up,1213,9,0,13,60,21,343,91,1,4,53 +Ramp down,901,0,0,0,36,92,0,1341,0,2,4 +Grass walking,1342,0,1,0,206,64,26,292,264,41,53 +Uneven ground walking,1509,0,2,7,179,28,95,200,13,186,21 +Carry,1922,0,8,0,82,392,59,582,10,2,2606 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..cff6db783cb3e5d54d6565600f88984b24383175 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,525,3,1,41,35,12,5,52,3,1,79 +Sit to stand,85,65,6,138,0,0,0,0,0,0,0 +Stand to sit,127,6,23,108,1,1,2,4,0,0,18 +Sitting,44,21,2,172,0,0,0,0,0,0,2 +Stair up,40,4,0,0,19,0,1,5,0,0,5 +Stair down,46,0,0,1,4,9,0,2,0,0,0 +Ramp up,44,0,0,1,1,1,7,1,0,0,10 +Ramp down,50,0,0,0,7,0,0,17,0,0,0 +Grass walking,42,0,0,0,1,3,1,13,6,0,6 +Uneven ground walking,45,0,0,1,2,3,0,8,0,5,5 +Carry,85,0,0,0,5,2,0,3,0,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6b342666c9127d21b171f6334d536deb68325b7a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6103797367052138,0.7704429516642255,0.6811341817369949,19799.0,24991,19799 +Sit to stand,0.629277566539924,0.2853448275862069,0.3926453143534994,1160.0,526,1160 +Stand to sit,0.70298769771529,0.2686366689053056,0.38872691933916426,1489.0,569,1489 +Sitting,0.7292616226071102,0.8264462809917356,0.774818401937046,3872.0,4388,3872 +Stair up,0.3437862950058072,0.4864420706655711,0.40285811500510377,1217.0,1722,1217 +Stair down,0.2484725050916497,0.2023217247097844,0.2230347349177331,1206.0,982,1206 +Ramp up,0.4581151832460733,0.18686599038974908,0.26545316647705725,1873.0,764,1873 +Ramp down,0.3091281584338721,0.5542857142857143,0.3969019435919918,2450.0,4393,2450 +Grass walking,0.7941176470588235,0.11435832274459974,0.1999259533506109,2361.0,340,2361 +Uneven ground walking,0.7346153846153847,0.08271979211779991,0.14869599065784353,2309.0,260,2309 +Carry,0.5740458015267176,0.45504840940525587,0.5076670845790336,5784.0,4585,5784 +accuracy,0.5703584558823529,0.5703584558823529,0.5703584558823529,0.5703584558823529,0,0 +macro avg,0.5576534180496242,0.3848102503150861,0.3983510732678253,43520.0,0,0 +weighted avg,0.5953630321967935,0.5703584558823529,0.539998342335383,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0d9512c57d6d37a5faaf5b0dfa8b15410ddeb2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6173610528963032,0.7735006827013969,0.6866666666666666,19042.0,23858,19042 +Sit to stand,0.6229508196721312,0.3071593533487298,0.411446249033256,866.0,427,866 +Stand to sit,0.702048417132216,0.31442869057547956,0.434331797235023,1199.0,537,1199 +Sitting,0.7712684666327051,0.8339300468190581,0.8013762074897446,3631.0,3926,3631 +Stair up,0.34790528233151186,0.5013123359580053,0.410752688172043,1143.0,1647,1143 +Stair down,0.24710830704521555,0.20541958041958042,0.2243436754176611,1144.0,951,1144 +Ramp up,0.4585561497326203,0.18971238938053098,0.2683881064162754,1808.0,748,1808 +Ramp down,0.3127332089552239,0.5643939393939394,0.4024609843937575,2376.0,4288,2376 +Grass walking,0.797583081570997,0.11533420707732635,0.2015267175572519,2289.0,331,2289 +Uneven ground walking,0.7322834645669292,0.08303571428571428,0.1491579791499599,2240.0,254,2240 +Carry,0.5877311682453766,0.46018011654600033,0.5161929285926513,5663.0,4434,5663 +accuracy,0.5784401342962731,0.5784401342962731,0.5784401342962731,0.5784401342962731,0,0 +macro avg,0.5634117653437481,0.3953097324096147,0.4096949091022081,41401.0,0,0 +weighted avg,0.6034702528405277,0.5784401342962731,0.5494703393539482,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..77a81736e36f149507be479036d2a6979ea90aaa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46337157987643424,0.6935270805812418,0.5555555555555556,757.0,1133,757 +Sit to stand,0.6565656565656566,0.22108843537414966,0.33078880407124683,294.0,99,294 +Stand to sit,0.71875,0.07931034482758621,0.14285714285714285,290.0,32,290 +Sitting,0.3722943722943723,0.7136929460580913,0.48933143669985774,241.0,462,241 +Stair up,0.25333333333333335,0.25675675675675674,0.2550335570469799,74.0,75,74 +Stair down,0.2903225806451613,0.14516129032258066,0.1935483870967742,62.0,31,62 +Ramp up,0.4375,0.1076923076923077,0.1728395061728395,65.0,16,65 +Ramp down,0.1619047619047619,0.22972972972972974,0.18994413407821228,74.0,105,74 +Grass walking,0.6666666666666666,0.08333333333333333,0.14814814814814814,72.0,9,72 +Uneven ground walking,0.8333333333333334,0.07246376811594203,0.13333333333333333,69.0,6,69 +Carry,0.17218543046357615,0.21487603305785125,0.19117647058823528,121.0,151,121 +accuracy,0.4124587069372345,0.4124587069372345,0.4124587069372345,0.4124587069372345,0,0 +macro avg,0.4569297922802997,0.2561483659863246,0.254777861422575,2119.0,0,0 +weighted avg,0.4933754548623971,0.4124587069372345,0.3663647231137713,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..6b342666c9127d21b171f6334d536deb68325b7a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6103797367052138,0.7704429516642255,0.6811341817369949,19799.0,24991,19799 +Sit to stand,0.629277566539924,0.2853448275862069,0.3926453143534994,1160.0,526,1160 +Stand to sit,0.70298769771529,0.2686366689053056,0.38872691933916426,1489.0,569,1489 +Sitting,0.7292616226071102,0.8264462809917356,0.774818401937046,3872.0,4388,3872 +Stair up,0.3437862950058072,0.4864420706655711,0.40285811500510377,1217.0,1722,1217 +Stair down,0.2484725050916497,0.2023217247097844,0.2230347349177331,1206.0,982,1206 +Ramp up,0.4581151832460733,0.18686599038974908,0.26545316647705725,1873.0,764,1873 +Ramp down,0.3091281584338721,0.5542857142857143,0.3969019435919918,2450.0,4393,2450 +Grass walking,0.7941176470588235,0.11435832274459974,0.1999259533506109,2361.0,340,2361 +Uneven ground walking,0.7346153846153847,0.08271979211779991,0.14869599065784353,2309.0,260,2309 +Carry,0.5740458015267176,0.45504840940525587,0.5076670845790336,5784.0,4585,5784 +accuracy,0.5703584558823529,0.5703584558823529,0.5703584558823529,0.5703584558823529,0,0 +macro avg,0.5576534180496242,0.3848102503150861,0.3983510732678253,43520.0,0,0 +weighted avg,0.5953630321967935,0.5703584558823529,0.539998342335383,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0d9512c57d6d37a5faaf5b0dfa8b15410ddeb2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6173610528963032,0.7735006827013969,0.6866666666666666,19042.0,23858,19042 +Sit to stand,0.6229508196721312,0.3071593533487298,0.411446249033256,866.0,427,866 +Stand to sit,0.702048417132216,0.31442869057547956,0.434331797235023,1199.0,537,1199 +Sitting,0.7712684666327051,0.8339300468190581,0.8013762074897446,3631.0,3926,3631 +Stair up,0.34790528233151186,0.5013123359580053,0.410752688172043,1143.0,1647,1143 +Stair down,0.24710830704521555,0.20541958041958042,0.2243436754176611,1144.0,951,1144 +Ramp up,0.4585561497326203,0.18971238938053098,0.2683881064162754,1808.0,748,1808 +Ramp down,0.3127332089552239,0.5643939393939394,0.4024609843937575,2376.0,4288,2376 +Grass walking,0.797583081570997,0.11533420707732635,0.2015267175572519,2289.0,331,2289 +Uneven ground walking,0.7322834645669292,0.08303571428571428,0.1491579791499599,2240.0,254,2240 +Carry,0.5877311682453766,0.46018011654600033,0.5161929285926513,5663.0,4434,5663 +accuracy,0.5784401342962731,0.5784401342962731,0.5784401342962731,0.5784401342962731,0,0 +macro avg,0.5634117653437481,0.3953097324096147,0.4096949091022081,41401.0,0,0 +weighted avg,0.6034702528405277,0.5784401342962731,0.5494703393539482,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..77a81736e36f149507be479036d2a6979ea90aaa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.46337157987643424,0.6935270805812418,0.5555555555555556,757.0,1133,757 +Sit to stand,0.6565656565656566,0.22108843537414966,0.33078880407124683,294.0,99,294 +Stand to sit,0.71875,0.07931034482758621,0.14285714285714285,290.0,32,290 +Sitting,0.3722943722943723,0.7136929460580913,0.48933143669985774,241.0,462,241 +Stair up,0.25333333333333335,0.25675675675675674,0.2550335570469799,74.0,75,74 +Stair down,0.2903225806451613,0.14516129032258066,0.1935483870967742,62.0,31,62 +Ramp up,0.4375,0.1076923076923077,0.1728395061728395,65.0,16,65 +Ramp down,0.1619047619047619,0.22972972972972974,0.18994413407821228,74.0,105,74 +Grass walking,0.6666666666666666,0.08333333333333333,0.14814814814814814,72.0,9,72 +Uneven ground walking,0.8333333333333334,0.07246376811594203,0.13333333333333333,69.0,6,69 +Carry,0.17218543046357615,0.21487603305785125,0.19117647058823528,121.0,151,121 +accuracy,0.4124587069372345,0.4124587069372345,0.4124587069372345,0.4124587069372345,0,0 +macro avg,0.4569297922802997,0.2561483659863246,0.254777861422575,2119.0,0,0 +weighted avg,0.4933754548623971,0.4124587069372345,0.3663647231137713,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4746ca149e9dec2f9bd9da180a91237aac6371ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15266,31,22,204,496,133,189,1756,43,23,1635 +Sit to stand,213,308,46,596,0,0,0,0,0,0,0 +Stand to sit,657,25,316,363,1,6,13,13,0,0,110 +Sitting,472,93,62,3197,0,2,0,3,0,0,29 +Stair up,525,21,0,59,559,3,15,18,0,2,18 +Stair down,835,2,2,13,48,230,1,68,0,0,3 +Ramp up,1275,4,0,15,55,23,339,93,1,4,63 +Ramp down,952,0,0,0,41,82,0,1367,0,2,4 +Grass walking,1432,0,1,0,190,54,28,310,246,44,58 +Uneven ground walking,1582,0,0,7,164,27,87,213,7,189,27 +Carry,2034,0,8,0,76,402,52,592,8,2,2615 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4fdc1325fa1a9a0614f2ecb3e2f6e0f18127291b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14763,25,21,156,461,120,184,1698,38,20,1556 +Sit to stand,127,241,41,461,0,0,0,0,0,0,0 +Stand to sit,534,20,295,247,1,5,11,8,0,0,89 +Sitting,428,77,62,3018,0,2,0,3,0,0,28 +Stair up,483,20,0,59,543,3,13,12,0,2,12 +Stair down,784,2,2,12,45,223,1,65,0,0,3 +Ramp up,1233,4,0,13,54,22,331,93,1,4,54 +Ramp down,902,0,0,0,35,82,0,1349,0,2,4 +Grass walking,1390,0,1,0,188,53,27,294,240,44,55 +Uneven ground walking,1536,0,0,7,162,23,85,204,7,184,22 +Carry,1949,0,8,0,70,400,51,590,8,2,2586 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..10afbbbfa9096c83c5511a2bc101cbe46d0b207e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,503,6,1,48,35,13,5,58,5,3,79 +Sit to stand,86,67,5,135,0,0,0,0,0,0,0 +Stand to sit,123,5,21,116,0,1,2,5,0,0,21 +Sitting,44,16,0,179,0,0,0,0,0,0,1 +Stair up,42,1,0,0,16,0,2,6,0,0,6 +Stair down,51,0,0,1,3,7,0,3,0,0,0 +Ramp up,42,0,0,2,1,1,8,0,0,0,9 +Ramp down,50,0,0,0,6,0,0,18,0,0,0 +Grass walking,42,0,0,0,2,1,1,16,6,0,3 +Uneven ground walking,46,0,0,0,2,4,2,9,0,5,5 +Carry,85,0,0,0,6,2,1,2,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..021a63e3e640ef629534d962f61e105e3e6ab4da --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6047617161193202,0.7710879886857258,0.677871272840301,19798.0,25243,19798 +Sit to stand,0.6363636363636364,0.2648323301805675,0.374013357619915,1163.0,484,1163 +Stand to sit,0.6914660831509847,0.21010638297872342,0.322284548699643,1504.0,457,1504 +Sitting,0.7177817691962282,0.8286677034733022,0.7692492781520693,3858.0,4454,3858 +Stair up,0.34294478527607364,0.45819672131147543,0.39228070175438595,1220.0,1630,1220 +Stair down,0.2390852390852391,0.1913477537437604,0.21256931608133087,1202.0,962,1202 +Ramp up,0.468232044198895,0.18108974358974358,0.261171032357473,1872.0,724,1872 +Ramp down,0.30836905030453415,0.5584150326797386,0.39732597006249093,2448.0,4433,2448 +Grass walking,0.8065573770491803,0.10410495133305121,0.18440779610194902,2363.0,305,2363 +Uneven ground walking,0.7105263157894737,0.08206686930091185,0.14713896457765668,2303.0,266,2303 +Carry,0.5732135028496274,0.45171877699084473,0.5052651917689113,5789.0,4562,5789 +accuracy,0.5659926470588236,0.5659926470588236,0.5659926470588236,0.5659926470588236,0,0 +macro avg,0.554481956307563,0.3728758412970768,0.38577976636510236,43520.0,0,0 +weighted avg,0.5909947493559122,0.5659926470588236,0.5331619128004812,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..46f51bef6601630294b993402bba9745e2226ec6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6118363794604004,0.7752862094317824,0.6839313427995645,19042.0,24129,19042 +Sit to stand,0.6195372750642674,0.2770114942528736,0.38284352660841936,870.0,389,870 +Stand to sit,0.686046511627907,0.24380165289256198,0.3597560975609756,1210.0,430,1210 +Sitting,0.7596274855273093,0.8341625207296849,0.7951521538664208,3618.0,3973,3618 +Stair up,0.34830019243104554,0.4734088927637315,0.401330376940133,1147.0,1559,1147 +Stair down,0.2390139335476956,0.1961301671064204,0.21545893719806763,1137.0,933,1137 +Ramp up,0.47083926031294454,0.18297401879491432,0.2635350318471338,1809.0,703,1809 +Ramp down,0.31255792400370713,0.5682392586352149,0.403288490284006,2374.0,4316,2374 +Grass walking,0.8163265306122449,0.10471204188481675,0.18561484918793503,2292.0,294,2292 +Uneven ground walking,0.7131782945736435,0.08251121076233184,0.14790996784565916,2230.0,258,2230 +Carry,0.586527557269222,0.4565677966101695,0.5134518018465204,5664.0,4409,5664 +accuracy,0.5743241610900394,0.5743241610900394,0.5743241610900394,0.5743241610900394,0,0 +macro avg,0.5603446676754898,0.38134593307859105,0.3956611432713487,41393.0,0,0 +weighted avg,0.5995350487953723,0.5743241610900394,0.5428831889271039,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..dad23bbd6c9b782a597772eef1455041cea35377 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.45152603231597843,0.6653439153439153,0.5379679144385027,756.0,1114,756 +Sit to stand,0.7052631578947368,0.22866894197952217,0.34536082474226804,293.0,95,293 +Stand to sit,0.7777777777777778,0.07142857142857142,0.1308411214953271,294.0,27,294 +Sitting,0.37214137214137216,0.7458333333333333,0.49653259361997226,240.0,481,240 +Stair up,0.22535211267605634,0.2191780821917808,0.2222222222222222,73.0,71,73 +Stair down,0.2413793103448276,0.1076923076923077,0.14893617021276595,65.0,29,65 +Ramp up,0.38095238095238093,0.12698412698412698,0.19047619047619047,63.0,21,63 +Ramp down,0.15384615384615385,0.24324324324324326,0.18848167539267016,74.0,117,74 +Grass walking,0.5454545454545454,0.08450704225352113,0.14634146341463414,71.0,11,71 +Uneven ground walking,0.625,0.0684931506849315,0.12345679012345678,73.0,8,73 +Carry,0.1895424836601307,0.232,0.20863309352517986,125.0,153,125 +accuracy,0.40385519511048423,0.40385519511048423,0.40385519511048423,0.40385519511048423,0,0 +macro avg,0.4243850297330873,0.2539429741032049,0.24902273269665365,2127.0,0,0 +weighted avg,0.4896786270060198,0.40385519511048423,0.3586563331878798,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..021a63e3e640ef629534d962f61e105e3e6ab4da --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6047617161193202,0.7710879886857258,0.677871272840301,19798.0,25243,19798 +Sit to stand,0.6363636363636364,0.2648323301805675,0.374013357619915,1163.0,484,1163 +Stand to sit,0.6914660831509847,0.21010638297872342,0.322284548699643,1504.0,457,1504 +Sitting,0.7177817691962282,0.8286677034733022,0.7692492781520693,3858.0,4454,3858 +Stair up,0.34294478527607364,0.45819672131147543,0.39228070175438595,1220.0,1630,1220 +Stair down,0.2390852390852391,0.1913477537437604,0.21256931608133087,1202.0,962,1202 +Ramp up,0.468232044198895,0.18108974358974358,0.261171032357473,1872.0,724,1872 +Ramp down,0.30836905030453415,0.5584150326797386,0.39732597006249093,2448.0,4433,2448 +Grass walking,0.8065573770491803,0.10410495133305121,0.18440779610194902,2363.0,305,2363 +Uneven ground walking,0.7105263157894737,0.08206686930091185,0.14713896457765668,2303.0,266,2303 +Carry,0.5732135028496274,0.45171877699084473,0.5052651917689113,5789.0,4562,5789 +accuracy,0.5659926470588236,0.5659926470588236,0.5659926470588236,0.5659926470588236,0,0 +macro avg,0.554481956307563,0.3728758412970768,0.38577976636510236,43520.0,0,0 +weighted avg,0.5909947493559122,0.5659926470588236,0.5331619128004812,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..46f51bef6601630294b993402bba9745e2226ec6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6118363794604004,0.7752862094317824,0.6839313427995645,19042.0,24129,19042 +Sit to stand,0.6195372750642674,0.2770114942528736,0.38284352660841936,870.0,389,870 +Stand to sit,0.686046511627907,0.24380165289256198,0.3597560975609756,1210.0,430,1210 +Sitting,0.7596274855273093,0.8341625207296849,0.7951521538664208,3618.0,3973,3618 +Stair up,0.34830019243104554,0.4734088927637315,0.401330376940133,1147.0,1559,1147 +Stair down,0.2390139335476956,0.1961301671064204,0.21545893719806763,1137.0,933,1137 +Ramp up,0.47083926031294454,0.18297401879491432,0.2635350318471338,1809.0,703,1809 +Ramp down,0.31255792400370713,0.5682392586352149,0.403288490284006,2374.0,4316,2374 +Grass walking,0.8163265306122449,0.10471204188481675,0.18561484918793503,2292.0,294,2292 +Uneven ground walking,0.7131782945736435,0.08251121076233184,0.14790996784565916,2230.0,258,2230 +Carry,0.586527557269222,0.4565677966101695,0.5134518018465204,5664.0,4409,5664 +accuracy,0.5743241610900394,0.5743241610900394,0.5743241610900394,0.5743241610900394,0,0 +macro avg,0.5603446676754898,0.38134593307859105,0.3956611432713487,41393.0,0,0 +weighted avg,0.5995350487953723,0.5743241610900394,0.5428831889271039,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..dad23bbd6c9b782a597772eef1455041cea35377 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.45152603231597843,0.6653439153439153,0.5379679144385027,756.0,1114,756 +Sit to stand,0.7052631578947368,0.22866894197952217,0.34536082474226804,293.0,95,293 +Stand to sit,0.7777777777777778,0.07142857142857142,0.1308411214953271,294.0,27,294 +Sitting,0.37214137214137216,0.7458333333333333,0.49653259361997226,240.0,481,240 +Stair up,0.22535211267605634,0.2191780821917808,0.2222222222222222,73.0,71,73 +Stair down,0.2413793103448276,0.1076923076923077,0.14893617021276595,65.0,29,65 +Ramp up,0.38095238095238093,0.12698412698412698,0.19047619047619047,63.0,21,63 +Ramp down,0.15384615384615385,0.24324324324324326,0.18848167539267016,74.0,117,74 +Grass walking,0.5454545454545454,0.08450704225352113,0.14634146341463414,71.0,11,71 +Uneven ground walking,0.625,0.0684931506849315,0.12345679012345678,73.0,8,73 +Carry,0.1895424836601307,0.232,0.20863309352517986,125.0,153,125 +accuracy,0.40385519511048423,0.40385519511048423,0.40385519511048423,0.40385519511048423,0,0 +macro avg,0.4243850297330873,0.2539429741032049,0.24902273269665365,2127.0,0,0 +weighted avg,0.4896786270060198,0.40385519511048423,0.3586563331878798,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7d655bbe76cc3cf74a3ad8c2c0fbb0426445fd60 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15384,39,28,203,458,133,177,1726,42,27,1569 +Sit to stand,250,263,34,612,0,0,0,0,0,0,0 +Stand to sit,702,63,206,353,1,10,20,18,0,0,124 +Sitting,489,145,47,3154,0,2,0,2,0,0,29 +Stair up,613,10,0,58,484,2,11,21,0,2,23 +Stair down,887,0,0,17,38,199,1,59,0,0,2 +Ramp up,1332,3,0,14,36,20,298,89,2,4,74 +Ramp down,1003,0,0,0,34,63,0,1346,0,2,4 +Grass walking,1555,0,0,0,158,30,16,312,190,43,60 +Uneven ground walking,1672,0,0,9,113,20,63,206,6,183,30 +Carry,2121,0,9,1,62,394,41,578,5,2,2580 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ee8187549ee5f8e172e3e39c0fe4d51b82baa390 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14880,27,24,164,428,120,170,1672,37,25,1497 +Sit to stand,163,209,29,462,0,0,0,0,0,0,0 +Stand to sit,591,45,189,241,0,8,19,12,0,0,95 +Sitting,445,100,46,2997,0,2,0,2,0,0,28 +Stair up,565,10,0,56,472,2,10,14,0,2,17 +Stair down,835,0,0,16,37,192,1,56,0,0,2 +Ramp up,1290,3,0,10,35,19,294,89,2,4,63 +Ramp down,956,0,0,0,29,62,0,1324,0,2,4 +Grass walking,1506,0,0,0,155,30,16,299,186,42,59 +Uneven ground walking,1625,0,0,9,110,18,62,199,6,177,26 +Carry,2033,0,9,1,58,391,41,573,5,2,2557 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e4f5769972ec6ebf9801e7396048358ccaf1ab0e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,504,12,4,39,30,13,7,54,5,2,72 +Sit to stand,87,54,5,150,0,0,0,0,0,0,0 +Stand to sit,111,18,17,112,1,2,1,6,0,0,29 +Sitting,44,45,1,157,0,0,0,0,0,0,1 +Stair up,48,0,0,2,12,0,1,7,0,0,6 +Stair down,52,0,0,1,1,7,0,3,0,0,0 +Ramp up,42,0,0,4,1,1,4,0,0,0,11 +Ramp down,47,0,0,0,5,1,0,22,0,0,0 +Grass walking,49,0,0,0,3,0,0,13,4,1,1 +Uneven ground walking,47,0,0,0,3,2,1,7,0,6,4 +Carry,88,0,0,0,4,3,0,5,0,0,23 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6fcd3af5ea5d65418c18bcddef503479f5479aed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5915103045216856,0.7775194582027697,0.6718784120190417,19786.0,26008,19786 +Sit to stand,0.502868068833652,0.2269197584124245,0.31272294887039237,1159.0,523,1159 +Stand to sit,0.6358024691358025,0.13760855043420173,0.22624931356397585,1497.0,324,1497 +Sitting,0.7134132549197014,0.8154084798345398,0.7610085655688261,3868.0,4421,3868 +Stair up,0.34971098265895956,0.3954248366013072,0.37116564417177916,1224.0,1384,1224 +Stair down,0.2279495990836197,0.16541978387364922,0.19171483622350674,1203.0,873,1203 +Ramp up,0.47527910685805425,0.15918803418803418,0.2384953981592637,1872.0,627,1872 +Ramp down,0.30892816157906816,0.5489396411092985,0.3953590835658687,2452.0,4357,2452 +Grass walking,0.7755102040816326,0.08037225042301184,0.14564967420467612,2364.0,245,2364 +Uneven ground walking,0.6958174904942965,0.079496090356212,0.14269005847953217,2302.0,263,2302 +Carry,0.5739710789766407,0.4453650958052822,0.5015552099533437,5793.0,4495,5793 +accuracy,0.5580652573529412,0.5580652573529412,0.5580652573529412,0.5580652573529412,0,0 +macro avg,0.5318873382857375,0.34833290720370286,0.3598626495254733,43520.0,0,0 +weighted avg,0.5769141116762597,0.5580652573529412,0.5197065657714908,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7dc7f4c94f68718cd4420c1e0ad268f173426e94 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.597854473863956,0.7813484562066793,0.6773951243939635,19044.0,24889,19044 +Sit to stand,0.5304568527918782,0.2421784472769409,0.3325377883850438,863.0,394,863 +Stand to sit,0.6363636363636364,0.1575,0.25250501002004005,1200.0,297,1200 +Sitting,0.7575834175935288,0.8279005524861879,0.7911826821541711,3620.0,3956,3620 +Stair up,0.3564954682779456,0.41114982578397213,0.3818770226537217,1148.0,1324,1148 +Stair down,0.22748815165876776,0.16856892010535557,0.19364599092284418,1139.0,844,1139 +Ramp up,0.4796084828711256,0.1625207296849088,0.24277456647398843,1809.0,613,1809 +Ramp down,0.3122641509433962,0.557004627681952,0.4001813510654375,2377.0,4240,2377 +Grass walking,0.788135593220339,0.08111644134321849,0.14709371293001186,2293.0,236,2293 +Uneven ground walking,0.6968503937007874,0.0793010752688172,0.1423974255832663,2232.0,254,2232 +Carry,0.5880864765409384,0.4509700176366843,0.5104811339588741,5670.0,4348,5670 +accuracy,0.5671457905544148,0.5671457905544148,0.5671457905544148,0.5671457905544148,0,0 +macro avg,0.5428351907114817,0.35632355395224696,0.3701883462310329,41395.0,0,0 +weighted avg,0.5876230933726238,0.5671457905544148,0.5303368285265334,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..62ce5bd1baeac75585c9333ec2a8c339205f4e91 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.450402144772118,0.6792452830188679,0.5416442772702847,742.0,1119,742 +Sit to stand,0.4186046511627907,0.18243243243243243,0.2541176470588235,296.0,129,296 +Stand to sit,0.6296296296296297,0.05723905723905724,0.10493827160493827,297.0,27,297 +Sitting,0.33763440860215055,0.6330645161290323,0.44039270687237025,248.0,465,248 +Stair up,0.2,0.15789473684210525,0.17647058823529413,76.0,60,76 +Stair down,0.2413793103448276,0.109375,0.15053763440860216,64.0,29,64 +Ramp up,0.2857142857142857,0.06349206349206349,0.1038961038961039,63.0,14,63 +Ramp down,0.18803418803418803,0.29333333333333333,0.22916666666666666,75.0,117,75 +Grass walking,0.4444444444444444,0.056338028169014086,0.1,71.0,9,71 +Uneven ground walking,0.6666666666666666,0.08571428571428572,0.1518987341772152,70.0,9,70 +Carry,0.1564625850340136,0.18699186991869918,0.17037037037037037,123.0,147,123 +accuracy,0.3811764705882353,0.3811764705882353,0.3811764705882353,0.3811764705882353,0,0 +macro avg,0.3653611194913741,0.22773823693535372,0.22031209096006085,2125.0,0,0 +weighted avg,0.4183796054797505,0.3811764705882353,0.33080966119361205,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..6fcd3af5ea5d65418c18bcddef503479f5479aed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5915103045216856,0.7775194582027697,0.6718784120190417,19786.0,26008,19786 +Sit to stand,0.502868068833652,0.2269197584124245,0.31272294887039237,1159.0,523,1159 +Stand to sit,0.6358024691358025,0.13760855043420173,0.22624931356397585,1497.0,324,1497 +Sitting,0.7134132549197014,0.8154084798345398,0.7610085655688261,3868.0,4421,3868 +Stair up,0.34971098265895956,0.3954248366013072,0.37116564417177916,1224.0,1384,1224 +Stair down,0.2279495990836197,0.16541978387364922,0.19171483622350674,1203.0,873,1203 +Ramp up,0.47527910685805425,0.15918803418803418,0.2384953981592637,1872.0,627,1872 +Ramp down,0.30892816157906816,0.5489396411092985,0.3953590835658687,2452.0,4357,2452 +Grass walking,0.7755102040816326,0.08037225042301184,0.14564967420467612,2364.0,245,2364 +Uneven ground walking,0.6958174904942965,0.079496090356212,0.14269005847953217,2302.0,263,2302 +Carry,0.5739710789766407,0.4453650958052822,0.5015552099533437,5793.0,4495,5793 +accuracy,0.5580652573529412,0.5580652573529412,0.5580652573529412,0.5580652573529412,0,0 +macro avg,0.5318873382857375,0.34833290720370286,0.3598626495254733,43520.0,0,0 +weighted avg,0.5769141116762597,0.5580652573529412,0.5197065657714908,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..7dc7f4c94f68718cd4420c1e0ad268f173426e94 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.597854473863956,0.7813484562066793,0.6773951243939635,19044.0,24889,19044 +Sit to stand,0.5304568527918782,0.2421784472769409,0.3325377883850438,863.0,394,863 +Stand to sit,0.6363636363636364,0.1575,0.25250501002004005,1200.0,297,1200 +Sitting,0.7575834175935288,0.8279005524861879,0.7911826821541711,3620.0,3956,3620 +Stair up,0.3564954682779456,0.41114982578397213,0.3818770226537217,1148.0,1324,1148 +Stair down,0.22748815165876776,0.16856892010535557,0.19364599092284418,1139.0,844,1139 +Ramp up,0.4796084828711256,0.1625207296849088,0.24277456647398843,1809.0,613,1809 +Ramp down,0.3122641509433962,0.557004627681952,0.4001813510654375,2377.0,4240,2377 +Grass walking,0.788135593220339,0.08111644134321849,0.14709371293001186,2293.0,236,2293 +Uneven ground walking,0.6968503937007874,0.0793010752688172,0.1423974255832663,2232.0,254,2232 +Carry,0.5880864765409384,0.4509700176366843,0.5104811339588741,5670.0,4348,5670 +accuracy,0.5671457905544148,0.5671457905544148,0.5671457905544148,0.5671457905544148,0,0 +macro avg,0.5428351907114817,0.35632355395224696,0.3701883462310329,41395.0,0,0 +weighted avg,0.5876230933726238,0.5671457905544148,0.5303368285265334,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..62ce5bd1baeac75585c9333ec2a8c339205f4e91 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.450402144772118,0.6792452830188679,0.5416442772702847,742.0,1119,742 +Sit to stand,0.4186046511627907,0.18243243243243243,0.2541176470588235,296.0,129,296 +Stand to sit,0.6296296296296297,0.05723905723905724,0.10493827160493827,297.0,27,297 +Sitting,0.33763440860215055,0.6330645161290323,0.44039270687237025,248.0,465,248 +Stair up,0.2,0.15789473684210525,0.17647058823529413,76.0,60,76 +Stair down,0.2413793103448276,0.109375,0.15053763440860216,64.0,29,64 +Ramp up,0.2857142857142857,0.06349206349206349,0.1038961038961039,63.0,14,63 +Ramp down,0.18803418803418803,0.29333333333333333,0.22916666666666666,75.0,117,75 +Grass walking,0.4444444444444444,0.056338028169014086,0.1,71.0,9,71 +Uneven ground walking,0.6666666666666666,0.08571428571428572,0.1518987341772152,70.0,9,70 +Carry,0.1564625850340136,0.18699186991869918,0.17037037037037037,123.0,147,123 +accuracy,0.3811764705882353,0.3811764705882353,0.3811764705882353,0.3811764705882353,0,0 +macro avg,0.3653611194913741,0.22773823693535372,0.22031209096006085,2125.0,0,0 +weighted avg,0.4183796054797505,0.3811764705882353,0.33080966119361205,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d87f380f2d22896f659b7fb52d2f729e5401a90 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15811,53,28,280,368,122,116,1528,41,57,1401 +Sit to stand,317,288,3,551,0,0,0,0,0,0,0 +Stand to sit,868,78,51,288,3,13,19,32,0,0,146 +Sitting,539,213,10,3050,0,0,1,1,0,0,35 +Stair up,811,0,0,48,275,1,9,47,0,0,32 +Stair down,980,0,0,14,34,139,2,33,0,0,1 +Ramp up,1427,0,0,4,28,26,217,72,1,8,89 +Ramp down,1256,0,0,0,14,16,0,1158,0,2,6 +Grass walking,1768,0,0,0,87,6,3,274,118,47,61 +Uneven ground walking,1850,5,0,0,39,6,17,177,3,164,41 +Carry,2348,0,0,11,39,330,33,515,7,2,2508 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d049c71be814544fc370f8ddb5543c4a55fb12c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,15332,32,24,206,348,109,113,1480,36,49,1333 +Sit to stand,232,216,2,413,0,0,0,0,0,0,0 +Stand to sit,751,52,37,188,3,12,18,21,0,0,119 +Sitting,495,157,7,2910,0,0,0,1,0,0,31 +Stair up,764,0,0,45,265,1,9,37,0,0,26 +Stair down,922,0,0,14,32,135,2,33,0,0,1 +Ramp up,1387,0,0,1,27,22,212,72,1,8,79 +Ramp down,1201,0,0,0,12,16,0,1141,0,2,5 +Grass walking,1715,0,0,0,85,6,3,268,113,46,57 +Uneven ground walking,1797,5,0,0,38,6,16,173,3,157,37 +Carry,2263,0,0,11,36,330,33,511,7,2,2477 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f0db02e73c00a77276dff8edd0d0bb30ba57550e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,479,21,4,74,20,13,3,48,5,8,68 +Sit to stand,85,72,1,138,0,0,0,0,0,0,0 +Stand to sit,117,26,14,100,0,1,1,11,0,0,27 +Sitting,44,56,3,140,0,0,1,0,0,0,4 +Stair up,47,0,0,3,10,0,0,10,0,0,6 +Stair down,58,0,0,0,2,4,0,0,0,0,0 +Ramp up,40,0,0,3,1,4,5,0,0,0,10 +Ramp down,55,0,0,0,2,0,0,17,0,0,1 +Grass walking,53,0,0,0,2,0,0,6,5,1,4 +Uneven ground walking,53,0,0,0,1,0,1,4,0,7,4 +Carry,85,0,0,0,3,0,0,4,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1120dde8b8f170c48464c1bdbd97c94158c42a2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.565183199285076,0.7983337541024994,0.6618250313938887,19805.0,27975,19805 +Sit to stand,0.4521193092621664,0.24849007765314926,0.3207126948775056,1159.0,637,1159 +Stand to sit,0.5543478260869565,0.03404539385847797,0.06415094339622641,1498.0,92,1498 +Sitting,0.7183231276495525,0.792413613925695,0.7535515750463249,3849.0,4246,3849 +Stair up,0.3100338218714769,0.22485690923957483,0.26066350710900477,1223.0,887,1223 +Stair down,0.2109256449165402,0.11554447215295095,0.14930182599355532,1203.0,659,1203 +Ramp up,0.5203836930455635,0.11591880341880342,0.18960244648318042,1872.0,417,1872 +Ramp down,0.3017982799061767,0.4722675367047308,0.36826204484019714,2452.0,3837,2452 +Grass walking,0.6941176470588235,0.04991539763113367,0.0931333859510655,2364.0,170,2364 +Uneven ground walking,0.5857142857142857,0.07124239791485665,0.12703330751355538,2302.0,280,2302 +Carry,0.5805555555555556,0.432936302433972,0.49599525363393654,5793.0,4320,5793 +accuracy,0.5463924632352941,0.5463924632352941,0.5463924632352941,0.5463924632352941,0,0 +macro avg,0.49940930821383395,0.3050876962759858,0.3167483651125856,43520.0,0,0 +weighted avg,0.5517497153140279,0.5463924632352941,0.4967344500894991,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..443a4a2933d6934398eb6efadf2cc52b8eeb5ad0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5708328679399829,0.8043227363340678,0.667755493129505,19062.0,26859,19062 +Sit to stand,0.4675324675324675,0.25028968713789107,0.3260377358490566,863.0,462,863 +Stand to sit,0.5285714285714286,0.030807660283097418,0.058221872541306056,1201.0,70,1201 +Sitting,0.7682154171066525,0.8081088586503749,0.7876573284612262,3601.0,3788,3601 +Stair up,0.3132387706855792,0.23103748910200522,0.26593075765178126,1147.0,846,1147 +Stair down,0.2119309262166405,0.11852502194907814,0.15202702702702703,1139.0,637,1139 +Ramp up,0.5221674876847291,0.11719181868435599,0.19142212189616253,1809.0,406,1809 +Ramp down,0.3053251271073053,0.48001682793437106,0.3732417402682368,2377.0,3737,2377 +Grass walking,0.70625,0.04928041866550371,0.0921320831634733,2293.0,160,2293 +Uneven ground walking,0.5946969696969697,0.07034050179211469,0.12580128205128205,2232.0,264,2232 +Carry,0.594717887154862,0.43686067019400354,0.5037112353838332,5670.0,4165,5670 +accuracy,0.5555152920713147,0.5555152920713147,0.5555152920713147,0.5555152920713147,0,0 +macro avg,0.5075890317906016,0.308798335520624,0.3221762434020809,41394.0,0,0 +weighted avg,0.5622972644511854,0.5555152920713147,0.5067438255684428,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..699089833ac8d81ba7a1bc81f4e706fecbf06dfd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4292114695340502,0.6446837146702558,0.5153308230231307,743.0,1116,743 +Sit to stand,0.4114285714285714,0.24324324324324326,0.3057324840764331,296.0,175,296 +Stand to sit,0.6363636363636364,0.04713804713804714,0.0877742946708464,297.0,22,297 +Sitting,0.3056768558951965,0.5645161290322581,0.39660056657223797,248.0,458,248 +Stair up,0.24390243902439024,0.13157894736842105,0.17094017094017094,76.0,41,76 +Stair down,0.18181818181818182,0.0625,0.09302325581395349,64.0,22,64 +Ramp up,0.45454545454545453,0.07936507936507936,0.13513513513513514,63.0,11,63 +Ramp down,0.17,0.22666666666666666,0.19428571428571428,75.0,100,75 +Grass walking,0.5,0.07042253521126761,0.12345679012345678,71.0,10,71 +Uneven ground walking,0.4375,0.1,0.16279069767441862,70.0,16,70 +Carry,0.2,0.25203252032520324,0.22302158273381295,123.0,155,123 +accuracy,0.36876763875823143,0.36876763875823143,0.36876763875823143,0.36876763875823143,0,0 +macro avg,0.360949691691771,0.2201951711836765,0.21891741045902824,2126.0,0,0 +weighted avg,0.40817457756690784,0.36876763875823143,0.32334705638790623,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..1120dde8b8f170c48464c1bdbd97c94158c42a2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.565183199285076,0.7983337541024994,0.6618250313938887,19805.0,27975,19805 +Sit to stand,0.4521193092621664,0.24849007765314926,0.3207126948775056,1159.0,637,1159 +Stand to sit,0.5543478260869565,0.03404539385847797,0.06415094339622641,1498.0,92,1498 +Sitting,0.7183231276495525,0.792413613925695,0.7535515750463249,3849.0,4246,3849 +Stair up,0.3100338218714769,0.22485690923957483,0.26066350710900477,1223.0,887,1223 +Stair down,0.2109256449165402,0.11554447215295095,0.14930182599355532,1203.0,659,1203 +Ramp up,0.5203836930455635,0.11591880341880342,0.18960244648318042,1872.0,417,1872 +Ramp down,0.3017982799061767,0.4722675367047308,0.36826204484019714,2452.0,3837,2452 +Grass walking,0.6941176470588235,0.04991539763113367,0.0931333859510655,2364.0,170,2364 +Uneven ground walking,0.5857142857142857,0.07124239791485665,0.12703330751355538,2302.0,280,2302 +Carry,0.5805555555555556,0.432936302433972,0.49599525363393654,5793.0,4320,5793 +accuracy,0.5463924632352941,0.5463924632352941,0.5463924632352941,0.5463924632352941,0,0 +macro avg,0.49940930821383395,0.3050876962759858,0.3167483651125856,43520.0,0,0 +weighted avg,0.5517497153140279,0.5463924632352941,0.4967344500894991,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..443a4a2933d6934398eb6efadf2cc52b8eeb5ad0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5708328679399829,0.8043227363340678,0.667755493129505,19062.0,26859,19062 +Sit to stand,0.4675324675324675,0.25028968713789107,0.3260377358490566,863.0,462,863 +Stand to sit,0.5285714285714286,0.030807660283097418,0.058221872541306056,1201.0,70,1201 +Sitting,0.7682154171066525,0.8081088586503749,0.7876573284612262,3601.0,3788,3601 +Stair up,0.3132387706855792,0.23103748910200522,0.26593075765178126,1147.0,846,1147 +Stair down,0.2119309262166405,0.11852502194907814,0.15202702702702703,1139.0,637,1139 +Ramp up,0.5221674876847291,0.11719181868435599,0.19142212189616253,1809.0,406,1809 +Ramp down,0.3053251271073053,0.48001682793437106,0.3732417402682368,2377.0,3737,2377 +Grass walking,0.70625,0.04928041866550371,0.0921320831634733,2293.0,160,2293 +Uneven ground walking,0.5946969696969697,0.07034050179211469,0.12580128205128205,2232.0,264,2232 +Carry,0.594717887154862,0.43686067019400354,0.5037112353838332,5670.0,4165,5670 +accuracy,0.5555152920713147,0.5555152920713147,0.5555152920713147,0.5555152920713147,0,0 +macro avg,0.5075890317906016,0.308798335520624,0.3221762434020809,41394.0,0,0 +weighted avg,0.5622972644511854,0.5555152920713147,0.5067438255684428,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..699089833ac8d81ba7a1bc81f4e706fecbf06dfd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.4292114695340502,0.6446837146702558,0.5153308230231307,743.0,1116,743 +Sit to stand,0.4114285714285714,0.24324324324324326,0.3057324840764331,296.0,175,296 +Stand to sit,0.6363636363636364,0.04713804713804714,0.0877742946708464,297.0,22,297 +Sitting,0.3056768558951965,0.5645161290322581,0.39660056657223797,248.0,458,248 +Stair up,0.24390243902439024,0.13157894736842105,0.17094017094017094,76.0,41,76 +Stair down,0.18181818181818182,0.0625,0.09302325581395349,64.0,22,64 +Ramp up,0.45454545454545453,0.07936507936507936,0.13513513513513514,63.0,11,63 +Ramp down,0.17,0.22666666666666666,0.19428571428571428,75.0,100,75 +Grass walking,0.5,0.07042253521126761,0.12345679012345678,71.0,10,71 +Uneven ground walking,0.4375,0.1,0.16279069767441862,70.0,16,70 +Carry,0.2,0.25203252032520324,0.22302158273381295,123.0,155,123 +accuracy,0.36876763875823143,0.36876763875823143,0.36876763875823143,0.36876763875823143,0,0 +macro avg,0.360949691691771,0.2201951711836765,0.21891741045902824,2126.0,0,0 +weighted avg,0.40817457756690784,0.36876763875823143,0.32334705638790623,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d7d17e41cf2dd87272913ef78a04772ccfe96c85 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3128,14,37,0,13,3,13,6,7,5,76 +Sit to stand,31,546,1,20,0,0,0,0,0,0,0 +Stand to sit,32,3,623,26,0,0,0,2,0,0,0 +Sitting,0,26,27,784,0,0,0,0,0,0,0 +Stair up,14,0,0,0,337,0,0,0,0,0,0 +Stair down,4,0,0,0,0,181,0,0,0,0,0 +Ramp up,34,0,0,0,0,1,458,0,0,0,0 +Ramp down,18,0,0,0,3,1,0,447,0,0,0 +Grass walking,46,0,0,0,1,0,1,0,385,2,1 +Uneven ground walking,11,0,0,0,4,0,0,0,0,261,4 +Carry,44,0,0,0,0,1,0,0,0,0,1118 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c167ffa2eb3de572267c70733669a069479a197 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2787,2,12,0,6,0,5,2,5,0,50 +Sit to stand,1,266,0,4,0,0,0,0,0,0,0 +Stand to sit,8,1,344,4,0,0,0,1,0,0,0 +Sitting,0,2,0,633,0,0,0,0,0,0,0 +Stair up,2,0,0,0,303,0,0,0,0,0,0 +Stair down,0,0,0,0,0,159,0,0,0,0,0 +Ramp up,19,0,0,0,0,0,430,0,0,0,0 +Ramp down,12,0,0,0,0,1,0,417,0,0,0 +Grass walking,29,0,0,0,1,0,0,0,362,0,1 +Uneven ground walking,2,0,0,0,4,0,0,0,0,244,1 +Carry,29,0,0,0,0,1,0,0,0,0,1083 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a2314134a32e6a93e292a45e4f78ef676af630e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,341,12,25,0,7,3,8,4,2,5,26 +Sit to stand,30,280,1,16,0,0,0,0,0,0,0 +Stand to sit,24,2,279,22,0,0,0,1,0,0,0 +Sitting,0,24,27,151,0,0,0,0,0,0,0 +Stair up,12,0,0,0,34,0,0,0,0,0,0 +Stair down,4,0,0,0,0,22,0,0,0,0,0 +Ramp up,15,0,0,0,0,1,28,0,0,0,0 +Ramp down,6,0,0,0,3,0,0,30,0,0,0 +Grass walking,17,0,0,0,0,0,1,0,23,2,0 +Uneven ground walking,9,0,0,0,0,0,0,0,0,17,3 +Carry,15,0,0,0,0,0,0,0,0,0,35 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7dd735d58176b6d8c4cc6729ec5598c6a0f878eb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9303985722784057,0.9473046638400969,0.9387755102040817,3302.0,3362,3302 +Sit to stand,0.9269949066213922,0.9130434782608695,0.9199663016006739,598.0,589,598 +Stand to sit,0.9055232558139535,0.9081632653061225,0.9068413391557496,686.0,688,686 +Sitting,0.944578313253012,0.9366786140979689,0.9406118776244751,837.0,830,837 +Stair up,0.9413407821229051,0.9601139601139601,0.9506346967559943,351.0,358,351 +Stair down,0.9679144385026738,0.9783783783783784,0.9731182795698925,185.0,187,185 +Ramp up,0.9703389830508474,0.9290060851926978,0.9492227979274611,493.0,472,493 +Ramp down,0.9824175824175824,0.9530916844349681,0.9675324675324676,469.0,455,469 +Grass walking,0.9821428571428571,0.8830275229357798,0.9299516908212561,436.0,392,436 +Uneven ground walking,0.9738805970149254,0.9321428571428572,0.9525547445255474,280.0,268,280 +Carry,0.932443703085905,0.9613069647463457,0.9466553767993227,1163.0,1199,1163 +accuracy,0.9395454545454546,0.9395454545454546,0.9395454545454546,0.9395454545454546,0,0 +macro avg,0.9507249083004055,0.9365688613136404,0.9432604620469928,8800.0,0,0 +weighted avg,0.9400293944906194,0.9395454545454546,0.9395381339885446,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b634a65ae176442a89fbf452e9e9259fae231e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9646936656282451,0.9714186127570582,0.9680444598819035,2869.0,2889,2869 +Sit to stand,0.981549815498155,0.981549815498155,0.981549815498155,271.0,271,271 +Stand to sit,0.9662921348314607,0.9608938547486033,0.9635854341736695,358.0,356,358 +Sitting,0.9875195007800313,0.9968503937007874,0.9921630094043887,635.0,641,635 +Stair up,0.964968152866242,0.9934426229508196,0.9789983844911146,305.0,314,305 +Stair down,0.9875776397515528,1.0,0.99375,159.0,161,159 +Ramp up,0.9885057471264368,0.9576837416481069,0.9728506787330317,449.0,435,449 +Ramp down,0.9928571428571429,0.9697674418604652,0.9811764705882353,430.0,420,430 +Grass walking,0.9863760217983651,0.9211195928753181,0.9526315789473684,393.0,367,393 +Uneven ground walking,1.0,0.9721115537848606,0.9858585858585859,251.0,244,251 +Carry,0.9541850220264317,0.9730458221024259,0.9635231316725978,1113.0,1135,1113 +accuracy,0.9716576800774229,0.9716576800774229,0.9716576800774229,0.9716576800774229,0,0 +macro avg,0.9795022584694603,0.9725348592660548,0.9758301408408226,7233.0,0,0 +weighted avg,0.9718616180378316,0.9716576800774229,0.9716382147531349,7233.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3f20e12ec81df55deec50d7dc6195dc309a9a78d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7209302325581395,0.7875288683602771,0.7527593818984547,433.0,473,433 +Sit to stand,0.8805031446540881,0.8562691131498471,0.8682170542635659,327.0,318,327 +Stand to sit,0.8403614457831325,0.850609756097561,0.8454545454545455,328.0,332,328 +Sitting,0.798941798941799,0.7475247524752475,0.7723785166240409,202.0,189,202 +Stair up,0.7727272727272727,0.7391304347826086,0.7555555555555555,46.0,44,46 +Stair down,0.8461538461538461,0.8461538461538461,0.8461538461538461,26.0,26,26 +Ramp up,0.7567567567567568,0.6363636363636364,0.691358024691358,44.0,37,44 +Ramp down,0.8571428571428571,0.7692307692307693,0.8108108108108109,39.0,35,39 +Grass walking,0.92,0.5348837209302325,0.6764705882352942,43.0,25,43 +Uneven ground walking,0.7083333333333334,0.5862068965517241,0.6415094339622641,29.0,24,29 +Carry,0.546875,0.7,0.6140350877192983,50.0,64,50 +accuracy,0.7913209955328654,0.7913209955328654,0.7913209955328654,0.7913209955328654,0,0 +macro avg,0.7862477898228387,0.7321728903723408,0.7522457132153668,1567.0,0,0 +weighted avg,0.7969552371031665,0.7913209955328654,0.791558413466464,1567.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d6a596da81eea94a7682fc585a9fed9f8543513 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9409048938134811,0.9258025439127802,0.9332926270798352,3302.0,3249,3302 +Sit to stand,0.9087947882736156,0.9331103678929766,0.9207920792079208,598.0,614,598 +Stand to sit,0.9180576631259484,0.8819241982507289,0.8996282527881041,686.0,659,686 +Sitting,0.9347568208778173,0.9414575866188769,0.9380952380952381,837.0,843,837 +Stair up,0.9146005509641874,0.9458689458689459,0.9299719887955182,351.0,363,351 +Stair down,0.9576719576719577,0.9783783783783784,0.9679144385026738,185.0,189,185 +Ramp up,0.9106796116504854,0.9513184584178499,0.9305555555555556,493.0,515,493 +Ramp down,0.9802631578947368,0.9530916844349681,0.9664864864864865,469.0,456,469 +Grass walking,0.9660194174757282,0.9128440366972477,0.9386792452830188,436.0,412,436 +Uneven ground walking,0.9630996309963099,0.9321428571428572,0.9473684210526315,280.0,271,280 +Carry,0.9202603742880391,0.9724849527085124,0.9456521739130435,1163.0,1229,1163 +accuracy,0.9348863636363637,0.9348863636363637,0.9348863636363637,0.9348863636363637,0,0 +macro avg,0.9377371697302096,0.9389476373021929,0.9380396824327296,8800.0,0,0 +weighted avg,0.9352868195327622,0.9348863636363637,0.9348349762525661,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..60935db5191cd61072b419a3305893d9e00759f8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.974777975133215,0.9564308121296619,0.9655172413793104,2869.0,2815,2869 +Sit to stand,0.9817518248175182,0.992619926199262,0.9871559633027523,271.0,274,271 +Stand to sit,0.9581005586592178,0.9581005586592178,0.9581005586592178,358.0,358,358 +Sitting,0.9860031104199067,0.9984251968503937,0.9921752738654147,635.0,643,635 +Stair up,0.9233128834355828,0.9868852459016394,0.9540412044374009,305.0,326,305 +Stair down,0.9875776397515528,1.0,0.99375,159.0,161,159 +Ramp up,0.954248366013072,0.9755011135857461,0.9647577092511013,449.0,459,449 +Ramp down,0.9952038369304557,0.9651162790697675,0.9799291617473436,430.0,417,430 +Grass walking,0.9919137466307277,0.9363867684478372,0.9633507853403142,393.0,371,393 +Uneven ground walking,0.9878542510121457,0.9721115537848606,0.9799196787148594,251.0,247,251 +Carry,0.9406196213425129,0.9820305480682839,0.9608791208791209,1113.0,1162,1113 +accuracy,0.9688925756947325,0.9688925756947325,0.9688925756947325,0.9688925756947325,0,0 +macro avg,0.9710330740132643,0.9748734547906065,0.9726887906888031,7233.0,0,0 +weighted avg,0.9693790029962448,0.9688925756947325,0.968915976547763,7233.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..ce70db33da84e9845ba78d3a395533457c076a8b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7211981566820277,0.7228637413394919,0.7220299884659747,433.0,434,433 +Sit to stand,0.85,0.8837920489296636,0.8665667166416792,327.0,340,327 +Stand to sit,0.8704318936877077,0.7987804878048781,0.8330683624801272,328.0,301,328 +Sitting,0.77,0.7623762376237624,0.7661691542288557,202.0,200,202 +Stair up,0.8378378378378378,0.6739130434782609,0.7469879518072289,46.0,37,46 +Stair down,0.7857142857142857,0.8461538461538461,0.8148148148148148,26.0,28,26 +Ramp up,0.5535714285714286,0.7045454545454546,0.62,44.0,56,44 +Ramp down,0.8205128205128205,0.8205128205128205,0.8205128205128205,39.0,39,39 +Grass walking,0.7317073170731707,0.6976744186046512,0.7142857142857143,43.0,41,43 +Uneven ground walking,0.7083333333333334,0.5862068965517241,0.6415094339622641,29.0,24,29 +Carry,0.5671641791044776,0.76,0.6495726495726496,50.0,67,50 +accuracy,0.7779195915762603,0.7779195915762603,0.7779195915762603,0.7779195915762603,0,0 +macro avg,0.746951932047008,0.7506199086858686,0.7450470551611027,1567.0,0,0 +weighted avg,0.782999366978416,0.7779195915762603,0.7789675916665274,1567.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e1e6e05863dafe9cbf01361949b92c0910a60aa9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3139,15,37,0,16,6,7,5,9,7,68 +Sit to stand,23,531,0,26,0,0,0,0,0,0,0 +Stand to sit,46,2,613,19,0,0,0,1,0,0,0 +Sitting,0,27,26,800,0,0,0,0,0,0,0 +Stair up,18,0,0,0,330,0,0,0,0,0,0 +Stair down,6,0,0,0,0,178,0,0,0,0,0 +Ramp up,40,0,0,0,0,0,455,0,0,0,0 +Ramp down,16,0,0,0,2,1,0,451,0,0,0 +Grass walking,45,0,0,0,1,0,2,0,383,0,2 +Uneven ground walking,11,0,0,0,5,1,0,0,0,259,5 +Carry,51,0,0,0,0,1,0,0,0,0,1114 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..45da8eda63f59fa21c46793ea4a67ae7dd25e535 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2780,5,12,0,11,0,2,1,5,0,47 +Sit to stand,0,254,0,1,0,0,0,0,0,0,0 +Stand to sit,9,0,342,3,0,0,0,1,0,0,0 +Sitting,0,3,0,635,0,0,0,0,0,0,0 +Stair up,5,0,0,0,299,0,0,0,0,0,0 +Stair down,1,0,0,0,0,156,0,0,0,0,0 +Ramp up,21,0,0,0,0,0,432,0,0,0,0 +Ramp down,12,0,0,0,1,1,0,415,0,0,0 +Grass walking,29,0,0,0,1,0,1,0,359,0,2 +Uneven ground walking,1,0,0,0,5,1,0,0,0,243,2 +Carry,37,0,0,0,0,1,0,0,0,0,1078 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..07a8df159f2fa49573a3fd50d528ea325832c05b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,359,10,25,0,5,6,5,4,4,7,21 +Sit to stand,23,277,0,25,0,0,0,0,0,0,0 +Stand to sit,37,2,271,16,0,0,0,0,0,0,0 +Sitting,0,24,26,165,0,0,0,0,0,0,0 +Stair up,13,0,0,0,31,0,0,0,0,0,0 +Stair down,5,0,0,0,0,22,0,0,0,0,0 +Ramp up,19,0,0,0,0,0,23,0,0,0,0 +Ramp down,4,0,0,0,1,0,0,36,0,0,0 +Grass walking,16,0,0,0,0,0,1,0,24,0,0 +Uneven ground walking,10,0,0,0,0,0,0,0,0,16,3 +Carry,14,0,0,0,0,0,0,0,0,0,36 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..cb66f330188b63d3db5595c8c6e8db31dd418ccc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9245949926362298,0.948624962224237,0.9364558472553699,3309.0,3395,3309 +Sit to stand,0.9234782608695652,0.9155172413793103,0.9194805194805195,580.0,575,580 +Stand to sit,0.9068047337278107,0.9001468428781204,0.9034635224760501,681.0,676,681 +Sitting,0.9467455621301775,0.9378663540445487,0.9422850412249706,853.0,845,853 +Stair up,0.9322033898305084,0.9482758620689655,0.9401709401709402,348.0,354,348 +Stair down,0.9518716577540107,0.967391304347826,0.9595687331536388,184.0,187,184 +Ramp up,0.9806034482758621,0.9191919191919192,0.948905109489051,495.0,464,495 +Ramp down,0.986870897155361,0.9595744680851064,0.9730312837108953,470.0,457,470 +Grass walking,0.9770408163265306,0.8845265588914549,0.9284848484848485,433.0,392,433 +Uneven ground walking,0.9736842105263158,0.9217081850533808,0.946983546617916,281.0,266,281 +Carry,0.9369217830109335,0.9554030874785592,0.9460721868365181,1166.0,1189,1166 +accuracy,0.9378409090909091,0.9378409090909091,0.9378409090909091,0.9378409090909091,0,0 +macro avg,0.9491654320221187,0.93256607142213,0.9404455980818835,8800.0,0,0 +weighted avg,0.9384209248828035,0.9378409090909091,0.9378509376481502,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a7184e2e336bfb65e124e27419032a93b9c3f99 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9602763385146805,0.9710094306671324,0.9656130600903091,2863.0,2895,2863 +Sit to stand,0.9694656488549618,0.996078431372549,0.9825918762088974,255.0,262,255 +Stand to sit,0.9661016949152542,0.9633802816901409,0.9647390691114246,355.0,354,355 +Sitting,0.9937402190923318,0.9952978056426333,0.9945184025058731,638.0,639,638 +Stair up,0.943217665615142,0.9835526315789473,0.9629629629629629,304.0,317,304 +Stair down,0.9811320754716981,0.9936305732484076,0.9873417721518988,157.0,159,157 +Ramp up,0.993103448275862,0.9536423841059603,0.972972972972973,453.0,435,453 +Ramp down,0.9952038369304557,0.9673659673659674,0.9810874704491725,429.0,417,429 +Grass walking,0.9862637362637363,0.9158163265306123,0.9497354497354498,392.0,364,392 +Uneven ground walking,1.0,0.9642857142857143,0.9818181818181818,252.0,243,252 +Carry,0.9548272807794509,0.9659498207885304,0.9603563474387528,1116.0,1129,1116 +accuracy,0.9693651233712226,0.9693651233712226,0.9693651233712226,0.9693651233712226,0,0 +macro avg,0.9766665404285068,0.9700008515705996,0.9730670514041724,7214.0,0,0 +weighted avg,0.9696775857187152,0.9693651233712226,0.9693602817035339,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..576e73e3f597ac86654e65e2d6632cea709d4b93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.718,0.804932735426009,0.758985200845666,446.0,500,446 +Sit to stand,0.8849840255591054,0.8523076923076923,0.8683385579937304,325.0,313,325 +Stand to sit,0.8416149068322981,0.8312883435582822,0.8364197530864198,326.0,322,326 +Sitting,0.8009708737864077,0.7674418604651163,0.7838479809976246,215.0,206,215 +Stair up,0.8378378378378378,0.7045454545454546,0.7654320987654321,44.0,37,44 +Stair down,0.7857142857142857,0.8148148148148148,0.8,27.0,28,27 +Ramp up,0.7931034482758621,0.5476190476190477,0.647887323943662,42.0,29,42 +Ramp down,0.9,0.8780487804878049,0.8888888888888888,41.0,40,41 +Grass walking,0.8571428571428571,0.5853658536585366,0.6956521739130435,41.0,28,41 +Uneven ground walking,0.6956521739130435,0.5517241379310345,0.6153846153846154,29.0,23,29 +Carry,0.6,0.72,0.6545454545454545,50.0,60,50 +accuracy,0.7944514501891551,0.7944514501891551,0.7944514501891551,0.7944514501891551,0,0 +macro avg,0.7922745826419725,0.7325535200739811,0.7559438225785943,1586.0,0,0 +weighted avg,0.7995140424912915,0.7944514501891551,0.7944183331938274,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..052b483115291f55b7efd16888f73f154294170a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9405940594059405,0.918706557872469,0.9295214798960404,3309.0,3232,3309 +Sit to stand,0.9006734006734006,0.9224137931034483,0.9114139693356048,580.0,594,580 +Stand to sit,0.9078751857355126,0.8972099853157122,0.9025110782865583,681.0,673,681 +Sitting,0.9381563593932322,0.9425556858147714,0.9403508771929825,853.0,857,853 +Stair up,0.8898071625344353,0.9281609195402298,0.9085794655414908,348.0,363,348 +Stair down,0.9468085106382979,0.967391304347826,0.956989247311828,184.0,188,184 +Ramp up,0.9129593810444874,0.9535353535353536,0.932806324110672,495.0,517,495 +Ramp down,0.9760869565217392,0.9553191489361702,0.9655913978494624,470.0,460,470 +Grass walking,0.9661016949152542,0.9214780600461894,0.9432624113475178,433.0,413,433 +Uneven ground walking,0.9669117647058824,0.9359430604982206,0.9511754068716094,281.0,272,281 +Carry,0.9187652315190902,0.9699828473413379,0.9436795994993742,1166.0,1231,1166 +accuracy,0.9323863636363636,0.9323863636363636,0.9323863636363636,0.9323863636363636,0,0 +macro avg,0.9331581551897521,0.9375178833047024,0.935080114294831,8800.0,0,0 +weighted avg,0.9328605241416734,0.9323863636363636,0.9323884217213547,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..ee34b18b5b14f1c5a2edf9d29c25a12097b53c2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9700321084552266,0.949703108627314,0.9597599717613837,2863.0,2803,2863 +Sit to stand,0.9731800766283525,0.996078431372549,0.9844961240310077,255.0,261,255 +Stand to sit,0.952513966480447,0.9605633802816902,0.9565217391304348,355.0,358,355 +Sitting,0.9921996879875195,0.9968652037617555,0.9945269741985927,638.0,641,638 +Stair up,0.896969696969697,0.9736842105263158,0.9337539432176656,304.0,330,304 +Stair down,0.9873417721518988,0.9936305732484076,0.9904761904761905,157.0,158,157 +Ramp up,0.9463519313304721,0.9735099337748344,0.9597388465723613,453.0,466,453 +Ramp down,0.9928057553956835,0.965034965034965,0.9787234042553191,429.0,417,429 +Grass walking,0.9865229110512129,0.9336734693877551,0.9593709043250328,392.0,371,392 +Uneven ground walking,0.9918367346938776,0.9642857142857143,0.9778672032193159,252.0,245,252 +Carry,0.9398625429553265,0.9802867383512545,0.9596491228070175,1116.0,1164,1116 +accuracy,0.9647906847795953,0.9647906847795953,0.9647906847795953,0.9647906847795953,0,0 +macro avg,0.9663288349181559,0.9715741571502323,0.9686258567267564,7214.0,0,0 +weighted avg,0.9653975161299285,0.9647906847795953,0.9648429563398685,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f55491f92a6ec15aebda5263eed341361790ee51 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.7482517482517482,0.7197309417040358,0.7337142857142858,446.0,429,446 +Sit to stand,0.8438438438438438,0.8646153846153846,0.8541033434650456,325.0,333,325 +Stand to sit,0.8571428571428571,0.8282208588957055,0.8424336973478939,326.0,315,326 +Sitting,0.7777777777777778,0.7813953488372093,0.7795823665893271,215.0,216,215 +Stair up,0.8181818181818182,0.6136363636363636,0.7012987012987013,44.0,33,44 +Stair down,0.7333333333333333,0.8148148148148148,0.7719298245614035,27.0,30,27 +Ramp up,0.6078431372549019,0.7380952380952381,0.6666666666666666,42.0,51,42 +Ramp down,0.813953488372093,0.8536585365853658,0.8333333333333334,41.0,43,41 +Grass walking,0.7857142857142857,0.8048780487804879,0.7951807228915663,41.0,42,41 +Uneven ground walking,0.7407407407407407,0.6896551724137931,0.7142857142857143,29.0,27,29 +Carry,0.5522388059701493,0.74,0.6324786324786325,50.0,67,50 +accuracy,0.7849936948297604,0.7849936948297604,0.7849936948297604,0.7849936948297604,0,0 +macro avg,0.7526383487803227,0.7680637007616725,0.7568188444211427,1586.0,0,0 +weighted avg,0.7885432124227989,0.7849936948297604,0.7855424299940537,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b7541738f23c1f530207f9d7b23f8bc9c021c7be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3105,12,42,0,20,5,6,8,8,9,66 +Sit to stand,33,537,2,35,0,0,0,0,0,0,0 +Stand to sit,54,4,615,24,0,0,0,0,0,0,0 +Sitting,0,28,26,776,0,0,0,0,0,0,0 +Stair up,26,0,0,0,319,0,0,0,0,0,0 +Stair down,7,0,0,0,0,181,0,0,0,0,0 +Ramp up,36,0,1,0,0,1,458,0,0,0,0 +Ramp down,17,0,0,0,3,1,0,451,0,0,0 +Grass walking,49,0,0,0,1,0,2,0,382,0,2 +Uneven ground walking,17,0,0,0,5,0,0,0,0,257,5 +Carry,55,0,0,0,0,1,0,0,0,0,1108 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..032e85fe98723e9c70402479b2e72ba4e97bde26 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2762,3,18,0,13,0,2,1,5,1,49 +Sit to stand,0,281,0,2,0,0,0,0,0,0,0 +Stand to sit,12,1,354,3,0,0,0,0,0,0,0 +Sitting,0,3,0,630,0,0,0,0,0,0,0 +Stair up,9,0,0,0,290,0,0,0,0,0,0 +Stair down,1,0,0,0,0,160,0,0,0,0,0 +Ramp up,21,0,0,0,0,0,434,0,0,0,0 +Ramp down,12,0,0,0,0,1,0,418,0,0,0 +Grass walking,30,0,0,0,1,0,1,0,361,0,2 +Uneven ground walking,6,0,0,0,5,0,0,0,0,239,3 +Carry,40,0,0,0,0,1,0,0,0,0,1071 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..050aee6a1f255386d7613a579bf2fde2e109a04d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,343,9,24,0,7,5,4,7,3,8,17 +Sit to stand,33,256,2,33,0,0,0,0,0,0,0 +Stand to sit,42,3,261,21,0,0,0,0,0,0,0 +Sitting,0,25,26,146,0,0,0,0,0,0,0 +Stair up,17,0,0,0,29,0,0,0,0,0,0 +Stair down,6,0,0,0,0,21,0,0,0,0,0 +Ramp up,15,0,1,0,0,1,24,0,0,0,0 +Ramp down,5,0,0,0,3,0,0,33,0,0,0 +Grass walking,19,0,0,0,0,0,1,0,21,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,0,18,2 +Carry,15,0,0,0,0,0,0,0,0,0,37 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..567195cf4e14b18850751eaf8ca9d777429856ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.913503971756399,0.9463578177384944,0.9296407185628742,3281.0,3399,3281 +Sit to stand,0.9242685025817556,0.8846787479406919,0.9040404040404041,607.0,581,607 +Stand to sit,0.8965014577259475,0.8823529411764706,0.8893709327548807,697.0,686,697 +Sitting,0.9293413173652695,0.9349397590361446,0.9321321321321321,830.0,835,830 +Stair up,0.9166666666666666,0.9246376811594202,0.9206349206349206,345.0,348,345 +Stair down,0.9576719576719577,0.9627659574468085,0.9602122015915119,188.0,189,188 +Ramp up,0.9828326180257511,0.9233870967741935,0.9521829521829522,496.0,466,496 +Ramp down,0.9825708061002179,0.9555084745762712,0.9688506981740065,472.0,459,472 +Grass walking,0.9794871794871794,0.8761467889908257,0.9249394673123487,436.0,390,436 +Uneven ground walking,0.9661654135338346,0.9049295774647887,0.9345454545454546,284.0,266,284 +Carry,0.9381879762912786,0.9518900343642611,0.9449893390191898,1164.0,1181,1164 +accuracy,0.9305681818181818,0.9305681818181818,0.9305681818181818,0.9305681818181818,0,0 +macro avg,0.9442907152005688,0.92250862515167,0.9328672019046068,8800.0,0,0 +weighted avg,0.9313069592060796,0.9305681818181818,0.9305495744833744,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..845ab9545a023d1c891f38543bfec13920b69fab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9547182855167646,0.9677645409950946,0.9611971463372194,2854.0,2893,2854 +Sit to stand,0.9756944444444444,0.9929328621908127,0.9842381786339754,283.0,288,283 +Stand to sit,0.9516129032258065,0.9567567567567568,0.954177897574124,370.0,372,370 +Sitting,0.9921259842519685,0.995260663507109,0.9936908517350158,633.0,635,633 +Stair up,0.9385113268608414,0.9698996655518395,0.9539473684210527,299.0,309,299 +Stair down,0.9876543209876543,0.9937888198757764,0.9907120743034056,161.0,162,161 +Ramp up,0.9931350114416476,0.9538461538461539,0.9730941704035875,455.0,437,455 +Ramp down,0.9976133651551312,0.9698375870069605,0.9835294117647059,431.0,419,431 +Grass walking,0.9863387978142076,0.9139240506329114,0.9487516425755584,395.0,366,395 +Uneven ground walking,0.9958333333333333,0.9446640316205533,0.9695740365111561,253.0,240,253 +Carry,0.952,0.9631294964028777,0.957532409476978,1112.0,1125,1112 +accuracy,0.9660502346121999,0.9660502346121999,0.9660502346121999,0.9660502346121999,0,0 +macro avg,0.9750216157301637,0.9656186025806224,0.9700404716124343,7246.0,0,0 +weighted avg,0.9664157767507352,0.9660502346121999,0.9660609014585372,7246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ad5e1edb86046d10684ae92196477cc50edbce37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6778656126482213,0.8032786885245902,0.7352625937834941,427.0,506,427 +Sit to stand,0.8737201365187713,0.7901234567901234,0.8298217179902755,324.0,293,324 +Stand to sit,0.8312101910828026,0.7981651376146789,0.8143525741029641,327.0,314,327 +Sitting,0.73,0.7411167512690355,0.7355163727959698,197.0,200,197 +Stair up,0.7435897435897436,0.6304347826086957,0.6823529411764706,46.0,39,46 +Stair down,0.7777777777777778,0.7777777777777778,0.7777777777777778,27.0,27,27 +Ramp up,0.8275862068965517,0.5853658536585366,0.6857142857142857,41.0,29,41 +Ramp down,0.825,0.8048780487804879,0.8148148148148148,41.0,40,41 +Grass walking,0.875,0.5121951219512195,0.6461538461538462,41.0,24,41 +Uneven ground walking,0.6923076923076923,0.5806451612903226,0.631578947368421,31.0,26,31 +Carry,0.6607142857142857,0.7115384615384616,0.6851851851851852,52.0,56,52 +accuracy,0.7651222651222651,0.7651222651222651,0.7651222651222651,0.7651222651222651,0,0 +macro avg,0.7740701496850769,0.7032290219821755,0.7307755506239552,1554.0,0,0 +weighted avg,0.7740054809031641,0.7651222651222651,0.7655213606518956,1554.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..3b0163b84fe7f3aa05e14fe31e70b1e49712c7d9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9392212725546059,0.9042974702834502,0.9214285714285714,3281.0,3159,3281 +Sit to stand,0.9053833605220228,0.914332784184514,0.9098360655737705,607.0,613,607 +Stand to sit,0.8805120910384068,0.8880918220946915,0.8842857142857142,697.0,703,697 +Sitting,0.922077922077922,0.9409638554216867,0.9314251639833036,830.0,847,830 +Stair up,0.8443271767810027,0.927536231884058,0.8839779005524862,345.0,379,345 +Stair down,0.9432989690721649,0.973404255319149,0.9581151832460733,188.0,194,188 +Ramp up,0.9076923076923077,0.9516129032258065,0.9291338582677166,496.0,520,496 +Ramp down,0.9760869565217392,0.951271186440678,0.9635193133047211,472.0,460,472 +Grass walking,0.966183574879227,0.9174311926605505,0.9411764705882353,436.0,414,436 +Uneven ground walking,0.9494584837545126,0.926056338028169,0.9376114081996435,284.0,277,284 +Carry,0.9149108589951378,0.9699312714776632,0.9416180150125104,1164.0,1234,1164 +accuracy,0.9247727272727273,0.9247727272727273,0.9247727272727273,0.9247727272727273,0,0 +macro avg,0.9226502703535499,0.933175391910947,0.9274661513129768,8800.0,0,0 +weighted avg,0.9256379881863179,0.9247727272727273,0.9248085402187413,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..20f7c071b72a7b7f078ccf853b687f9947b299db --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9692028985507246,0.937281009110021,0.952974706091913,2854.0,2760,2854 +Sit to stand,0.9722222222222222,0.9893992932862191,0.9807355516637478,283.0,288,283 +Stand to sit,0.9153846153846154,0.9648648648648649,0.9394736842105263,370.0,390,370 +Sitting,0.9874804381846636,0.9968404423380727,0.9921383647798742,633.0,639,633 +Stair up,0.8700906344410876,0.9632107023411371,0.9142857142857143,299.0,331,299 +Stair down,0.9815950920245399,0.9937888198757764,0.9876543209876543,161.0,163,161 +Ramp up,0.9446808510638298,0.9758241758241758,0.96,455.0,470,455 +Ramp down,0.9952153110047847,0.9651972157772621,0.9799764428739693,431.0,418,431 +Grass walking,0.9787234042553191,0.9316455696202531,0.9546044098573282,395.0,376,395 +Uneven ground walking,0.9796747967479674,0.9525691699604744,0.9659318637274549,253.0,246,253 +Carry,0.9339055793991416,0.9784172661870504,0.9556433904259991,1112.0,1165,1112 +accuracy,0.9588738614407949,0.9588738614407949,0.9588738614407949,0.9588738614407949,0,0 +macro avg,0.9571068948435361,0.9680944117441187,0.9621289499003801,7246.0,0,0 +weighted avg,0.959830162124859,0.9588738614407949,0.9589629305920837,7246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..946bd0c668c331282bcdf950aafc797478434c26 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.731829573934837,0.6838407494145199,0.7070217917675545,427.0,399,427 +Sit to stand,0.8461538461538461,0.8487654320987654,0.847457627118644,324.0,325,324 +Stand to sit,0.8370607028753994,0.8012232415902141,0.81875,327.0,313,327 +Sitting,0.7211538461538461,0.7614213197969543,0.7407407407407407,197.0,208,197 +Stair up,0.6666666666666666,0.6956521739130435,0.6808510638297872,46.0,48,46 +Stair down,0.7419354838709677,0.8518518518518519,0.7931034482758621,27.0,31,27 +Ramp up,0.56,0.6829268292682927,0.6153846153846154,41.0,50,41 +Ramp down,0.7857142857142857,0.8048780487804879,0.7951807228915663,41.0,42,41 +Grass walking,0.8421052631578947,0.7804878048780488,0.810126582278481,41.0,38,41 +Uneven ground walking,0.7096774193548387,0.7096774193548387,0.7096774193548387,31.0,31,31 +Carry,0.5942028985507246,0.7884615384615384,0.6776859504132231,52.0,69,52 +accuracy,0.7657657657657657,0.7657657657657657,0.7657657657657657,0.7657657657657657,0,0 +macro avg,0.7305909078575734,0.7644714917644141,0.745089087459574,1554.0,0,0 +weighted avg,0.7694525796114317,0.7657657657657657,0.7665075498075675,1554.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..fb498b95f4180698e13875734d7d2dd84eb80144 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3079,23,59,1,24,6,7,15,12,7,65 +Sit to stand,18,510,1,49,0,0,0,0,0,0,0 +Stand to sit,52,3,604,25,1,0,0,1,0,0,0 +Sitting,0,30,32,779,0,0,0,0,0,0,0 +Stair up,37,0,0,0,313,0,0,1,0,0,0 +Stair down,8,0,0,0,0,180,1,0,0,0,0 +Ramp up,41,0,0,0,0,1,454,0,0,0,0 +Ramp down,18,0,0,0,3,1,0,446,0,0,0 +Grass walking,51,0,0,0,3,0,2,0,377,0,3 +Uneven ground walking,21,0,0,0,3,0,0,0,2,259,5 +Carry,58,0,0,0,0,0,0,0,0,0,1109 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..693a14be4c78c3ba99cbc4c1b5e72437494fdc8b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2739,3,30,1,13,1,2,0,7,1,49 +Sit to stand,0,249,0,6,0,0,0,0,0,0,0 +Stand to sit,15,1,337,4,0,0,0,0,0,0,0 +Sitting,0,5,1,628,0,0,0,0,0,0,0 +Stair up,16,0,0,0,290,0,0,0,0,0,0 +Stair down,2,0,0,0,0,159,0,0,0,0,0 +Ramp up,24,0,0,0,0,0,431,0,0,0,0 +Ramp down,13,0,0,0,0,1,0,414,0,0,0 +Grass walking,30,0,0,0,3,0,1,0,357,0,3 +Uneven ground walking,10,0,0,0,3,0,0,0,0,241,5 +Carry,44,0,0,0,0,0,0,0,0,0,1075 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f8e3973a5e287fc9d2a318951379c064aacf02d4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,340,20,29,0,11,5,5,15,5,6,16 +Sit to stand,18,261,1,43,0,0,0,0,0,0,0 +Stand to sit,37,2,267,21,1,0,0,1,0,0,0 +Sitting,0,25,31,151,0,0,0,0,0,0,0 +Stair up,21,0,0,0,23,0,0,1,0,0,0 +Stair down,6,0,0,0,0,21,1,0,0,0,0 +Ramp up,17,0,0,0,0,1,23,0,0,0,0 +Ramp down,5,0,0,0,3,0,0,32,0,0,0 +Grass walking,21,0,0,0,0,0,1,0,20,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,2,18,0 +Carry,14,0,0,0,0,0,0,0,0,0,34 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..831e1a6516bc760b87a253a6263539810e37d72b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9101389299438368,0.9335961188599151,0.9217183056428678,3298.0,3383,3298 +Sit to stand,0.901060070671378,0.8823529411764706,0.8916083916083916,578.0,566,578 +Stand to sit,0.867816091954023,0.880466472303207,0.874095513748191,686.0,696,686 +Sitting,0.9121779859484778,0.9262782401902497,0.9191740412979351,841.0,854,841 +Stair up,0.9020172910662824,0.8917378917378918,0.8968481375358166,351.0,347,351 +Stair down,0.9574468085106383,0.9523809523809523,0.9549071618037135,189.0,188,189 +Ramp up,0.978448275862069,0.9153225806451613,0.9458333333333333,496.0,464,496 +Ramp down,0.9632829373650108,0.9529914529914529,0.958109559613319,468.0,463,468 +Grass walking,0.9641943734015346,0.8646788990825688,0.9117291414752116,436.0,391,436 +Uneven ground walking,0.9736842105263158,0.8931034482758621,0.9316546762589928,290.0,266,290 +Carry,0.9382402707275804,0.9502999143101971,0.9442315879097488,1167.0,1182,1167 +accuracy,0.9215909090909091,0.9215909090909091,0.9215909090909091,0.9215909090909091,0,0 +macro avg,0.933500658725195,0.9130189919958117,0.9227190772934111,8800.0,0,0 +weighted avg,0.922305713221356,0.9215909090909091,0.9216185563068147,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b987ee288c523c2b0e44177a82db5fd1d32b73c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9467680608365019,0.9624033731553057,0.9545216936748563,2846.0,2893,2846 +Sit to stand,0.9651162790697675,0.9764705882352941,0.9707602339181286,255.0,258,255 +Stand to sit,0.9157608695652174,0.9439775910364145,0.9296551724137931,357.0,368,357 +Sitting,0.9827856025039123,0.9905362776025236,0.9866457187745483,634.0,639,634 +Stair up,0.9385113268608414,0.9477124183006536,0.943089430894309,306.0,309,306 +Stair down,0.9875776397515528,0.9875776397515528,0.9875776397515528,161.0,161,161 +Ramp up,0.9930875576036866,0.9472527472527472,0.96962879640045,455.0,434,455 +Ramp down,1.0,0.9672897196261683,0.9833729216152018,428.0,414,428 +Grass walking,0.9807692307692307,0.9060913705583756,0.941952506596306,394.0,364,394 +Uneven ground walking,0.9958677685950413,0.9305019305019305,0.9620758483033932,259.0,242,259 +Carry,0.9496466431095406,0.9606791778373548,0.9551310528653931,1119.0,1132,1119 +accuracy,0.9592459107291378,0.9592459107291378,0.9592459107291378,0.9592459107291378,0,0 +macro avg,0.9687173616968446,0.9564084394416654,0.9622191832007211,7214.0,0,0 +weighted avg,0.9597540867873027,0.9592459107291378,0.9592849377925727,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bdb28504e46999acb4c216cffbe27a3ced28af74 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6938775510204082,0.7522123893805309,0.721868365180467,452.0,490,452 +Sit to stand,0.8474025974025974,0.8080495356037152,0.8272583201267829,323.0,308,323 +Stand to sit,0.8140243902439024,0.8115501519756839,0.8127853881278538,329.0,328,329 +Sitting,0.7023255813953488,0.7294685990338164,0.7156398104265402,207.0,215,207 +Stair up,0.6052631578947368,0.5111111111111111,0.5542168674698795,45.0,38,45 +Stair down,0.7777777777777778,0.75,0.7636363636363637,28.0,27,28 +Ramp up,0.7666666666666667,0.5609756097560976,0.647887323943662,41.0,30,41 +Ramp down,0.6530612244897959,0.8,0.7191011235955056,40.0,49,40 +Grass walking,0.7407407407407407,0.47619047619047616,0.5797101449275363,42.0,27,42 +Uneven ground walking,0.75,0.5806451612903226,0.6545454545454545,31.0,24,31 +Carry,0.68,0.7083333333333334,0.6938775510204082,48.0,50,48 +accuracy,0.7503152585119798,0.7503152585119798,0.7503152585119798,0.7503152585119798,0,0 +macro avg,0.7301036079665431,0.6807760334250079,0.6991387920909503,1586.0,0,0 +weighted avg,0.752907077596735,0.7503152585119798,0.7494493265984855,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..139a6dc25352825e30d7742419bea191acb3cf72 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9367007672634271,0.8884172225591267,0.9119203236850296,3298.0,3128,3298 +Sit to stand,0.8943781942078365,0.9083044982698962,0.9012875536480687,578.0,587,578 +Stand to sit,0.8522727272727273,0.8746355685131195,0.8633093525179856,686.0,704,686 +Sitting,0.9016949152542373,0.9488703923900119,0.9246813441483198,841.0,885,841 +Stair up,0.843915343915344,0.9088319088319088,0.8751714677640604,351.0,378,351 +Stair down,0.9292929292929293,0.9735449735449735,0.9509043927648578,189.0,198,189 +Ramp up,0.898854961832061,0.9495967741935484,0.9235294117647059,496.0,524,496 +Ramp down,0.9550321199143469,0.9529914529914529,0.9540106951871657,468.0,467,468 +Grass walking,0.9401913875598086,0.9013761467889908,0.9203747072599532,436.0,418,436 +Uneven ground walking,0.96,0.9103448275862069,0.9345132743362832,290.0,275,290 +Carry,0.9134304207119741,0.9674378748928878,0.939658759883479,1167.0,1236,1167 +accuracy,0.9157954545454545,0.9157954545454545,0.9157954545454545,0.9157954545454545,0,0 +macro avg,0.9114330697476991,0.9258501491420112,0.9181237529963553,8800.0,0,0 +weighted avg,0.9168305374785264,0.9157954545454545,0.9157582231233409,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..77113bb062886b11a763169e09578e6b5eb8dc2c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9635833940276766,0.9297259311314126,0.9463519313304721,2846.0,2746,2846 +Sit to stand,0.9653846153846154,0.984313725490196,0.974757281553398,255.0,260,255 +Stand to sit,0.883419689119171,0.9551820728291317,0.917900403768506,357.0,386,357 +Sitting,0.984399375975039,0.9952681388012619,0.9898039215686274,634.0,641,634 +Stair up,0.8734939759036144,0.9477124183006536,0.9090909090909091,306.0,332,306 +Stair down,0.9815950920245399,0.9937888198757764,0.9876543209876543,161.0,163,161 +Ramp up,0.934322033898305,0.9692307692307692,0.9514563106796117,455.0,472,455 +Ramp down,0.9951807228915662,0.9649532710280374,0.9798339264531435,428.0,415,428 +Grass walking,0.9733333333333334,0.9263959390862944,0.9492847854356307,394.0,375,394 +Uneven ground walking,0.9798387096774194,0.9382239382239382,0.9585798816568047,259.0,248,259 +Carry,0.9285714285714286,0.9758713136729222,0.9516339869281045,1119.0,1176,1119 +accuracy,0.9527308012198503,0.9527308012198503,0.9527308012198503,0.9527308012198503,0,0 +macro avg,0.9511929428006098,0.9618787579700357,0.9560316054048056,7214.0,0,0 +weighted avg,0.9538043081070908,0.9527308012198503,0.9528349550468266,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..5ec7ec1185d87a939cbd8c856dfb006f341869f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.743455497382199,0.6283185840707964,0.6810551558752997,452.0,382,452 +Sit to stand,0.8379204892966361,0.848297213622291,0.8430769230769231,323.0,327,323 +Stand to sit,0.8144654088050315,0.7872340425531915,0.8006182380216383,329.0,318,329 +Sitting,0.6844262295081968,0.8067632850241546,0.7405764966740577,207.0,244,207 +Stair up,0.6304347826086957,0.6444444444444445,0.6373626373626373,45.0,46,45 +Stair down,0.6857142857142857,0.8571428571428571,0.7619047619047619,28.0,35,28 +Ramp up,0.5769230769230769,0.7317073170731707,0.6451612903225806,41.0,52,41 +Ramp down,0.6346153846153846,0.825,0.717391304347826,40.0,52,40 +Grass walking,0.6511627906976745,0.6666666666666666,0.6588235294117647,42.0,43,42 +Uneven ground walking,0.7777777777777778,0.6774193548387096,0.7241379310344828,31.0,27,31 +Carry,0.6166666666666667,0.7708333333333334,0.6851851851851852,48.0,60,48 +accuracy,0.7477931904161412,0.7477931904161412,0.7477931904161412,0.7477931904161412,0,0 +macro avg,0.6957783990905114,0.7494388271608742,0.7177539502924689,1586.0,0,0 +weighted avg,0.7528332452338495,0.7477931904161412,0.7471772899168813,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a9e2c2a3372b3319722e2b047705180bc19a097 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,3023,25,74,0,36,7,8,8,13,4,63 +Sit to stand,30,489,1,69,0,0,0,0,0,0,0 +Stand to sit,71,4,597,26,1,0,0,1,0,0,0 +Sitting,1,37,35,758,0,0,0,0,0,0,0 +Stair up,41,0,0,0,312,0,0,1,0,0,0 +Stair down,8,0,0,0,0,184,1,0,0,0,0 +Ramp up,51,0,1,0,0,2,450,0,0,0,0 +Ramp down,21,0,0,0,3,1,0,447,0,0,0 +Grass walking,58,0,0,0,3,1,1,2,372,0,3 +Uneven ground walking,26,0,0,0,2,0,0,0,3,260,5 +Carry,73,0,0,0,0,0,0,0,0,1,1086 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..07a1336531a5d3602d95edf6583b5921ab55a7cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2706,1,41,0,27,1,3,0,7,0,48 +Sit to stand,1,243,0,22,0,0,0,0,0,0,0 +Stand to sit,24,1,336,5,0,0,0,0,0,0,0 +Sitting,0,7,1,617,0,0,0,0,0,0,0 +Stair up,26,0,0,0,283,0,0,0,0,0,0 +Stair down,2,0,0,0,0,164,0,0,0,0,0 +Ramp up,29,0,0,0,0,2,429,0,0,0,0 +Ramp down,13,0,0,0,0,1,0,417,0,0,0 +Grass walking,39,0,0,0,3,1,1,1,351,0,3 +Uneven ground walking,16,0,0,0,2,0,0,0,1,242,5 +Carry,55,0,0,0,0,0,0,0,0,1,1061 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..eec681beb6a60de9076c7df3b251726937665627 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,317,24,33,0,9,6,5,8,6,4,15 +Sit to stand,29,246,1,47,0,0,0,0,0,0,0 +Stand to sit,47,3,261,21,1,0,0,1,0,0,0 +Sitting,1,30,34,141,0,0,0,0,0,0,0 +Stair up,15,0,0,0,29,0,0,1,0,0,0 +Stair down,6,0,0,0,0,20,1,0,0,0,0 +Ramp up,22,0,1,0,0,0,21,0,0,0,0 +Ramp down,8,0,0,0,3,0,0,30,0,0,0 +Grass walking,19,0,0,0,0,0,0,1,21,0,0 +Uneven ground walking,10,0,0,0,0,0,0,0,2,18,0 +Carry,18,0,0,0,0,0,0,0,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..06d525e7dbffa0ebed45cf590f3dd891ac7dcaaf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8883338230972672,0.927016252683226,0.9072629051620649,3261.0,3403,3261 +Sit to stand,0.8810810810810811,0.830220713073005,0.8548951048951049,589.0,555,589 +Stand to sit,0.8432203389830508,0.8528571428571429,0.8480113636363636,700.0,708,700 +Sitting,0.8886283704572099,0.9121540312876053,0.9002375296912114,831.0,853,831 +Stair up,0.8739495798319328,0.8813559322033898,0.8776371308016878,354.0,357,354 +Stair down,0.9435897435897436,0.9533678756476683,0.9484536082474226,193.0,195,193 +Ramp up,0.9782608695652174,0.8928571428571429,0.9336099585062241,504.0,460,504 +Ramp down,0.9738562091503268,0.9470338983050848,0.9602577873254565,472.0,459,472 +Grass walking,0.9587628865979382,0.8454545454545455,0.8985507246376812,440.0,388,440 +Uneven ground walking,0.9811320754716981,0.8783783783783784,0.9269162210338681,296.0,265,296 +Carry,0.9386343993085566,0.9362068965517242,0.937419076391886,1160.0,1157,1160 +accuracy,0.9065909090909091,0.9065909090909091,0.9065909090909091,0.9065909090909091,0,0 +macro avg,0.922677216103093,0.8960820735726284,0.9084774009389975,8800.0,0,0 +weighted avg,0.9079317062964559,0.9065909090909091,0.9066448552860291,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..119610bd948ff9d2f08ace08e5ed9d204cf5c03c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9295774647887324,0.954834156669019,0.9420365535248042,2834.0,2911,2834 +Sit to stand,0.9642857142857143,0.9135338345864662,0.9382239382239382,266.0,252,266 +Stand to sit,0.8888888888888888,0.9180327868852459,0.9032258064516129,366.0,378,366 +Sitting,0.9580745341614907,0.9872,0.9724192277383766,625.0,644,625 +Stair up,0.8984126984126984,0.9158576051779935,0.907051282051282,309.0,315,309 +Stair down,0.9704142011834319,0.9879518072289156,0.9791044776119403,166.0,169,166 +Ramp up,0.9907621247113164,0.9326086956521739,0.9608062709966405,460.0,433,460 +Ramp down,0.9976076555023924,0.9675174013921114,0.9823321554770318,431.0,418,431 +Grass walking,0.9777158774373259,0.8796992481203008,0.9261213720316622,399.0,359,399 +Uneven ground walking,0.9958847736625515,0.9097744360902256,0.9508840864440079,266.0,243,266 +Carry,0.9498657117278424,0.9498657117278424,0.9498657117278424,1117.0,1117,1117 +accuracy,0.9461251554082055,0.9461251554082055,0.9461251554082055,0.9461251554082055,0,0 +macro avg,0.9564990586147623,0.9378977894118449,0.9465518983890125,7239.0,0,0 +weighted avg,0.9470208862248893,0.9461251554082055,0.9461618525066807,7239.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a07d97966246fca0507c4f44da8958414d470822 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6443089430894309,0.7423887587822015,0.6898803046789989,427.0,492,427 +Sit to stand,0.8118811881188119,0.7616099071207431,0.7859424920127795,323.0,303,323 +Stand to sit,0.7909090909090909,0.781437125748503,0.786144578313253,334.0,330,334 +Sitting,0.6746411483253588,0.6844660194174758,0.6795180722891566,206.0,209,206 +Stair up,0.6904761904761905,0.6444444444444445,0.6666666666666666,45.0,42,45 +Stair down,0.7692307692307693,0.7407407407407407,0.7547169811320755,27.0,26,27 +Ramp up,0.7777777777777778,0.4772727272727273,0.5915492957746479,44.0,27,44 +Ramp down,0.7317073170731707,0.7317073170731707,0.7317073170731707,41.0,41,41 +Grass walking,0.7241379310344828,0.5121951219512195,0.6,41.0,29,41 +Uneven ground walking,0.8181818181818182,0.6,0.6923076923076923,30.0,22,30 +Carry,0.625,0.5813953488372093,0.6024096385542169,43.0,40,43 +accuracy,0.7232543241511852,0.7232543241511852,0.7232543241511852,0.7232543241511852,0,0 +macro avg,0.732568379474264,0.6597870464898578,0.6891675489820598,1561.0,0,0 +weighted avg,0.7288086141325902,0.7232543241511852,0.7230427288904328,1561.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f2a28f4457c2b7d88c7b70fd9cec72bd0c1e3e5e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9160926737633062,0.8972707758356332,0.906584043377227,3261.0,3194,3261 +Sit to stand,0.8994413407821229,0.8200339558573854,0.8579040852575488,589.0,537,589 +Stand to sit,0.8627737226277372,0.8442857142857143,0.8534296028880867,700.0,685,700 +Sitting,0.8677777777777778,0.9398315282791817,0.902368573079145,831.0,900,831 +Stair up,0.8315789473684211,0.8926553672316384,0.8610354223433242,354.0,380,354 +Stair down,0.9158415841584159,0.9585492227979274,0.9367088607594937,193.0,202,193 +Ramp up,0.8969465648854962,0.9325396825396826,0.914396887159533,504.0,524,504 +Ramp down,0.9634408602150538,0.9491525423728814,0.9562433297758804,472.0,465,472 +Grass walking,0.9404761904761905,0.8977272727272727,0.9186046511627907,440.0,420,440 +Uneven ground walking,0.9523809523809523,0.8783783783783784,0.9138840070298769,296.0,273,296 +Carry,0.9147540983606557,0.9620689655172414,0.9378151260504202,1160.0,1220,1160 +accuracy,0.9057954545454545,0.9057954545454545,0.9057954545454545,0.9057954545454545,0,0 +macro avg,0.9055913375269209,0.9065903096202671,0.9053613262621206,8800.0,0,0 +weighted avg,0.9064755301912497,0.9057954545454545,0.9056023374034046,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..28c02094cc2caf68fc9da2bb40fc8eac2ddd5614 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9506306306306306,0.9308398023994354,0.9406311285434124,2834.0,2775,2834 +Sit to stand,0.9798387096774194,0.9135338345864662,0.9455252918287937,266.0,248,266 +Stand to sit,0.884020618556701,0.9371584699453552,0.9098143236074271,366.0,388,366 +Sitting,0.9523076923076923,0.9904,0.9709803921568627,625.0,650,625 +Stair up,0.8575757575757575,0.9158576051779935,0.8857589984350548,309.0,330,309 +Stair down,0.9647058823529412,0.9879518072289156,0.9761904761904762,166.0,170,166 +Ramp up,0.9264705882352942,0.9586956521739131,0.9423076923076923,460.0,476,460 +Ramp down,0.9904306220095693,0.9605568445475638,0.9752650176678446,431.0,418,431 +Grass walking,0.9706666666666667,0.9122807017543859,0.9405684754521964,399.0,375,399 +Uneven ground walking,0.9759036144578314,0.9135338345864662,0.9436893203883495,266.0,249,266 +Carry,0.9336206896551724,0.9695613249776186,0.9512516469038208,1117.0,1160,1117 +accuracy,0.9441911866279873,0.9441911866279873,0.9441911866279873,0.9441911866279873,0,0 +macro avg,0.9441974065568796,0.9445790797616467,0.9438166148619935,7239.0,0,0 +weighted avg,0.9450743174598603,0.9441911866279873,0.9442626487936971,7239.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..4c2f0134089536872f31f448fef079073e33ec9e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.6873508353221957,0.6744730679156908,0.6808510638297872,427.0,419,427 +Sit to stand,0.8304498269896193,0.7430340557275542,0.7843137254901961,323.0,289,323 +Stand to sit,0.835016835016835,0.7425149700598802,0.786053882725832,334.0,297,334 +Sitting,0.648,0.7864077669902912,0.7105263157894737,206.0,250,206 +Stair up,0.66,0.7333333333333333,0.6947368421052632,45.0,50,45 +Stair down,0.65625,0.7777777777777778,0.711864406779661,27.0,32,27 +Ramp up,0.6041666666666666,0.6590909090909091,0.6304347826086957,44.0,48,44 +Ramp down,0.723404255319149,0.8292682926829268,0.7727272727272727,41.0,47,41 +Grass walking,0.6888888888888889,0.7560975609756098,0.7209302325581395,41.0,45,41 +Uneven ground walking,0.7083333333333334,0.5666666666666667,0.6296296296296297,30.0,24,30 +Carry,0.55,0.7674418604651163,0.6407766990291263,43.0,60,43 +accuracy,0.7277386290839206,0.7277386290839206,0.7277386290839206,0.7277386290839206,0,0 +macro avg,0.6901691492306079,0.730555114698705,0.7057131684793705,1561.0,0,0 +weighted avg,0.737299055696163,0.7277386290839206,0.7295784929200037,1561.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2316873f72fad5126690facd98495260c6267620 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2861,36,99,10,43,15,21,27,17,16,79 +Sit to stand,42,421,2,126,0,0,0,0,0,0,0 +Stand to sit,97,6,537,43,5,0,0,2,3,0,1 +Sitting,1,51,32,747,0,0,0,0,0,0,0 +Stair up,66,0,3,0,285,0,0,4,0,0,0 +Stair down,18,0,0,0,0,181,2,0,0,0,0 +Ramp up,79,0,6,0,1,7,421,0,1,0,0 +Ramp down,27,0,0,0,4,1,0,438,0,0,0 +Grass walking,68,0,0,0,3,1,1,3,356,3,6 +Uneven ground walking,37,0,0,0,1,0,0,0,8,259,6 +Carry,83,0,0,0,0,0,1,0,0,1,1079 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7dedeaad58dd75f598c3c08d3f43f165365d1b9b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,2581,5,73,8,32,6,10,12,8,8,61 +Sit to stand,4,203,1,65,0,0,0,0,0,0,0 +Stand to sit,43,0,311,6,3,0,0,2,3,0,0 +Sitting,0,19,2,604,0,0,0,0,0,0,0 +Stair up,51,0,1,0,263,0,0,1,0,0,0 +Stair down,9,0,0,0,0,165,0,0,0,0,0 +Ramp up,51,0,6,0,0,6,409,0,0,0,0 +Ramp down,21,0,0,0,1,1,0,408,0,0,0 +Grass walking,51,0,0,0,3,1,1,2,336,2,6 +Uneven ground walking,29,0,0,0,1,0,0,0,3,241,6 +Carry,63,0,0,0,0,0,1,0,0,1,1053 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..370f5d46652c598a0cafe57afc99f6711f94efb8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv @@ -0,0 +1,12 @@ +true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,280,31,26,2,11,9,11,15,9,8,18 +Sit to stand,38,218,1,61,0,0,0,0,0,0,0 +Stand to sit,54,6,226,37,2,0,0,0,0,0,1 +Sitting,1,32,30,143,0,0,0,0,0,0,0 +Stair up,15,0,2,0,22,0,0,3,0,0,0 +Stair down,9,0,0,0,0,16,2,0,0,0,0 +Ramp up,28,0,0,0,1,1,12,0,1,0,0 +Ramp down,6,0,0,0,3,0,0,30,0,0,0 +Grass walking,17,0,0,0,0,0,0,1,20,1,0 +Uneven ground walking,8,0,0,0,0,0,0,0,5,18,0 +Carry,20,0,0,0,0,0,0,0,0,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7636039b4d12219c6bf972a87b713dc5a4298569 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8467002071618822,0.8874069478908189,0.8665757988792973,3224.0,3379,3224 +Sit to stand,0.8190661478599222,0.7123519458544839,0.7619909502262443,591.0,514,591 +Stand to sit,0.7908689248895434,0.7737752161383286,0.7822286962855062,694.0,679,694 +Sitting,0.806695464362851,0.8989169675090253,0.8503130335799659,831.0,926,831 +Stair up,0.8333333333333334,0.7960893854748603,0.8142857142857143,358.0,342,358 +Stair down,0.8829268292682927,0.900497512437811,0.8916256157635468,201.0,205,201 +Ramp up,0.9439461883408071,0.8174757281553398,0.8761706555671176,515.0,446,515 +Ramp down,0.9240506329113924,0.9319148936170213,0.9279661016949152,470.0,474,470 +Grass walking,0.9246753246753247,0.8072562358276644,0.8619854721549637,441.0,385,441 +Uneven ground walking,0.9283154121863799,0.8327974276527331,0.8779661016949153,311.0,279,311 +Carry,0.9214346712211785,0.9269759450171822,0.9241970021413276,1164.0,1171,1164 +accuracy,0.8619318181818182,0.8619318181818182,0.8619318181818182,0.8619318181818182,0,0 +macro avg,0.8747284669282642,0.8441325641432063,0.857755012933956,8800.0,0,0 +weighted avg,0.8634468301349272,0.8619318181818182,0.8614437755152334,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4725934e46f4ddd8b8564085b208281d61fcd0c1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.8890802617981398,0.9204707560627675,0.9045032416330822,2804.0,2903,2804 +Sit to stand,0.8942731277533039,0.7435897435897436,0.812,273.0,227,273 +Stand to sit,0.7893401015228426,0.845108695652174,0.8162729658792651,368.0,394,368 +Sitting,0.8843338213762811,0.9664,0.9235474006116208,625.0,683,625 +Stair up,0.8679867986798679,0.8322784810126582,0.8497576736672051,316.0,303,316 +Stair down,0.9217877094972067,0.9482758620689655,0.9348441926345609,174.0,179,174 +Ramp up,0.9714964370546318,0.8665254237288136,0.916013437849944,472.0,421,472 +Ramp down,0.96,0.9466357308584686,0.9532710280373832,431.0,425,431 +Grass walking,0.96,0.835820895522388,0.8936170212765957,402.0,350,402 +Uneven ground walking,0.9563492063492064,0.8607142857142858,0.9060150375939849,280.0,252,280 +Carry,0.9351687388987566,0.9418604651162791,0.9385026737967914,1118.0,1126,1118 +accuracy,0.9051356188902657,0.9051356188902657,0.9051356188902657,0.9051356188902657,0,0 +macro avg,0.9118014729936577,0.8825163944842314,0.8953040611800396,7263.0,0,0 +weighted avg,0.9068568153202456,0.9051356188902657,0.9048709044328583,7263.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..054831e2add0157fb811111b646f558889b2377b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5882352941176471,0.6666666666666666,0.625,420.0,476,420 +Sit to stand,0.759581881533101,0.6855345911949685,0.7206611570247934,318.0,287,318 +Stand to sit,0.7929824561403509,0.6932515337423313,0.7397708674304418,326.0,285,326 +Sitting,0.588477366255144,0.6941747572815534,0.6369710467706013,206.0,243,206 +Stair up,0.5641025641025641,0.5238095238095238,0.5432098765432098,42.0,39,42 +Stair down,0.6153846153846154,0.5925925925925926,0.6037735849056604,27.0,26,27 +Ramp up,0.48,0.27906976744186046,0.35294117647058826,43.0,25,43 +Ramp down,0.6122448979591837,0.7692307692307693,0.6818181818181818,39.0,49,39 +Grass walking,0.5714285714285714,0.5128205128205128,0.5405405405405406,39.0,35,39 +Uneven ground walking,0.6666666666666666,0.5806451612903226,0.6206896551724138,31.0,27,31 +Carry,0.5777777777777777,0.5652173913043478,0.5714285714285714,46.0,45,46 +accuracy,0.6577748861418348,0.6577748861418348,0.6577748861418348,0.6577748861418348,0,0 +macro avg,0.619716553760511,0.5966375697614045,0.6033458780095456,1537.0,0,0 +weighted avg,0.6653870410315622,0.6577748861418348,0.6581287197882267,1537.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..9638ba498eb289afe05122a177857196ca1b9c57 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.865940902021773,0.8635235732009926,0.8647305482217735,3224.0,3215,3224 +Sit to stand,0.816793893129771,0.7241962774957699,0.7677130044843049,591.0,524,591 +Stand to sit,0.7814761215629522,0.7780979827089337,0.779783393501805,694.0,691,694 +Sitting,0.8197802197802198,0.8977135980746089,0.8569787478460654,831.0,910,831 +Stair up,0.8128491620111732,0.8128491620111732,0.8128491620111732,358.0,358,358 +Stair down,0.8872549019607843,0.900497512437811,0.8938271604938272,201.0,204,201 +Ramp up,0.8725490196078431,0.8640776699029126,0.8682926829268293,515.0,510,515 +Ramp down,0.9212765957446809,0.9212765957446809,0.9212765957446809,470.0,470,470 +Grass walking,0.9043062200956937,0.8571428571428571,0.880093131548312,441.0,418,441 +Uneven ground walking,0.9087837837837838,0.864951768488746,0.886326194398682,311.0,296,311 +Carry,0.9086378737541528,0.9398625429553265,0.9239864864864865,1164.0,1204,1164 +accuracy,0.8623863636363637,0.8623863636363637,0.8623863636363637,0.8623863636363637,0,0 +macro avg,0.8636044266775298,0.8567445036512557,0.8596233734239945,8800.0,0,0 +weighted avg,0.8623734903660104,0.8623863636363637,0.8619372120880906,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a2441757d55f287eca0705ac532151b7a77cd7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.9126811594202898,0.8983594864479315,0.9054636951833214,2804.0,2760,2804 +Sit to stand,0.8874458874458875,0.7509157509157509,0.8134920634920635,273.0,231,273 +Stand to sit,0.7662650602409639,0.8641304347826086,0.8122605363984674,368.0,415,368 +Sitting,0.8893805309734514,0.9648,0.9255564082885649,625.0,678,625 +Stair up,0.8539682539682539,0.8512658227848101,0.8526148969889065,316.0,315,316 +Stair down,0.9166666666666666,0.9482758620689655,0.9322033898305084,174.0,180,174 +Ramp up,0.9006342494714588,0.902542372881356,0.9015873015873016,472.0,473,472 +Ramp down,0.9619952494061758,0.9396751740139211,0.9507042253521126,431.0,421,431 +Grass walking,0.9413333333333334,0.8781094527363185,0.9086229086229086,402.0,375,402 +Uneven ground walking,0.946969696969697,0.8928571428571429,0.9191176470588235,280.0,264,280 +Carry,0.9261511728931364,0.9534883720930233,0.9396209784045835,1118.0,1151,1118 +accuracy,0.9058240396530359,0.9058240396530359,0.9058240396530359,0.9058240396530359,0,0 +macro avg,0.9003173873444831,0.8949472610528934,0.8964767319279602,7263.0,0,0 +weighted avg,0.9069746503178993,0.9058240396530359,0.9057464128124093,7263.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..436e51c9df63f9e950900c97c55a314c6af03058 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_fitnets/seed_42/20260523_181208_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv @@ -0,0 +1,15 @@ +class,precision,recall,f1-score,support,total_predicted,total_ground_truth +Level ground walking,0.5824175824175825,0.6309523809523809,0.6057142857142858,420.0,455,420 +Sit to stand,0.7610921501706485,0.7012578616352201,0.7299509001636661,318.0,293,318 +Stand to sit,0.8043478260869565,0.6809815950920245,0.7375415282392026,326.0,276,326 +Sitting,0.6163793103448276,0.6941747572815534,0.6529680365296804,206.0,232,206 +Stair up,0.5116279069767442,0.5238095238095238,0.5176470588235295,42.0,43,42 +Stair down,0.6666666666666666,0.5925925925925926,0.6274509803921569,27.0,24,27 +Ramp up,0.5135135135135135,0.4418604651162791,0.475,43.0,37,43 +Ramp down,0.5714285714285714,0.717948717948718,0.6363636363636364,39.0,49,39 +Grass walking,0.5813953488372093,0.6410256410256411,0.6097560975609756,39.0,43,39 +Uneven ground walking,0.59375,0.6129032258064516,0.6031746031746031,31.0,32,31 +Carry,0.5283018867924528,0.6086956521739131,0.5656565656565656,46.0,53,46 +accuracy,0.657124268054652,0.657124268054652,0.657124268054652,0.657124268054652,0,0 +macro avg,0.611901887566834,0.6223820375849362,0.6146566993289365,1537.0,0,0 +weighted avg,0.666930345128143,0.657124268054652,0.6596610131854203,1537.0,0,0