diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..1c665425a8d565a01ff7aa6ab873d04da1a86f34 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,73,0,0,0,0,0,0,0,3,0,14 +Sit to stand,16,6,0,17,0,0,0,0,0,0,0 +Stand to sit,15,0,9,11,0,0,0,0,0,0,4 +Sitting,0,0,0,34,0,0,0,0,0,0,0 +Stair up,1,0,0,0,5,0,0,0,0,0,4 +Stair down,9,0,0,0,0,2,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,3,0,0,0,2 +Ramp down,0,0,0,0,0,0,0,10,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,4,0,3 +Uneven ground walking,6,0,0,0,0,0,0,0,0,4,0 +Carry,8,0,0,0,0,0,0,0,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..39f0ad2c7f99bd6a8a19f9c750bcc2dbab1132fd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,640,0,0,6,3,1,0,4,1,0,127 +Sit to stand,6,55,0,24,0,0,0,0,0,0,0 +Stand to sit,18,0,57,4,0,0,0,0,0,0,14 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,2,0,0,0,74,0,0,0,0,0,5 +Stair down,28,0,0,0,0,50,0,0,0,0,1 +Ramp up,7,0,0,0,0,0,116,0,0,0,11 +Ramp down,0,0,0,0,0,0,0,129,0,0,0 +Grass walking,10,0,0,0,0,0,0,0,95,0,8 +Uneven ground walking,7,0,0,0,0,0,0,0,0,87,5 +Carry,37,0,0,0,0,0,0,0,0,0,465 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b281dc5dad15141f69f430d299f905b30036b0a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,682,0,0,7,7,5,1,8,7,3,147 +Sit to stand,22,65,0,34,0,0,0,0,0,0,0 +Stand to sit,43,0,55,15,0,0,0,0,0,0,23 +Sitting,0,10,0,304,0,0,0,0,0,0,0 +Stair up,6,0,0,0,76,0,0,0,0,0,10 +Stair down,51,0,0,0,0,37,1,0,0,0,1 +Ramp up,13,0,0,0,0,1,112,0,0,0,19 +Ramp down,4,0,0,0,0,0,0,135,0,0,0 +Grass walking,13,0,0,0,0,0,0,0,100,2,11 +Uneven ground walking,15,0,0,0,0,0,0,0,0,89,5 +Carry,46,0,0,0,0,0,0,0,0,0,471 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..c7c23da5282698f6cccf8d448271517fee71c191 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,630,0,0,7,5,3,0,2,3,0,133 +Sit to stand,7,46,0,29,0,0,0,0,0,0,0 +Stand to sit,29,0,49,2,0,0,0,0,0,0,17 +Sitting,0,0,0,281,0,0,0,0,0,0,0 +Stair up,4,0,0,0,70,0,0,0,0,0,8 +Stair down,43,0,0,0,0,36,1,0,0,0,1 +Ramp up,11,0,0,0,0,0,109,0,0,0,15 +Ramp down,2,0,0,0,0,0,0,126,0,0,0 +Grass walking,9,0,0,0,0,0,0,0,94,2,11 +Uneven ground walking,11,0,0,0,0,0,0,0,0,83,5 +Carry,39,0,0,0,0,0,0,0,0,0,463 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..a097638f1bfbcc70d9aa69222784b373395c74b6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,52,0,0,0,2,2,1,6,4,3,14 +Sit to stand,15,19,0,5,0,0,0,0,0,0,0 +Stand to sit,14,0,6,13,0,0,0,0,0,0,6 +Sitting,0,10,0,23,0,0,0,0,0,0,0 +Stair up,2,0,0,0,6,0,0,0,0,0,2 +Stair down,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,2,0,0,0,0,1,3,0,0,0,4 +Ramp down,2,0,0,0,0,0,0,9,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,6,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,6,0 +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_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f1f81ecf2ebba2ecc58ce7cefbdffe6bce82d0a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.7620111731843575,0.7866205305651672,0.7741203178206584,867.0,895,867 +Sit to stand,0.8666666666666667,0.5371900826446281,0.6632653061224489,121.0,75,121 +Stand to sit,1.0,0.40441176470588236,0.5759162303664922,136.0,55,136 +Sitting,0.8444444444444444,0.9681528662420382,0.9020771513353115,314.0,360,314 +Stair up,0.9156626506024096,0.8260869565217391,0.8685714285714285,92.0,83,92 +Stair down,0.8604651162790697,0.4111111111111111,0.556390977443609,90.0,43,90 +Ramp up,0.9824561403508771,0.7724137931034483,0.8648648648648649,145.0,114,145 +Ramp down,0.9440559440559441,0.9712230215827338,0.9574468085106383,139.0,143,139 +Grass walking,0.9345794392523364,0.7936507936507936,0.8583690987124464,126.0,107,126 +Uneven ground walking,0.9468085106382979,0.8165137614678899,0.8768472906403941,109.0,94,109 +Carry,0.6855895196506551,0.9110251450676983,0.782392026578073,517.0,687,517 +accuracy,0.8004518072289156,0.8004518072289156,0.8004518072289156,0.8004518072289156,0,0 +macro avg,0.8857036004659146,0.7453090751511936,0.7891146819060332,2656.0,0,0 +weighted avg,0.8198258919175486,0.8004518072289156,0.7943132757853062,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6474a64fd3dd5c4f21fd38a3e4a722988dea7865 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.802547770700637,0.8045977011494253,0.8035714285714286,783.0,785,783 +Sit to stand,1.0,0.5609756097560976,0.71875,82.0,46,82 +Stand to sit,1.0,0.5051546391752577,0.6712328767123288,97.0,49,97 +Sitting,0.8808777429467085,1.0,0.9366666666666666,281.0,319,281 +Stair up,0.9333333333333333,0.8536585365853658,0.89171974522293,82.0,75,82 +Stair down,0.9230769230769231,0.4444444444444444,0.6,81.0,39,81 +Ramp up,0.990909090909091,0.8074074074074075,0.889795918367347,135.0,110,135 +Ramp down,0.984375,0.984375,0.984375,128.0,128,128 +Grass walking,0.9690721649484536,0.8103448275862069,0.8826291079812206,116.0,97,116 +Uneven ground walking,0.9764705882352941,0.8383838383838383,0.9021739130434783,99.0,85,99 +Carry,0.7090352220520674,0.9223107569721115,0.8017316017316017,502.0,653,502 +accuracy,0.8327745180217938,0.8327745180217938,0.8327745180217938,0.8327745180217938,0,0 +macro avg,0.9245179851093188,0.7756047964963777,0.8256951143906364,2386.0,0,0 +weighted avg,0.8512219121715706,0.8327745180217938,0.8291952124979546,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..85f85f9212e4356a1e157d2dcee3bb7e26bb907e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4727272727272727,0.6190476190476191,0.5360824742268041,84.0,110,84 +Sit to stand,0.6551724137931034,0.48717948717948717,0.5588235294117647,39.0,29,39 +Stand to sit,1.0,0.15384615384615385,0.26666666666666666,39.0,6,39 +Sitting,0.5609756097560976,0.696969696969697,0.6216216216216216,33.0,41,33 +Stair up,0.75,0.6,0.6666666666666666,10.0,8,10 +Stair down,0.25,0.1111111111111111,0.15384615384615385,9.0,4,9 +Ramp up,0.75,0.3,0.42857142857142855,10.0,4,10 +Ramp down,0.6,0.8181818181818182,0.6923076923076923,11.0,15,11 +Grass walking,0.6,0.6,0.6,10.0,10,10 +Uneven ground walking,0.6666666666666666,0.6,0.631578947368421,10.0,9,10 +Carry,0.23529411764705882,0.5333333333333333,0.32653061224489793,15.0,34,15 +accuracy,0.5148148148148148,0.5148148148148148,0.5148148148148148,0.5148148148148148,0,0 +macro avg,0.5946214618718364,0.50178811087902,0.4984268902665562,270.0,0,0 +weighted avg,0.6030336614827618,0.5148148148148148,0.49964699483467595,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..7641a424834adc00b399c399e6eb38d7a0649785 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,610,1,2,10,3,5,0,7,3,6,138 +Sit to stand,3,50,0,29,0,0,0,0,0,0,0 +Stand to sit,50,0,15,4,0,0,1,0,0,0,27 +Sitting,0,1,0,278,0,0,0,0,0,0,0 +Stair up,14,0,0,0,56,0,0,0,0,0,12 +Stair down,51,0,0,0,0,28,2,0,0,0,0 +Ramp up,14,0,0,0,0,0,99,0,0,0,22 +Ramp down,5,0,0,0,0,0,0,123,0,0,0 +Grass walking,14,0,0,0,0,0,0,1,76,11,14 +Uneven ground walking,10,0,0,0,0,0,0,0,0,81,8 +Carry,45,0,0,0,0,0,0,0,0,0,457 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bacd0f374636981fa93a356c4f4b31d2d088a25d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.8171428571428572,0.8739495798319328,0.8445921004060539,1309.0,1400,1309 +Sit to stand,0.7619047619047619,0.6153846153846154,0.6808510638297872,26.0,21,26 +Stand to sit,0.8571428571428571,0.5454545454545454,0.6666666666666666,22.0,14,22 +Sitting,0.8807692307692307,0.9956521739130435,0.9346938775510204,230.0,260,230 +Stair up,0.9032258064516129,0.4375,0.5894736842105263,64.0,31,64 +Stair down,0.0,0.0,0.0,48.0,8,48 +Ramp up,1.0,0.3404255319148936,0.5079365079365079,47.0,16,47 +Ramp down,0.6428571428571429,0.7422680412371134,0.6889952153110048,97.0,112,97 +Grass walking,0.6086956521739131,0.49122807017543857,0.5436893203883495,114.0,92,114 +Uneven ground walking,0.5666666666666667,0.6710526315789473,0.6144578313253012,76.0,90,76 +Carry,0.6575342465753424,0.6336633663366337,0.6453781512605042,303.0,292,303 +accuracy,0.7773972602739726,0.7773972602739726,0.7773972602739726,0.7773972602739726,0,0 +macro avg,0.6996308383349441,0.5769616868933783,0.610612219898702,2336.0,0,0 +weighted avg,0.7661549794265656,0.7773972602739726,0.764375115872896,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0cc9bee00b15c97e1e5d08bc231bd633f0afe5c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1076,0,2,0,0,5,0,15,29,7,150 +Sit to stand,18,74,0,6,0,0,0,0,0,0,0 +Stand to sit,6,0,58,4,0,0,0,0,0,0,10 +Sitting,0,13,0,371,0,0,0,0,0,0,0 +Stair up,17,0,0,0,95,0,0,1,0,0,0 +Stair down,12,0,0,0,0,64,0,0,0,0,0 +Ramp up,10,0,0,0,0,1,96,0,0,0,1 +Ramp down,26,0,0,0,0,1,0,142,0,0,2 +Grass walking,36,0,0,0,14,1,4,0,81,8,4 +Uneven ground walking,40,0,0,0,2,1,1,6,2,95,11 +Carry,289,0,0,0,0,10,0,1,0,0,282 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..dab1bedc25faa6f3a4a8278bb114d5f29a0f987a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1022,0,2,0,0,3,0,14,27,6,132 +Sit to stand,5,65,0,2,0,0,0,0,0,0,0 +Stand to sit,2,0,45,0,0,0,0,0,0,0,5 +Sitting,0,5,0,354,0,0,0,0,0,0,0 +Stair up,10,0,0,0,94,0,0,1,0,0,0 +Stair down,9,0,0,0,0,61,0,0,0,0,0 +Ramp up,6,0,0,0,0,1,94,0,0,0,1 +Ramp down,21,0,0,0,0,1,0,141,0,0,0 +Grass walking,30,0,0,0,14,1,4,0,79,8,4 +Uneven ground walking,39,0,0,0,2,1,1,5,2,93,7 +Carry,283,0,0,0,0,10,0,1,0,0,277 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..1d28696edd4fb9de66a75573ecdf3f16ca15b5c5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,54,0,0,0,0,2,0,1,2,1,18 +Sit to stand,13,9,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,13,4,0,0,0,0,0,0,5 +Sitting,0,8,0,17,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,3,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,2,0,0,0,0 +Ramp down,5,0,0,0,0,0,0,1,0,0,2 +Grass walking,6,0,0,0,0,0,0,0,2,0,0 +Uneven ground walking,1,0,0,0,0,0,0,1,0,2,4 +Carry,6,0,0,0,0,0,0,0,0,0,5 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..49ededf63808c549a7aa3fa66ec88ff46a4ae70c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.7032679738562092,0.838006230529595,0.7647476901208244,1284.0,1530,1284 +Sit to stand,0.8505747126436781,0.7551020408163265,0.8,98.0,87,98 +Stand to sit,0.9666666666666667,0.7435897435897436,0.8405797101449275,78.0,60,78 +Sitting,0.973753280839895,0.9661458333333334,0.9699346405228758,384.0,381,384 +Stair up,0.8558558558558559,0.8407079646017699,0.8482142857142857,113.0,111,113 +Stair down,0.7710843373493976,0.8421052631578947,0.8050314465408805,76.0,83,76 +Ramp up,0.9504950495049505,0.8888888888888888,0.9186602870813397,108.0,101,108 +Ramp down,0.8606060606060606,0.8304093567251462,0.8452380952380952,171.0,165,171 +Grass walking,0.7232142857142857,0.5472972972972973,0.6230769230769231,148.0,112,148 +Uneven ground walking,0.8636363636363636,0.6012658227848101,0.7089552238805971,158.0,110,158 +Carry,0.6130434782608696,0.4845360824742268,0.5412667946257198,582.0,460,582 +accuracy,0.760625,0.760625,0.760625,0.760625,0,0 +macro avg,0.8301998240849303,0.7580049567453666,0.787791372449679,3200.0,0,0 +weighted avg,0.7628395147692173,0.760625,0.7557454273253861,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f66495e5aec0b1df34b25436b567287bed6d6639 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.716187806587246,0.8474295190713101,0.7763007975693126,1206.0,1427,1206 +Sit to stand,0.9285714285714286,0.9027777777777778,0.9154929577464789,72.0,70,72 +Stand to sit,0.9574468085106383,0.8653846153846154,0.9090909090909091,52.0,47,52 +Sitting,0.9943820224719101,0.9860724233983287,0.9902097902097902,359.0,356,359 +Stair up,0.8545454545454545,0.8952380952380953,0.8744186046511628,105.0,110,105 +Stair down,0.782051282051282,0.8714285714285714,0.8243243243243243,70.0,78,70 +Ramp up,0.9494949494949495,0.9215686274509803,0.9353233830845771,102.0,99,102 +Ramp down,0.8703703703703703,0.8650306748466258,0.8676923076923077,163.0,162,163 +Grass walking,0.7314814814814815,0.5642857142857143,0.6370967741935484,140.0,108,140 +Uneven ground walking,0.8691588785046729,0.62,0.7237354085603113,150.0,107,150 +Carry,0.6502347417840375,0.4851138353765324,0.555667001003009,571.0,426,571 +accuracy,0.7775919732441472,0.7775919732441472,0.7775919732441472,0.7775919732441472,0,0 +macro avg,0.8458113840339521,0.8022118049325955,0.8190320234659755,2990.0,0,0 +weighted avg,0.777459870281887,0.7775919732441472,0.771332943628023,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..50760ee0dc4b79d9bbd6886a7b8851521a693c71 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5242718446601942,0.6923076923076923,0.5966850828729282,78.0,103,78 +Sit to stand,0.5294117647058824,0.34615384615384615,0.4186046511627907,26.0,17,26 +Stand to sit,1.0,0.5,0.6666666666666666,26.0,13,26 +Sitting,0.68,0.68,0.68,25.0,25,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.6,0.5,0.5454545454545454,6.0,5,6 +Ramp up,1.0,0.3333333333333333,0.5,6.0,2,6 +Ramp down,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Grass walking,0.5,0.25,0.3333333333333333,8.0,4,8 +Uneven ground walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Carry,0.14705882352941177,0.45454545454545453,0.2222222222222222,11.0,34,11 +accuracy,0.5190476190476191,0.5190476190476191,0.5190476190476191,0.5190476190476191,0,0 +macro avg,0.6346129484450445,0.3869400296673024,0.4300584790353867,210.0,0,0 +weighted avg,0.6136931277365315,0.5190476190476191,0.5203987773947943,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..15d27a8056a27d8fe255cb6a47da681e64e0bc1d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1066,0,3,0,0,8,0,21,33,9,139 +Sit to stand,31,63,0,6,0,0,0,0,0,0,0 +Stand to sit,11,0,53,4,0,0,0,0,0,0,13 +Sitting,0,17,1,366,0,0,0,0,0,0,0 +Stair up,19,0,0,0,92,0,0,1,0,0,0 +Stair down,13,0,0,0,0,65,0,0,0,0,0 +Ramp up,10,0,0,0,0,1,95,0,0,0,1 +Ramp down,22,0,0,0,0,1,0,145,0,0,3 +Grass walking,35,0,0,0,14,1,5,0,79,9,5 +Uneven ground walking,39,0,0,0,1,2,0,6,1,96,13 +Carry,269,0,0,0,0,28,1,1,1,0,282 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..31000429cfe924a384ddca683873912578e67ed8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1015,0,3,0,0,6,0,19,32,6,122 +Sit to stand,17,55,0,2,0,0,0,0,0,0,0 +Stand to sit,5,0,42,0,0,0,0,0,0,0,8 +Sitting,0,7,0,352,0,0,0,0,0,0,0 +Stair up,12,0,0,0,91,0,0,1,0,0,0 +Stair down,10,0,0,0,0,62,0,0,0,0,0 +Ramp up,5,0,0,0,0,1,94,0,0,0,1 +Ramp down,18,0,0,0,0,1,0,142,0,0,2 +Grass walking,30,0,0,0,14,1,5,0,77,9,4 +Uneven ground walking,39,0,0,0,1,2,0,5,1,93,9 +Carry,261,0,0,0,0,28,1,1,1,0,279 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..eaa6fafe2eada32da5d37f9a87e99570fac68d35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,51,0,0,0,0,2,0,2,1,3,17 +Sit to stand,14,8,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,11,4,0,0,0,0,0,0,5 +Sitting,0,10,1,14,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +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,4,0,0,0,0,0,0,3,0,0,1 +Grass walking,5,0,0,0,0,0,0,0,2,0,1 +Uneven ground walking,0,0,0,0,0,0,0,1,0,3,4 +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_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c69aad70bdc084e9773aface7c16732e07795de2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.7036303630363037,0.8334636434714621,0.7630637079455977,1279.0,1515,1279 +Sit to stand,0.7875,0.63,0.7,100.0,80,100 +Stand to sit,0.9298245614035088,0.654320987654321,0.7681159420289855,81.0,57,81 +Sitting,0.973404255319149,0.953125,0.9631578947368421,384.0,376,384 +Stair up,0.8598130841121495,0.8214285714285714,0.8401826484018264,112.0,107,112 +Stair down,0.6132075471698113,0.8333333333333334,0.7065217391304348,78.0,106,78 +Ramp up,0.9405940594059405,0.8878504672897196,0.9134615384615384,107.0,101,107 +Ramp down,0.8333333333333334,0.847953216374269,0.8405797101449275,171.0,174,171 +Grass walking,0.6929824561403509,0.5337837837837838,0.6030534351145038,148.0,114,148 +Uneven ground walking,0.8421052631578947,0.6075949367088608,0.7058823529411765,158.0,114,158 +Carry,0.618421052631579,0.4845360824742268,0.5433526011560693,582.0,456,582 +accuracy,0.750625,0.750625,0.750625,0.750625,0,0 +macro avg,0.7995287250645474,0.7352172747744135,0.7588519609147184,3200.0,0,0 +weighted avg,0.7533138012547531,0.750625,0.7455405333448578,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c6e45fb0bb522e20d51b348089d15fb0a838c25 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.7188385269121813,0.8437240232751455,0.7762906309751434,1203.0,1412,1203 +Sit to stand,0.8870967741935484,0.7432432432432432,0.8088235294117647,74.0,62,74 +Stand to sit,0.9333333333333333,0.7636363636363637,0.84,55.0,45,55 +Sitting,0.9943502824858758,0.9805013927576601,0.9873772791023843,359.0,354,359 +Stair up,0.8584905660377359,0.875,0.8666666666666667,104.0,106,104 +Stair down,0.6138613861386139,0.8611111111111112,0.7167630057803468,72.0,101,72 +Ramp up,0.94,0.9306930693069307,0.9353233830845771,101.0,100,101 +Ramp down,0.8452380952380952,0.8711656441717791,0.8580060422960725,163.0,168,163 +Grass walking,0.6936936936936937,0.55,0.6135458167330677,140.0,111,140 +Uneven ground walking,0.8611111111111112,0.62,0.7209302325581395,150.0,108,150 +Carry,0.6564705882352941,0.4886164623467601,0.5602409638554217,571.0,425,571 +accuracy,0.7693850267379679,0.7693850267379679,0.7693850267379679,0.7693850267379679,0,0 +macro avg,0.8184076688526803,0.7752446645317267,0.7894515954966895,2992.0,0,0 +weighted avg,0.7707340681053778,0.7693850267379679,0.7635011595456018,2992.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..cd24eab2dccbea6ffb7d2a54e039b4a98af9620a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.49514563106796117,0.6710526315789473,0.5698324022346368,76.0,103,76 +Sit to stand,0.4444444444444444,0.3076923076923077,0.36363636363636365,26.0,18,26 +Stand to sit,0.9166666666666666,0.4230769230769231,0.5789473684210527,26.0,12,26 +Sitting,0.6363636363636364,0.56,0.5957446808510638,25.0,22,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.6,0.5,0.5454545454545454,6.0,5,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.5,0.375,0.42857142857142855,8.0,6,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,0.5,0.375,0.42857142857142855,8.0,6,8 +Carry,0.0967741935483871,0.2727272727272727,0.14285714285714285,11.0,31,11 +accuracy,0.4807692307692308,0.4807692307692308,0.4807692307692308,0.4807692307692308,0,0 +macro avg,0.6232782944325238,0.36601961834019253,0.41138074837913946,208.0,0,0 +weighted avg,0.581379313564954,0.4807692307692308,0.4846659121493025,208.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b201c79229619228b5715c784978cae6307006e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1057,0,3,0,0,13,2,30,29,11,135 +Sit to stand,34,61,0,6,0,0,0,0,0,0,0 +Stand to sit,13,0,44,7,0,0,0,0,0,0,17 +Sitting,0,21,1,360,0,0,0,0,0,0,0 +Stair up,26,0,0,0,85,0,0,1,0,0,0 +Stair down,13,0,0,0,0,65,0,0,0,0,0 +Ramp up,11,0,0,0,0,1,94,0,0,0,3 +Ramp down,21,0,0,0,0,1,0,145,0,0,4 +Grass walking,39,0,0,0,14,2,4,0,74,9,4 +Uneven ground walking,45,0,0,0,1,1,0,5,1,90,15 +Carry,256,0,0,0,0,43,1,1,2,0,279 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..b9360fb48b56d09db10cc1fa61cfe227f3d70ba0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1009,0,3,0,0,9,2,26,28,8,120 +Sit to stand,20,52,0,3,0,0,0,0,0,0,0 +Stand to sit,8,0,38,1,0,0,0,0,0,0,10 +Sitting,0,13,0,344,0,0,0,0,0,0,0 +Stair up,20,0,0,0,84,0,0,1,0,0,0 +Stair down,10,0,0,0,0,62,0,0,0,0,0 +Ramp up,6,0,0,0,0,1,92,0,0,0,3 +Ramp down,17,0,0,0,0,1,0,142,0,0,3 +Grass walking,33,0,0,0,14,2,4,0,73,9,3 +Uneven ground walking,45,0,0,0,1,0,0,5,1,87,11 +Carry,248,0,0,0,0,43,1,1,2,0,275 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..0770666767079c2c0e24fce86b606fba21936190 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,48,0,0,0,0,4,0,4,1,3,15 +Sit to stand,14,9,0,3,0,0,0,0,0,0,0 +Stand to sit,5,0,6,6,0,0,0,0,0,0,7 +Sitting,0,8,1,16,0,0,0,0,0,0,0 +Stair up,6,0,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,0,3,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,2,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,3,0,0,1 +Grass walking,6,0,0,0,0,0,0,0,1,0,1 +Uneven ground walking,0,0,0,0,0,1,0,0,0,3,4 +Carry,8,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7bac3ad9b0216a4dbb6bd83ecba4f5b29069e177 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6976897689768977,0.82578125,0.756350626118068,1280.0,1515,1280 +Sit to stand,0.7439024390243902,0.6039603960396039,0.6666666666666666,101.0,82,101 +Stand to sit,0.9166666666666666,0.5432098765432098,0.6821705426356589,81.0,48,81 +Sitting,0.9651474530831099,0.9424083769633508,0.9536423841059603,382.0,373,382 +Stair up,0.85,0.7589285714285714,0.8018867924528302,112.0,100,112 +Stair down,0.5158730158730159,0.8333333333333334,0.6372549019607843,78.0,126,78 +Ramp up,0.9306930693069307,0.8623853211009175,0.8952380952380953,109.0,101,109 +Ramp down,0.7967032967032966,0.847953216374269,0.8215297450424929,171.0,182,171 +Grass walking,0.6981132075471698,0.5068493150684932,0.5873015873015873,146.0,106,146 +Uneven ground walking,0.8181818181818182,0.569620253164557,0.6716417910447762,158.0,110,158 +Carry,0.6105032822757112,0.4793814432989691,0.5370548604427334,582.0,457,582 +accuracy,0.735625,0.735625,0.735625,0.735625,0,0 +macro avg,0.7766794561490008,0.7067101230286613,0.7282489084554229,3200.0,0,0 +weighted avg,0.7408573272179789,0.735625,0.7303188890144,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0f52c29f9becdd163518af9892dfc2fcc8f8164 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.7125706214689266,0.837344398340249,0.7699351392598245,1205.0,1416,1205 +Sit to stand,0.8,0.6933333333333334,0.7428571428571429,75.0,65,75 +Stand to sit,0.926829268292683,0.6666666666666666,0.7755102040816326,57.0,41,57 +Sitting,0.9885057471264368,0.9635854341736695,0.975886524822695,357.0,348,357 +Stair up,0.8484848484848485,0.8,0.8235294117647058,105.0,99,105 +Stair down,0.5254237288135594,0.8611111111111112,0.6526315789473685,72.0,118,72 +Ramp up,0.9292929292929293,0.9019607843137255,0.9154228855721394,102.0,99,102 +Ramp down,0.8114285714285714,0.8711656441717791,0.8402366863905325,163.0,175,163 +Grass walking,0.7019230769230769,0.5289855072463768,0.6033057851239669,138.0,104,138 +Uneven ground walking,0.8365384615384616,0.58,0.6850393700787402,150.0,104,150 +Carry,0.6470588235294118,0.4824561403508772,0.5527638190954773,570.0,425,570 +accuracy,0.7541750167000668,0.7541750167000668,0.7541750167000668,0.7541750167000668,0,0 +macro avg,0.7934596433544457,0.744237183609799,0.757919867999475,2994.0,0,0 +weighted avg,0.7580211274686097,0.7541750167000668,0.7484839533699364,2994.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..231e654737c2a8d219e32331ef000015fd2f51f9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.48484848484848486,0.64,0.5517241379310345,75.0,99,75 +Sit to stand,0.5294117647058824,0.34615384615384615,0.4186046511627907,26.0,17,26 +Stand to sit,0.8571428571428571,0.25,0.3870967741935484,24.0,7,24 +Sitting,0.64,0.64,0.64,25.0,25,25 +Stair up,1.0,0.14285714285714285,0.25,7.0,1,7 +Stair down,0.375,0.5,0.42857142857142855,6.0,8,6 +Ramp up,1.0,0.2857142857142857,0.4444444444444444,7.0,2,7 +Ramp down,0.42857142857142855,0.375,0.4,8.0,7,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.5,0.375,0.42857142857142855,8.0,6,8 +Carry,0.125,0.3333333333333333,0.18181818181818182,12.0,32,12 +accuracy,0.46601941747572817,0.46601941747572817,0.46601941747572817,0.46601941747572817,0,0 +macro avg,0.5854522304789684,0.3648235098235098,0.3937119133357143,206.0,0,0 +weighted avg,0.5625162244950938,0.46601941747572817,0.4630887531487116,206.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8b44c1fc88da90d3e27f937328c46da5da621b68 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1023,0,4,0,1,24,2,41,42,13,136 +Sit to stand,36,57,0,8,0,0,0,0,0,0,0 +Stand to sit,15,0,44,4,0,0,0,0,0,0,18 +Sitting,0,20,0,361,0,0,0,0,0,0,0 +Stair up,31,0,0,0,80,0,0,0,0,0,0 +Stair down,14,0,0,0,0,63,0,0,0,0,0 +Ramp up,13,0,0,0,0,2,90,0,0,0,2 +Ramp down,21,0,0,0,0,0,0,143,0,0,5 +Grass walking,39,0,0,0,14,1,3,0,74,11,5 +Uneven ground walking,49,0,0,0,1,1,0,7,1,81,16 +Carry,236,0,0,0,0,60,4,1,3,0,280 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..3a96efe488e3317e188eb506901bf8c9f53c05f9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,976,0,4,0,0,19,2,37,41,11,120 +Sit to stand,22,48,0,4,0,0,0,0,0,0,0 +Stand to sit,9,0,35,0,0,0,0,0,0,0,11 +Sitting,0,16,0,342,0,0,0,0,0,0,0 +Stair up,23,0,0,0,80,0,0,0,0,0,0 +Stair down,12,0,0,0,0,59,0,0,0,0,0 +Ramp up,8,0,0,0,0,1,90,0,0,0,2 +Ramp down,16,0,0,0,0,0,0,140,0,0,5 +Grass walking,34,0,0,0,14,1,3,0,73,11,3 +Uneven ground walking,49,0,0,0,1,0,0,7,1,78,12 +Carry,229,0,0,0,0,60,4,1,3,0,276 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..81e6a3594681cbea36c0a45ac98d60665a86c29d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,47,0,0,0,1,5,0,4,1,2,16 +Sit to stand,14,9,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,9,4,0,0,0,0,0,0,7 +Sitting,0,4,0,19,0,0,0,0,0,0,0 +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,5,0,0,0,0,1,0,0,0,0,0 +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,0,0,0,0,0,1,0,0,0,3,4 +Carry,7,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f462ff317aa455aff72a0847902e0a0258eb1579 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6926201760324983,0.7954898911353032,0.740499457111835,1286.0,1477,1286 +Sit to stand,0.7402597402597403,0.5643564356435643,0.6404494382022472,101.0,77,101 +Stand to sit,0.9166666666666666,0.5432098765432098,0.6821705426356589,81.0,48,81 +Sitting,0.967828418230563,0.94750656167979,0.9575596816976127,381.0,373,381 +Stair up,0.8333333333333334,0.7207207207207207,0.7729468599033816,111.0,96,111 +Stair down,0.41721854304635764,0.8181818181818182,0.5526315789473685,77.0,151,77 +Ramp up,0.9090909090909091,0.8411214953271028,0.8737864077669902,107.0,99,107 +Ramp down,0.7447916666666666,0.8461538461538461,0.7922437673130194,169.0,192,169 +Grass walking,0.6166666666666667,0.5034013605442177,0.5543071161048689,147.0,120,147 +Uneven ground walking,0.7714285714285715,0.5192307692307693,0.6206896551724138,156.0,105,156 +Carry,0.6060606060606061,0.4794520547945205,0.5353728489483748,584.0,462,584 +accuracy,0.7175,0.7175,0.7175,0.7175,0,0 +macro avg,0.74690593613478,0.688984075450442,0.7020597594367064,3200.0,0,0 +weighted avg,0.7253653141644016,0.7175,0.7136738434937123,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4ef526ac22d4ba750f8b285b1b6b9633d8af6171 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.7082728592162555,0.8066115702479338,0.7542503863987635,1210.0,1378,1210 +Sit to stand,0.75,0.6486486486486487,0.6956521739130435,74.0,64,74 +Stand to sit,0.8974358974358975,0.6363636363636364,0.7446808510638298,55.0,39,55 +Sitting,0.9884393063583815,0.9553072625698324,0.9715909090909091,358.0,346,358 +Stair up,0.8421052631578947,0.7766990291262136,0.8080808080808081,103.0,95,103 +Stair down,0.42142857142857143,0.8309859154929577,0.5592417061611374,71.0,140,71 +Ramp up,0.9090909090909091,0.8910891089108911,0.9,101.0,99,101 +Ramp down,0.7567567567567568,0.8695652173913043,0.8092485549132948,161.0,185,161 +Grass walking,0.6186440677966102,0.5251798561151079,0.5680933852140078,139.0,118,139 +Uneven ground walking,0.78,0.527027027027027,0.6290322580645161,148.0,100,148 +Carry,0.6433566433566433,0.4816753926701571,0.5508982035928144,573.0,429,573 +accuracy,0.7340461075843635,0.7340461075843635,0.7340461075843635,0.7340461075843635,0,0 +macro avg,0.7559572976907198,0.7226502422330646,0.7264335669539205,2993.0,0,0 +weighted avg,0.7404342058425463,0.7340461075843635,0.7299572829211185,2993.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..301814f6b69d25d79bc9ffe09d028b5bab3e4adc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.47474747474747475,0.618421052631579,0.5371428571428571,76.0,99,76 +Sit to stand,0.6923076923076923,0.3333333333333333,0.45,27.0,13,27 +Stand to sit,1.0,0.34615384615384615,0.5142857142857142,26.0,9,26 +Sitting,0.7037037037037037,0.8260869565217391,0.76,23.0,27,23 +Stair up,0.0,0.0,0.0,8.0,1,8 +Stair down,0.36363636363636365,0.6666666666666666,0.47058823529411764,6.0,11,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.42857142857142855,0.375,0.4,8.0,7,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.6,0.375,0.46153846153846156,8.0,5,8 +Carry,0.12121212121212122,0.36363636363636365,0.18181818181818182,11.0,33,11 +accuracy,0.4782608695652174,0.4782608695652174,0.4782608695652174,0.4782608695652174,0,0 +macro avg,0.44401625310716214,0.36629983808577526,0.36139758637084846,207.0,0,0 +weighted avg,0.5444542217489078,0.4782608695652174,0.46927595564424207,207.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..080635b4a60d36e9a711e446f0f988aa42ac70ae --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,1007,0,6,0,2,35,8,49,39,12,128 +Sit to stand,38,46,2,12,0,0,0,0,0,0,0 +Stand to sit,19,0,21,16,0,0,0,0,0,0,22 +Sitting,0,25,0,357,0,0,0,0,0,0,0 +Stair up,43,0,0,0,69,0,1,0,0,0,0 +Stair down,12,0,0,0,0,64,0,0,0,0,0 +Ramp up,19,0,0,0,0,3,82,0,0,1,3 +Ramp down,24,0,0,0,1,0,0,141,0,0,5 +Grass walking,56,0,0,0,12,2,4,1,62,8,3 +Uneven ground walking,57,0,0,0,1,0,0,7,0,73,20 +Carry,211,0,0,0,0,72,12,1,4,0,282 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..e7f91d84372f647da05412cf8938787427922d38 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,957,0,4,0,1,32,8,44,38,10,114 +Sit to stand,26,39,0,7,0,0,0,0,0,0,0 +Stand to sit,12,0,17,7,0,0,0,0,0,0,16 +Sitting,0,23,0,334,0,0,0,0,0,0,0 +Stair up,35,0,0,0,69,0,1,0,0,0,0 +Stair down,10,0,0,0,0,60,0,0,0,0,0 +Ramp up,15,0,0,0,0,2,81,0,0,1,3 +Ramp down,21,0,0,0,1,0,0,136,0,0,5 +Grass walking,50,0,0,0,12,2,4,0,61,8,3 +Uneven ground walking,57,0,0,0,1,0,0,7,0,69,16 +Carry,204,0,0,0,0,72,12,1,4,0,278 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..0dd072ba40ae8802637656f67d632a0392b05b9c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,50,0,2,0,1,3,0,5,1,2,14 +Sit to stand,12,7,2,5,0,0,0,0,0,0,0 +Stand to sit,7,0,4,9,0,0,0,0,0,0,6 +Sitting,0,2,0,23,0,0,0,0,0,0,0 +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,4,0,0,0,0,1,1,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,5,0,0,0 +Grass walking,6,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,0,0,0,0,0,0,0,0,0,4,4 +Carry,7,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd3e4faeb6a79f481cc5ab880b930474a8c16ec3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6776581426648721,0.7830482115085536,0.7265512265512265,1286.0,1486,1286 +Sit to stand,0.647887323943662,0.46938775510204084,0.5443786982248521,98.0,71,98 +Stand to sit,0.7241379310344828,0.2692307692307692,0.3925233644859813,78.0,29,78 +Sitting,0.9272727272727272,0.9345549738219895,0.9308996088657105,382.0,385,382 +Stair up,0.8117647058823529,0.6106194690265486,0.696969696969697,113.0,85,113 +Stair down,0.36363636363636365,0.8421052631578947,0.5079365079365079,76.0,176,76 +Ramp up,0.7663551401869159,0.7592592592592593,0.7627906976744186,108.0,107,108 +Ramp down,0.7085427135678392,0.8245614035087719,0.7621621621621621,171.0,199,171 +Grass walking,0.5904761904761905,0.4189189189189189,0.4901185770750988,148.0,105,148 +Uneven ground walking,0.776595744680851,0.4620253164556962,0.5793650793650794,158.0,94,158 +Carry,0.6090712742980562,0.4845360824742268,0.539712918660287,582.0,463,582 +accuracy,0.68875,0.68875,0.68875,0.68875,0,0 +macro avg,0.6912180234222102,0.6234770384058791,0.6303098670882746,3200.0,0,0 +weighted avg,0.6979772780328913,0.68875,0.6819301527606006,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c570fbb6b16353c9ee8d3344b1a8d1b8084aa5d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6899783705839942,0.7922185430463576,0.7375722543352601,1208.0,1387,1208 +Sit to stand,0.6290322580645161,0.5416666666666666,0.582089552238806,72.0,62,72 +Stand to sit,0.8095238095238095,0.3269230769230769,0.4657534246575342,52.0,21,52 +Sitting,0.9597701149425287,0.9355742296918768,0.9475177304964539,357.0,348,357 +Stair up,0.8214285714285714,0.6571428571428571,0.7301587301587301,105.0,84,105 +Stair down,0.35714285714285715,0.8571428571428571,0.5042016806722689,70.0,168,70 +Ramp up,0.7641509433962265,0.7941176470588235,0.7788461538461539,102.0,106,102 +Ramp down,0.723404255319149,0.8343558282208589,0.7749287749287749,163.0,188,163 +Grass walking,0.5922330097087378,0.4357142857142857,0.5020576131687243,140.0,103,140 +Uneven ground walking,0.7840909090909091,0.46,0.5798319327731093,150.0,88,150 +Carry,0.639080459770115,0.4868651488616462,0.5526838966202783,571.0,435,571 +accuracy,0.702675585284281,0.702675585284281,0.702675585284281,0.702675585284281,0,0 +macro avg,0.7063486871792196,0.6474291945881188,0.6505128858087358,2990.0,0,0 +weighted avg,0.7144036299233654,0.702675585284281,0.6976396595039479,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0a909e9b34dcd55b35729542b521374f251b300a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5050505050505051,0.6410256410256411,0.5649717514124294,78.0,99,78 +Sit to stand,0.7777777777777778,0.2692307692307692,0.4,26.0,9,26 +Stand to sit,0.5,0.15384615384615385,0.23529411764705882,26.0,8,26 +Sitting,0.6216216216216216,0.92,0.7419354838709677,25.0,37,25 +Stair up,0.0,0.0,0.0,8.0,1,8 +Stair down,0.5,0.6666666666666666,0.5714285714285714,6.0,8,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.45454545454545453,0.625,0.5263157894736842,8.0,11,8 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.6666666666666666,0.5,0.5714285714285714,8.0,6,8 +Carry,0.14285714285714285,0.36363636363636365,0.20512820512820512,11.0,28,11 +accuracy,0.49047619047619045,0.49047619047619045,0.49047619047619045,0.49047619047619045,0,0 +macro avg,0.5153199244108335,0.40282475100656917,0.391110616009434,210.0,0,0 +weighted avg,0.5318944176087033,0.49047619047619045,0.46150025262977457,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4e3b45e14c549daee37504e7f793b3a0a8a37f31 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,998,0,8,9,7,45,19,48,33,19,102 +Sit to stand,38,17,14,29,0,0,0,0,0,0,0 +Stand to sit,33,0,4,10,0,0,0,0,0,0,31 +Sitting,6,26,1,346,0,0,0,0,0,0,1 +Stair up,43,0,0,0,66,2,0,0,2,0,0 +Stair down,27,0,0,0,0,49,0,0,0,0,0 +Ramp up,37,0,0,0,0,4,61,0,0,1,5 +Ramp down,63,0,0,0,2,0,0,98,0,0,8 +Grass walking,76,0,0,0,9,1,3,4,47,4,4 +Uneven ground walking,79,0,0,0,1,0,0,7,0,46,25 +Carry,221,0,0,0,0,63,34,1,4,0,259 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..7c6b8f54be7f281dcedd1e03ea7c0fccb8145401 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,950,0,4,8,7,40,19,45,31,16,90 +Sit to stand,25,15,13,19,0,0,0,0,0,0,0 +Stand to sit,25,0,1,3,0,0,0,0,0,0,23 +Sitting,6,24,1,324,0,0,0,0,0,0,0 +Stair up,36,0,0,0,65,2,0,0,2,0,0 +Stair down,23,0,0,0,0,47,0,0,0,0,0 +Ramp up,33,0,0,0,0,3,60,0,0,1,5 +Ramp down,58,0,0,0,2,0,0,96,0,0,7 +Grass walking,70,0,0,0,9,1,3,3,46,4,4 +Uneven ground walking,76,0,0,0,1,0,0,7,0,44,22 +Carry,212,0,0,0,0,63,34,1,4,0,257 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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..986c2b890a9d9ab47088372236fa944691d967e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,48,0,4,1,0,5,0,3,2,3,12 +Sit to stand,13,2,1,10,0,0,0,0,0,0,0 +Stand to sit,8,0,3,7,0,0,0,0,0,0,8 +Sitting,0,2,0,22,0,0,0,0,0,0,1 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +Ramp up,4,0,0,0,0,1,1,0,0,0,0 +Ramp down,5,0,0,0,0,0,0,2,0,0,1 +Grass walking,6,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,2,3 +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_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..143a24aa3c8faa6eb88e3b8ac9fb604fef474278 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6156693399136336,0.7748447204968945,0.6861464420763149,1288.0,1621,1288 +Sit to stand,0.3953488372093023,0.17346938775510204,0.24113475177304963,98.0,43,98 +Stand to sit,0.14814814814814814,0.05128205128205128,0.0761904761904762,78.0,27,78 +Sitting,0.8781725888324873,0.9105263157894737,0.8940568475452196,380.0,394,380 +Stair up,0.7764705882352941,0.584070796460177,0.6666666666666666,113.0,85,113 +Stair down,0.29878048780487804,0.6447368421052632,0.4083333333333333,76.0,164,76 +Ramp up,0.5213675213675214,0.5648148148148148,0.5422222222222223,108.0,117,108 +Ramp down,0.620253164556962,0.5730994152046783,0.5957446808510638,171.0,158,171 +Grass walking,0.5465116279069767,0.31756756756756754,0.4017094017094017,148.0,86,148 +Uneven ground walking,0.6571428571428571,0.2911392405063291,0.40350877192982454,158.0,70,158 +Carry,0.5954022988505747,0.44501718213058417,0.5093411996066863,582.0,435,582 +accuracy,0.6221875,0.6221875,0.6221875,0.6221875,0,0 +macro avg,0.5502970418153305,0.4845971212829942,0.4931867994458417,3200.0,0,0 +weighted avg,0.6190760445149072,0.6221875,0.6060985140497771,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c4ac024bf77f3c766575cddb88db43d23385c8ac --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6274768824306473,0.7851239669421488,0.697503671071953,1210.0,1514,1210 +Sit to stand,0.38461538461538464,0.20833333333333334,0.2702702702702703,72.0,39,72 +Stand to sit,0.05263157894736842,0.019230769230769232,0.028169014084507043,52.0,19,52 +Sitting,0.9152542372881356,0.9126760563380282,0.9139633286318759,355.0,354,355 +Stair up,0.7738095238095238,0.6190476190476191,0.6878306878306878,105.0,84,105 +Stair down,0.30128205128205127,0.6714285714285714,0.415929203539823,70.0,156,70 +Ramp up,0.5172413793103449,0.5882352941176471,0.5504587155963303,102.0,116,102 +Ramp down,0.631578947368421,0.588957055214724,0.6095238095238096,163.0,152,163 +Grass walking,0.5542168674698795,0.32857142857142857,0.4125560538116592,140.0,83,140 +Uneven ground walking,0.676923076923077,0.29333333333333333,0.40930232558139534,150.0,65,150 +Carry,0.6299019607843137,0.4500875656742557,0.5250255362614913,571.0,408,571 +accuracy,0.637123745819398,0.637123745819398,0.637123745819398,0.637123745819398,0,0 +macro avg,0.5513574445662861,0.49682045393016894,0.5018666014730729,2990.0,0,0 +weighted avg,0.6392775943372848,0.637123745819398,0.6237926039607365,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..35bc4c34d0207a19f7b361a2302466c4cf5f22b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4485981308411215,0.6153846153846154,0.518918918918919,78.0,107,78 +Sit to stand,0.5,0.07692307692307693,0.13333333333333333,26.0,4,26 +Stand to sit,0.375,0.11538461538461539,0.17647058823529413,26.0,8,26 +Sitting,0.55,0.88,0.676923076923077,25.0,40,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.25,0.3333333333333333,0.2857142857142857,6.0,8,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.3333333333333333,0.25,0.2857142857142857,8.0,6,8 +Grass walking,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Uneven ground walking,0.4,0.25,0.3076923076923077,8.0,5,8 +Carry,0.07407407407407407,0.18181818181818182,0.10526315789473684,11.0,27,11 +accuracy,0.4095238095238095,0.4095238095238095,0.4095238095238095,0.4095238095238095,0,0 +macro avg,0.4785762610528966,0.28359186268277176,0.2890713312891753,210.0,0,0 +weighted avg,0.4587562016845506,0.4095238095238095,0.3715223652596497,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a4d72054e1042d3a77737f3f32e9941ad6e2711 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,2242,0,0,4,1,12,0,148,21,1,2 +Sit to stand,16,10,0,25,0,0,0,0,0,0,0 +Stand to sit,54,0,8,5,0,0,0,0,0,0,0 +Sitting,0,0,0,245,0,0,0,0,0,0,0 +Stair up,84,4,0,48,32,0,0,0,2,0,0 +Stair down,146,0,0,1,1,0,0,0,0,0,0 +Ramp up,225,0,0,0,0,0,0,3,0,0,0 +Ramp down,86,0,0,0,0,3,0,91,0,0,0 +Grass walking,278,0,0,1,4,2,0,8,0,0,0 +Uneven ground walking,269,0,0,0,1,0,0,0,0,0,0 +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_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1fe199c794cfe59c7ccfcf1e7022b86a086a4b7b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,17151,55,10,219,223,118,4,480,118,61,1329 +Sit to stand,209,407,72,472,0,0,0,0,0,0,0 +Stand to sit,575,20,482,360,1,1,0,0,0,1,56 +Sitting,491,47,45,3299,0,0,0,0,0,0,4 +Stair up,484,19,2,131,572,1,0,2,2,3,8 +Stair down,841,3,2,18,3,330,0,2,0,1,3 +Ramp up,1249,12,0,40,13,44,437,0,5,56,16 +Ramp down,1252,0,0,17,18,112,0,1048,1,1,3 +Grass walking,1432,10,0,16,114,38,11,77,514,106,46 +Uneven ground walking,1576,0,0,9,28,55,1,17,28,565,23 +Carry,3466,0,0,3,1,70,0,324,0,2,1927 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fe97c4f2f0ea91357277f5195bda27ca8663fae3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,16560,51,6,182,208,105,4,465,112,57,1277 +Sit to stand,110,352,64,338,0,0,0,0,0,0,0 +Stand to sit,447,14,450,242,1,0,0,0,0,0,46 +Sitting,456,30,43,3104,0,0,0,0,0,0,4 +Stair up,435,19,2,130,553,1,0,1,1,3,3 +Stair down,796,3,2,16,3,313,0,2,0,1,3 +Ramp up,1195,12,0,39,13,44,433,0,5,56,12 +Ramp down,1196,0,0,17,14,111,0,1036,1,1,1 +Grass walking,1376,10,0,16,114,38,11,76,508,104,40 +Uneven ground walking,1533,0,0,9,28,51,1,15,23,555,17 +Carry,3367,0,0,3,0,70,0,324,0,1,1905 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..84bff5ac188619c21eef0c2bf2e01ce3eaab1d37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,591,4,4,37,15,13,0,15,6,4,52 +Sit to stand,99,55,8,134,0,0,0,0,0,0,0 +Stand to sit,128,6,32,118,0,1,0,0,0,1,10 +Sitting,35,17,2,195,0,0,0,0,0,0,0 +Stair up,49,0,0,1,19,0,0,1,1,0,5 +Stair down,45,0,0,2,0,17,0,0,0,0,0 +Ramp up,54,0,0,1,0,0,4,0,0,0,4 +Ramp down,56,0,0,0,4,1,0,12,0,0,2 +Grass walking,56,0,0,0,0,0,0,1,6,2,6 +Uneven ground walking,43,0,0,0,0,4,0,2,5,10,6 +Carry,99,0,0,0,1,0,0,0,0,1,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..050863ba93e8e543d46895b82ba94ee9b5f207a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5970549328134791,0.8676143261837312,0.7073452385862169,19768.0,28726,19768 +Sit to stand,0.7102966841186736,0.35086206896551725,0.4697057126370456,1160.0,573,1160 +Stand to sit,0.7862969004893964,0.32219251336898397,0.4570886676149834,1496.0,613,1496 +Sitting,0.7196771378708552,0.8489449305198147,0.7789846517119244,3886.0,4584,3886 +Stair up,0.5878725590955807,0.4673202614379085,0.5207100591715976,1224.0,973,1224 +Stair down,0.42912873862158646,0.2743142144638404,0.33468559837728196,1203.0,769,1203 +Ramp up,0.9646799116997793,0.23344017094017094,0.37591397849462366,1872.0,453,1872 +Ramp down,0.5374358974358975,0.4274061990212072,0.4761472058155384,2452.0,1950,2452 +Grass walking,0.7694610778443114,0.21742808798646363,0.3390501319261214,2364.0,668,2364 +Uneven ground walking,0.7097989949748744,0.24543874891398784,0.3647514525500323,2302.0,796,2302 +Carry,0.5642752562225476,0.332642844812705,0.4185490877497828,5793.0,3415,5793 +accuracy,0.6142463235294118,0.6142463235294118,0.6142463235294118,0.6142463235294118,0,0 +macro avg,0.6705434628351802,0.4170549424194846,0.47663016223955895,43520.0,0,0 +weighted avg,0.6360471718794966,0.6142463235294118,0.5794031555833967,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ffa1e6863982e662ca76f867479c975a9b8c7279 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6028175166539259,0.8703421453723655,0.7122887005892726,19027.0,27471,19027 +Sit to stand,0.7169042769857433,0.4074074074074074,0.5195571955719557,864.0,491,864 +Stand to sit,0.7936507936507936,0.375,0.5093378607809848,1200.0,567,1200 +Sitting,0.7578125,0.853450646136926,0.8027932238458554,3637.0,4096,3637 +Stair up,0.5920770877944326,0.4817073170731707,0.5312199807877042,1148.0,934,1148 +Stair down,0.42701227830832195,0.27480245829675154,0.3344017094017094,1139.0,733,1139 +Ramp up,0.9643652561247216,0.23935876174682144,0.38352524357838796,1809.0,449,1809 +Ramp down,0.5398645127670662,0.4358435002103492,0.4823091247672253,2377.0,1919,2377 +Grass walking,0.7815384615384615,0.22154382904491932,0.345225959904859,2293.0,650,2293 +Uneven ground walking,0.7133676092544987,0.24865591397849462,0.3687707641196013,2232.0,778,2232 +Carry,0.5758766626360339,0.335978835978836,0.42437068389396304,5670.0,3308,5670 +accuracy,0.6224997584307662,0.6224997584307662,0.6224997584307662,0.6224997584307662,0,0 +macro avg,0.6786624505194545,0.4312809832041857,0.49216367702195624,41396.0,0,0 +weighted avg,0.6435682251869519,0.6224997584307662,0.5890528118795103,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6354d0cff95269c036db1e04d6ce29ef7c00e4c7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4709163346613546,0.7975708502024291,0.5921843687374749,741.0,1255,741 +Sit to stand,0.6707317073170732,0.1858108108108108,0.291005291005291,296.0,82,296 +Stand to sit,0.6956521739130435,0.10810810810810811,0.1871345029239766,296.0,46,296 +Sitting,0.39959016393442626,0.7831325301204819,0.5291723202170964,249.0,488,249 +Stair up,0.48717948717948717,0.25,0.33043478260869563,76.0,39,76 +Stair down,0.4722222222222222,0.265625,0.34,64.0,36,64 +Ramp up,1.0,0.06349206349206349,0.11940298507462686,63.0,4,63 +Ramp down,0.3870967741935484,0.16,0.22641509433962265,75.0,31,75 +Grass walking,0.3333333333333333,0.08450704225352113,0.1348314606741573,71.0,18,71 +Uneven ground walking,0.5555555555555556,0.14285714285714285,0.22727272727272727,70.0,18,70 +Carry,0.205607476635514,0.17886178861788618,0.19130434782608696,123.0,107,123 +accuracy,0.4533898305084746,0.4533898305084746,0.4533898305084746,0.4533898305084746,0,0 +macro avg,0.5161713844495961,0.2745423033147676,0.28810526187997776,2124.0,0,0 +weighted avg,0.5179011205941402,0.4533898305084746,0.39194492795884556,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..050863ba93e8e543d46895b82ba94ee9b5f207a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5970549328134791,0.8676143261837312,0.7073452385862169,19768.0,28726,19768 +Sit to stand,0.7102966841186736,0.35086206896551725,0.4697057126370456,1160.0,573,1160 +Stand to sit,0.7862969004893964,0.32219251336898397,0.4570886676149834,1496.0,613,1496 +Sitting,0.7196771378708552,0.8489449305198147,0.7789846517119244,3886.0,4584,3886 +Stair up,0.5878725590955807,0.4673202614379085,0.5207100591715976,1224.0,973,1224 +Stair down,0.42912873862158646,0.2743142144638404,0.33468559837728196,1203.0,769,1203 +Ramp up,0.9646799116997793,0.23344017094017094,0.37591397849462366,1872.0,453,1872 +Ramp down,0.5374358974358975,0.4274061990212072,0.4761472058155384,2452.0,1950,2452 +Grass walking,0.7694610778443114,0.21742808798646363,0.3390501319261214,2364.0,668,2364 +Uneven ground walking,0.7097989949748744,0.24543874891398784,0.3647514525500323,2302.0,796,2302 +Carry,0.5642752562225476,0.332642844812705,0.4185490877497828,5793.0,3415,5793 +accuracy,0.6142463235294118,0.6142463235294118,0.6142463235294118,0.6142463235294118,0,0 +macro avg,0.6705434628351802,0.4170549424194846,0.47663016223955895,43520.0,0,0 +weighted avg,0.6360471718794966,0.6142463235294118,0.5794031555833967,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..ffa1e6863982e662ca76f867479c975a9b8c7279 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6028175166539259,0.8703421453723655,0.7122887005892726,19027.0,27471,19027 +Sit to stand,0.7169042769857433,0.4074074074074074,0.5195571955719557,864.0,491,864 +Stand to sit,0.7936507936507936,0.375,0.5093378607809848,1200.0,567,1200 +Sitting,0.7578125,0.853450646136926,0.8027932238458554,3637.0,4096,3637 +Stair up,0.5920770877944326,0.4817073170731707,0.5312199807877042,1148.0,934,1148 +Stair down,0.42701227830832195,0.27480245829675154,0.3344017094017094,1139.0,733,1139 +Ramp up,0.9643652561247216,0.23935876174682144,0.38352524357838796,1809.0,449,1809 +Ramp down,0.5398645127670662,0.4358435002103492,0.4823091247672253,2377.0,1919,2377 +Grass walking,0.7815384615384615,0.22154382904491932,0.345225959904859,2293.0,650,2293 +Uneven ground walking,0.7133676092544987,0.24865591397849462,0.3687707641196013,2232.0,778,2232 +Carry,0.5758766626360339,0.335978835978836,0.42437068389396304,5670.0,3308,5670 +accuracy,0.6224997584307662,0.6224997584307662,0.6224997584307662,0.6224997584307662,0,0 +macro avg,0.6786624505194545,0.4312809832041857,0.49216367702195624,41396.0,0,0 +weighted avg,0.6435682251869519,0.6224997584307662,0.5890528118795103,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..6354d0cff95269c036db1e04d6ce29ef7c00e4c7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4709163346613546,0.7975708502024291,0.5921843687374749,741.0,1255,741 +Sit to stand,0.6707317073170732,0.1858108108108108,0.291005291005291,296.0,82,296 +Stand to sit,0.6956521739130435,0.10810810810810811,0.1871345029239766,296.0,46,296 +Sitting,0.39959016393442626,0.7831325301204819,0.5291723202170964,249.0,488,249 +Stair up,0.48717948717948717,0.25,0.33043478260869563,76.0,39,76 +Stair down,0.4722222222222222,0.265625,0.34,64.0,36,64 +Ramp up,1.0,0.06349206349206349,0.11940298507462686,63.0,4,63 +Ramp down,0.3870967741935484,0.16,0.22641509433962265,75.0,31,75 +Grass walking,0.3333333333333333,0.08450704225352113,0.1348314606741573,71.0,18,71 +Uneven ground walking,0.5555555555555556,0.14285714285714285,0.22727272727272727,70.0,18,70 +Carry,0.205607476635514,0.17886178861788618,0.19130434782608696,123.0,107,123 +accuracy,0.4533898305084746,0.4533898305084746,0.4533898305084746,0.4533898305084746,0,0 +macro avg,0.5161713844495961,0.2745423033147676,0.28810526187997776,2124.0,0,0 +weighted avg,0.5179011205941402,0.4533898305084746,0.39194492795884556,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..242128060fc152fb0c99a3bcbd78c794ba0ae817 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,17121,50,12,204,242,148,11,526,103,56,1312 +Sit to stand,227,379,64,488,0,0,0,0,0,0,0 +Stand to sit,613,23,433,368,1,0,0,0,0,1,60 +Sitting,498,50,36,3286,0,0,0,0,0,0,4 +Stair up,510,14,2,128,550,2,0,3,1,3,8 +Stair down,847,3,2,18,3,329,0,1,0,0,4 +Ramp up,1253,10,0,36,11,63,414,0,6,57,21 +Ramp down,1214,0,0,14,17,108,0,1091,0,0,5 +Grass walking,1454,11,0,8,102,41,14,90,496,100,50 +Uneven ground walking,1601,0,1,8,24,64,0,25,24,527,29 +Carry,3431,0,0,2,1,105,1,330,1,3,1913 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a8fe802d722d430066eeb2ee7ea038731bb8d8ba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,16514,44,8,170,225,134,11,512,98,51,1260 +Sit to stand,125,318,59,359,0,0,0,0,0,0,0 +Stand to sit,481,17,400,256,1,0,0,0,0,0,50 +Sitting,462,30,32,3106,0,0,0,0,0,0,4 +Stair up,460,14,2,128,530,2,0,2,1,3,3 +Stair down,799,3,2,16,3,312,0,1,0,0,4 +Ramp up,1200,10,0,35,11,62,410,0,6,57,16 +Ramp down,1159,0,0,14,14,108,0,1076,0,0,4 +Grass walking,1399,11,0,8,102,41,14,87,490,98,43 +Uneven ground walking,1555,0,1,8,24,60,0,23,20,517,24 +Carry,3330,0,0,2,0,105,1,329,1,3,1891 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..43d11f16171383a25ccdb0ef4996f29e9e3749f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,607,6,4,34,17,14,0,14,5,5,52 +Sit to stand,102,61,5,129,0,0,0,0,0,0,0 +Stand to sit,132,6,33,112,0,0,0,0,0,1,10 +Sitting,36,20,4,180,0,0,0,0,0,0,0 +Stair up,50,0,0,0,20,0,0,1,0,0,5 +Stair down,48,0,0,2,0,17,0,0,0,0,0 +Ramp up,53,0,0,1,0,1,4,0,0,0,5 +Ramp down,55,0,0,0,3,0,0,15,0,0,1 +Grass walking,55,0,0,0,0,0,0,3,6,2,7 +Uneven ground walking,46,0,0,0,0,4,0,2,4,10,5 +Carry,101,0,0,0,1,0,0,1,0,0,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..718056837382bf252158c49b03722a69e05af46b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5951197469498418,0.865352539802881,0.7052354079993409,19785.0,28769,19785 +Sit to stand,0.7018518518518518,0.32728842832469773,0.4464075382803298,1158.0,540,1158 +Stand to sit,0.7872727272727272,0.28885923949299536,0.4226451927769644,1499.0,550,1499 +Sitting,0.7206140350877193,0.8482188951987609,0.7792269385819303,3874.0,4560,3874 +Stair up,0.5783385909568874,0.45045045045045046,0.5064456721915286,1221.0,951,1221 +Stair down,0.3825581395348837,0.27257663628831813,0.31833575229801647,1207.0,860,1207 +Ramp up,0.9409090909090909,0.22127204703367184,0.35828645607961923,1871.0,440,1871 +Ramp down,0.5280735721200387,0.4454879542670478,0.4832779623477298,2449.0,2066,2449 +Grass walking,0.786053882725832,0.20963651732882502,0.33099766433099764,2366.0,631,2366 +Uneven ground walking,0.7054886211512718,0.228831958315241,0.34557377049180327,2303.0,747,2303 +Carry,0.5616559013505579,0.3305685156385001,0.4161862286522354,5787.0,3406,5787 +accuracy,0.609811580882353,0.609811580882353,0.609811580882353,0.609811580882353,0,0 +macro avg,0.6625396509009729,0.4080493801946718,0.464783507639136,43520.0,0,0 +weighted avg,0.6322474239729994,0.609811580882353,0.5736733102247017,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c2de8367e357c51a06d916f894828ff7b23df85e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6008586814146413,0.8679245283018868,0.7101115865064178,19027.0,27484,19027 +Sit to stand,0.7114093959731543,0.3693379790940767,0.48623853211009177,861.0,447,861 +Stand to sit,0.7936507936507936,0.33195020746887965,0.4681100058513751,1205.0,504,1205 +Sitting,0.7571916138469039,0.8547055586130985,0.8029989658738366,3634.0,4102,3634 +Stair up,0.5824175824175825,0.462882096069869,0.5158150851581509,1145.0,910,1145 +Stair down,0.3786407766990291,0.2736842105263158,0.31771894093686354,1140.0,824,1140 +Ramp up,0.9403669724770642,0.22689540675152187,0.3655818100757913,1807.0,436,1807 +Ramp down,0.5300492610837438,0.4530526315789474,0.4885357548240636,2375.0,2030,2375 +Grass walking,0.7954545454545454,0.2136938508504143,0.33688552767273977,2293.0,616,2293 +Uneven ground walking,0.7091906721536351,0.23163082437275986,0.3492063492063492,2232.0,729,2232 +Carry,0.5732040012124886,0.3339809254680325,0.42205111036714654,5662.0,3299,5662 +accuracy,0.6177714409994925,0.6177714409994925,0.6177714409994925,0.6177714409994925,0,0 +macro avg,0.6702212996712348,0.41997620173598205,0.4784776062348024,41381.0,0,0 +weighted avg,0.6394733281400253,0.6177714409994925,0.5830541170732944,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..955c4bbcd3bde946a8d0505797226d82d164518b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4723735408560311,0.8007915567282322,0.5942241801272639,758.0,1285,758 +Sit to stand,0.6559139784946236,0.2053872053872054,0.3128205128205128,297.0,93,297 +Stand to sit,0.717391304347826,0.11224489795918367,0.19411764705882353,294.0,46,294 +Sitting,0.3930131004366812,0.75,0.5157593123209169,240.0,458,240 +Stair up,0.4878048780487805,0.2631578947368421,0.3418803418803419,76.0,41,76 +Stair down,0.4722222222222222,0.2537313432835821,0.3300970873786408,67.0,36,67 +Ramp up,1.0,0.0625,0.11764705882352941,64.0,4,64 +Ramp down,0.4166666666666667,0.20270270270270271,0.2727272727272727,74.0,36,74 +Grass walking,0.4,0.0821917808219178,0.13636363636363635,73.0,15,73 +Uneven ground walking,0.5555555555555556,0.14084507042253522,0.2247191011235955,71.0,18,71 +Carry,0.205607476635514,0.176,0.1896551724137931,125.0,107,125 +accuracy,0.45582047685834504,0.45582047685834504,0.45582047685834504,0.45582047685834504,0,0 +macro avg,0.525140793023991,0.2772320410947456,0.29363739300348424,2139.0,0,0 +weighted avg,0.5217356499030632,0.45582047685834504,0.3971994310454962,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..718056837382bf252158c49b03722a69e05af46b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5951197469498418,0.865352539802881,0.7052354079993409,19785.0,28769,19785 +Sit to stand,0.7018518518518518,0.32728842832469773,0.4464075382803298,1158.0,540,1158 +Stand to sit,0.7872727272727272,0.28885923949299536,0.4226451927769644,1499.0,550,1499 +Sitting,0.7206140350877193,0.8482188951987609,0.7792269385819303,3874.0,4560,3874 +Stair up,0.5783385909568874,0.45045045045045046,0.5064456721915286,1221.0,951,1221 +Stair down,0.3825581395348837,0.27257663628831813,0.31833575229801647,1207.0,860,1207 +Ramp up,0.9409090909090909,0.22127204703367184,0.35828645607961923,1871.0,440,1871 +Ramp down,0.5280735721200387,0.4454879542670478,0.4832779623477298,2449.0,2066,2449 +Grass walking,0.786053882725832,0.20963651732882502,0.33099766433099764,2366.0,631,2366 +Uneven ground walking,0.7054886211512718,0.228831958315241,0.34557377049180327,2303.0,747,2303 +Carry,0.5616559013505579,0.3305685156385001,0.4161862286522354,5787.0,3406,5787 +accuracy,0.609811580882353,0.609811580882353,0.609811580882353,0.609811580882353,0,0 +macro avg,0.6625396509009729,0.4080493801946718,0.464783507639136,43520.0,0,0 +weighted avg,0.6322474239729994,0.609811580882353,0.5736733102247017,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..c2de8367e357c51a06d916f894828ff7b23df85e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.6008586814146413,0.8679245283018868,0.7101115865064178,19027.0,27484,19027 +Sit to stand,0.7114093959731543,0.3693379790940767,0.48623853211009177,861.0,447,861 +Stand to sit,0.7936507936507936,0.33195020746887965,0.4681100058513751,1205.0,504,1205 +Sitting,0.7571916138469039,0.8547055586130985,0.8029989658738366,3634.0,4102,3634 +Stair up,0.5824175824175825,0.462882096069869,0.5158150851581509,1145.0,910,1145 +Stair down,0.3786407766990291,0.2736842105263158,0.31771894093686354,1140.0,824,1140 +Ramp up,0.9403669724770642,0.22689540675152187,0.3655818100757913,1807.0,436,1807 +Ramp down,0.5300492610837438,0.4530526315789474,0.4885357548240636,2375.0,2030,2375 +Grass walking,0.7954545454545454,0.2136938508504143,0.33688552767273977,2293.0,616,2293 +Uneven ground walking,0.7091906721536351,0.23163082437275986,0.3492063492063492,2232.0,729,2232 +Carry,0.5732040012124886,0.3339809254680325,0.42205111036714654,5662.0,3299,5662 +accuracy,0.6177714409994925,0.6177714409994925,0.6177714409994925,0.6177714409994925,0,0 +macro avg,0.6702212996712348,0.41997620173598205,0.4784776062348024,41381.0,0,0 +weighted avg,0.6394733281400253,0.6177714409994925,0.5830541170732944,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..955c4bbcd3bde946a8d0505797226d82d164518b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4723735408560311,0.8007915567282322,0.5942241801272639,758.0,1285,758 +Sit to stand,0.6559139784946236,0.2053872053872054,0.3128205128205128,297.0,93,297 +Stand to sit,0.717391304347826,0.11224489795918367,0.19411764705882353,294.0,46,294 +Sitting,0.3930131004366812,0.75,0.5157593123209169,240.0,458,240 +Stair up,0.4878048780487805,0.2631578947368421,0.3418803418803419,76.0,41,76 +Stair down,0.4722222222222222,0.2537313432835821,0.3300970873786408,67.0,36,67 +Ramp up,1.0,0.0625,0.11764705882352941,64.0,4,64 +Ramp down,0.4166666666666667,0.20270270270270271,0.2727272727272727,74.0,36,74 +Grass walking,0.4,0.0821917808219178,0.13636363636363635,73.0,15,73 +Uneven ground walking,0.5555555555555556,0.14084507042253522,0.2247191011235955,71.0,18,71 +Carry,0.205607476635514,0.176,0.1896551724137931,125.0,107,125 +accuracy,0.45582047685834504,0.45582047685834504,0.45582047685834504,0.45582047685834504,0,0 +macro avg,0.525140793023991,0.2772320410947456,0.29363739300348424,2139.0,0,0 +weighted avg,0.5217356499030632,0.45582047685834504,0.3971994310454962,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8c47d5f8e6d1d3f47e05cdfb76102c2581cc4d1e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,16631,38,12,176,218,113,11,505,79,55,1204 +Sit to stand,143,291,43,389,0,0,0,0,0,0,0 +Stand to sit,538,18,326,269,1,0,0,0,0,0,47 +Sitting,478,36,21,3093,0,0,0,0,0,0,3 +Stair up,488,8,0,136,494,3,0,4,2,3,5 +Stair down,809,2,2,14,4,305,0,4,0,0,4 +Ramp up,1249,7,0,28,4,71,366,1,6,56,20 +Ramp down,1184,0,1,12,15,93,0,1067,0,0,4 +Grass walking,1445,9,0,7,78,43,13,99,451,101,43 +Uneven ground walking,1614,0,1,9,16,50,0,27,8,489,26 +Carry,3350,0,0,1,1,117,1,338,2,2,1851 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..791ed94d609d4ec5015dc09fa272ee469dcad42e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,602,6,2,37,15,17,0,18,6,5,49 +Sit to stand,107,51,5,131,0,0,0,0,0,0,0 +Stand to sit,130,6,18,120,0,1,0,0,0,1,14 +Sitting,39,14,2,186,0,0,0,0,0,0,0 +Stair up,48,1,0,0,19,0,0,1,0,0,5 +Stair down,45,0,0,2,1,14,0,0,0,0,0 +Ramp up,52,0,0,3,0,0,5,0,0,0,5 +Ramp down,53,0,0,0,5,1,0,14,0,0,1 +Grass walking,55,0,0,0,0,0,0,4,5,3,5 +Uneven ground walking,50,0,0,0,0,3,0,1,2,8,5 +Carry,95,0,0,0,1,0,0,1,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..418330fc15ccc5f531f4ee0126a48a70378369b5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.590070193460024,0.8703974948229709,0.7033303403803771,19799.0,29205,19799 +Sit to stand,0.702258726899384,0.29482758620689653,0.41530054644808745,1160.0,487,1160 +Stand to sit,0.7944572748267898,0.2310275352585628,0.35796045785639957,1489.0,433,1489 +Sitting,0.7108172555820508,0.846849173553719,0.7728933411903359,3872.0,4613,3872 +Stair up,0.588302752293578,0.42152834839769926,0.49114408808042126,1217.0,872,1217 +Stair down,0.3838748495788207,0.2645107794361526,0.3132056946489936,1206.0,831,1206 +Ramp up,0.9368686868686869,0.198077949813134,0.3270163067430586,1873.0,396,1873 +Ramp down,0.5187140115163148,0.4412244897959184,0.4768416409351566,2450.0,2084,2450 +Grass walking,0.8128342245989305,0.193138500635324,0.31211498973305957,2361.0,561,2361 +Uneven ground walking,0.6874135546334716,0.21524469467301863,0.32783641160949867,2309.0,723,2309 +Carry,0.5656108597285068,0.3241701244813278,0.41213320145070886,5784.0,3315,5784 +accuracy,0.6045496323529411,0.6045496323529411,0.6045496323529411,0.6045496323529411,0,0 +macro avg,0.662838399089687,0.390999697915884,0.4463433653705543,43520.0,0,0 +weighted avg,0.6299403904135776,0.6045496323529411,0.5644876004142108,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..aa801c6f7b934dc849faa4d45dda0e7bf960d8f1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5954742382469834,0.8733851486188425,0.7081390645291776,19042.0,27929,19042 +Sit to stand,0.7114914425427873,0.33602771362586603,0.45647058823529413,866.0,409,866 +Stand to sit,0.8029556650246306,0.2718932443703086,0.4062305295950156,1199.0,406,1199 +Sitting,0.7481857764876633,0.8518314513908014,0.7966516419832582,3631.0,4134,3631 +Stair up,0.5944645006016848,0.4321959755030621,0.5005065856129686,1143.0,831,1143 +Stair down,0.3836477987421384,0.2666083916083916,0.3145951521402785,1144.0,795,1144 +Ramp up,0.9360613810741688,0.20243362831858408,0.3328785811732606,1808.0,391,1808 +Ramp down,0.521760391198044,0.44907407407407407,0.48269622257407824,2376.0,2045,2376 +Grass walking,0.822992700729927,0.19702927042376583,0.3179414874867818,2289.0,548,2289 +Uneven ground walking,0.6926345609065155,0.21830357142857143,0.3319755600814664,2240.0,706,2240 +Carry,0.5771749298409729,0.326858555535935,0.4173618940248027,5663.0,3207,5663 +accuracy,0.6126422067099828,0.6126422067099828,0.6126422067099828,0.6126422067099828,0,0 +macro avg,0.6715312168541379,0.40233100226347296,0.4604952097669439,41401.0,0,0 +weighted avg,0.6373981169353532,0.6126422067099828,0.5742619844811853,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e6977583ec4a4d2b7bc2b20e0c565a776803c5b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4717868338557994,0.7952443857331571,0.5922282341367437,757.0,1276,757 +Sit to stand,0.6538461538461539,0.17346938775510204,0.27419354838709675,294.0,78,294 +Stand to sit,0.6666666666666666,0.06206896551724138,0.11356466876971609,290.0,27,290 +Sitting,0.3883089770354906,0.7717842323651453,0.5166666666666667,241.0,479,241 +Stair up,0.4634146341463415,0.25675675675675674,0.33043478260869563,74.0,41,74 +Stair down,0.3888888888888889,0.22580645161290322,0.2857142857142857,62.0,36,62 +Ramp up,1.0,0.07692307692307693,0.14285714285714285,65.0,5,65 +Ramp down,0.358974358974359,0.1891891891891892,0.24778761061946902,74.0,39,74 +Grass walking,0.38461538461538464,0.06944444444444445,0.11764705882352941,72.0,13,72 +Uneven ground walking,0.47058823529411764,0.11594202898550725,0.18604651162790697,69.0,17,69 +Carry,0.2222222222222222,0.19834710743801653,0.2096069868995633,121.0,108,121 +accuracy,0.44643699858423785,0.44643699858423785,0.44643699858423785,0.44643699858423785,0,0 +macro avg,0.4972102141404932,0.26681600242914,0.2742497724646196,2119.0,0,0 +weighted avg,0.5065166968744831,0.44643699858423785,0.37887626103282535,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..418330fc15ccc5f531f4ee0126a48a70378369b5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.590070193460024,0.8703974948229709,0.7033303403803771,19799.0,29205,19799 +Sit to stand,0.702258726899384,0.29482758620689653,0.41530054644808745,1160.0,487,1160 +Stand to sit,0.7944572748267898,0.2310275352585628,0.35796045785639957,1489.0,433,1489 +Sitting,0.7108172555820508,0.846849173553719,0.7728933411903359,3872.0,4613,3872 +Stair up,0.588302752293578,0.42152834839769926,0.49114408808042126,1217.0,872,1217 +Stair down,0.3838748495788207,0.2645107794361526,0.3132056946489936,1206.0,831,1206 +Ramp up,0.9368686868686869,0.198077949813134,0.3270163067430586,1873.0,396,1873 +Ramp down,0.5187140115163148,0.4412244897959184,0.4768416409351566,2450.0,2084,2450 +Grass walking,0.8128342245989305,0.193138500635324,0.31211498973305957,2361.0,561,2361 +Uneven ground walking,0.6874135546334716,0.21524469467301863,0.32783641160949867,2309.0,723,2309 +Carry,0.5656108597285068,0.3241701244813278,0.41213320145070886,5784.0,3315,5784 +accuracy,0.6045496323529411,0.6045496323529411,0.6045496323529411,0.6045496323529411,0,0 +macro avg,0.662838399089687,0.390999697915884,0.4463433653705543,43520.0,0,0 +weighted avg,0.6299403904135776,0.6045496323529411,0.5644876004142108,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..aa801c6f7b934dc849faa4d45dda0e7bf960d8f1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5954742382469834,0.8733851486188425,0.7081390645291776,19042.0,27929,19042 +Sit to stand,0.7114914425427873,0.33602771362586603,0.45647058823529413,866.0,409,866 +Stand to sit,0.8029556650246306,0.2718932443703086,0.4062305295950156,1199.0,406,1199 +Sitting,0.7481857764876633,0.8518314513908014,0.7966516419832582,3631.0,4134,3631 +Stair up,0.5944645006016848,0.4321959755030621,0.5005065856129686,1143.0,831,1143 +Stair down,0.3836477987421384,0.2666083916083916,0.3145951521402785,1144.0,795,1144 +Ramp up,0.9360613810741688,0.20243362831858408,0.3328785811732606,1808.0,391,1808 +Ramp down,0.521760391198044,0.44907407407407407,0.48269622257407824,2376.0,2045,2376 +Grass walking,0.822992700729927,0.19702927042376583,0.3179414874867818,2289.0,548,2289 +Uneven ground walking,0.6926345609065155,0.21830357142857143,0.3319755600814664,2240.0,706,2240 +Carry,0.5771749298409729,0.326858555535935,0.4173618940248027,5663.0,3207,5663 +accuracy,0.6126422067099828,0.6126422067099828,0.6126422067099828,0.6126422067099828,0,0 +macro avg,0.6715312168541379,0.40233100226347296,0.4604952097669439,41401.0,0,0 +weighted avg,0.6373981169353532,0.6126422067099828,0.5742619844811853,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e6977583ec4a4d2b7bc2b20e0c565a776803c5b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4717868338557994,0.7952443857331571,0.5922282341367437,757.0,1276,757 +Sit to stand,0.6538461538461539,0.17346938775510204,0.27419354838709675,294.0,78,294 +Stand to sit,0.6666666666666666,0.06206896551724138,0.11356466876971609,290.0,27,290 +Sitting,0.3883089770354906,0.7717842323651453,0.5166666666666667,241.0,479,241 +Stair up,0.4634146341463415,0.25675675675675674,0.33043478260869563,74.0,41,74 +Stair down,0.3888888888888889,0.22580645161290322,0.2857142857142857,62.0,36,62 +Ramp up,1.0,0.07692307692307693,0.14285714285714285,65.0,5,65 +Ramp down,0.358974358974359,0.1891891891891892,0.24778761061946902,74.0,39,74 +Grass walking,0.38461538461538464,0.06944444444444445,0.11764705882352941,72.0,13,72 +Uneven ground walking,0.47058823529411764,0.11594202898550725,0.18604651162790697,69.0,17,69 +Carry,0.2222222222222222,0.19834710743801653,0.2096069868995633,121.0,108,121 +accuracy,0.44643699858423785,0.44643699858423785,0.44643699858423785,0.44643699858423785,0,0 +macro avg,0.4972102141404932,0.26681600242914,0.2742497724646196,2119.0,0,0 +weighted avg,0.5065166968744831,0.44643699858423785,0.37887626103282535,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7173bd7749ac4d8c0331c6135b664cec95d425da --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,17142,41,29,215,254,121,23,569,112,48,1244 +Sit to stand,264,319,48,532,0,0,0,0,0,0,0 +Stand to sit,711,27,293,400,1,2,2,1,0,0,67 +Sitting,519,58,17,3261,0,0,0,0,0,0,3 +Stair up,541,7,0,128,517,5,0,5,4,1,12 +Stair down,876,3,2,19,5,287,0,7,0,0,3 +Ramp up,1349,3,1,27,3,64,338,3,6,51,27 +Ramp down,1252,0,2,11,20,68,0,1086,1,0,8 +Grass walking,1545,3,0,4,72,33,13,96,443,101,53 +Uneven ground walking,1679,2,2,7,26,53,0,35,7,458,34 +Carry,3377,0,1,1,3,123,4,373,4,1,1902 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0465a61da73d41a8a25ed6c5f9ae302ba18c8d74 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,16556,36,25,176,233,105,23,550,102,43,1193 +Sit to stand,156,261,42,411,0,0,0,0,0,0,0 +Stand to sit,582,18,270,284,1,1,2,1,0,0,51 +Sitting,481,45,16,3073,0,0,0,0,0,0,3 +Stair up,494,6,0,128,497,5,0,4,4,1,8 +Stair down,824,3,2,17,5,276,0,7,0,0,3 +Ramp up,1300,3,1,23,3,62,336,3,6,51,21 +Ramp down,1197,0,2,11,15,67,0,1073,1,0,8 +Grass walking,1491,3,0,4,72,33,13,94,437,99,46 +Uneven ground walking,1631,2,2,7,26,46,0,34,6,447,29 +Carry,3276,0,1,1,2,123,4,372,4,1,1880 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7d7dff429d6af1cf3b2bf9fcea5ff6ba056f544d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,586,5,4,39,21,16,0,19,10,5,51 +Sit to stand,108,58,6,121,0,0,0,0,0,0,0 +Stand to sit,129,9,23,116,0,1,0,0,0,0,16 +Sitting,38,13,1,188,0,0,0,0,0,0,0 +Stair up,47,1,0,0,20,0,0,1,0,0,4 +Stair down,52,0,0,2,0,11,0,0,0,0,0 +Ramp up,49,0,0,4,0,2,2,0,0,0,6 +Ramp down,55,0,0,0,5,1,0,13,0,0,0 +Grass walking,54,0,0,0,0,0,0,2,6,2,7 +Uneven ground walking,48,0,0,0,0,7,0,1,1,11,5 +Carry,101,0,0,0,1,0,0,1,0,0,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..99973de0e6bf445ab3fd4a02b044eb5486980164 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5859511194667578,0.8658450348520053,0.6989174974007706,19798.0,29255,19798 +Sit to stand,0.6889848812095032,0.27429062768701634,0.3923739237392374,1163.0,463,1163 +Stand to sit,0.7417721518987341,0.19481382978723405,0.30858346498156924,1504.0,395,1504 +Sitting,0.70814332247557,0.8452566096423018,0.7706487061325771,3858.0,4605,3858 +Stair up,0.5738068812430632,0.4237704918032787,0.4875058934464875,1220.0,901,1220 +Stair down,0.37962962962962965,0.23876871880199668,0.2931562819203269,1202.0,756,1202 +Ramp up,0.8894736842105263,0.18055555555555555,0.30017761989342806,1872.0,380,1872 +Ramp down,0.4993103448275862,0.44362745098039214,0.4698247890979883,2448.0,2175,2448 +Grass walking,0.7677642980935875,0.18747355057130766,0.3013605442176871,2363.0,577,2363 +Uneven ground walking,0.693939393939394,0.19887103777681286,0.30914613567330407,2303.0,660,2303 +Carry,0.5672532060841038,0.3285541544308171,0.4161015095165172,5789.0,3353,5789 +accuracy,0.598483455882353,0.598483455882353,0.598483455882353,0.598483455882353,0,0 +macro avg,0.6450935375525869,0.380166096535338,0.4316178514563539,43520.0,0,0 +weighted avg,0.6201644273020636,0.598483455882353,0.556591372024343,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e51ce3dd43c5ce8af0242704cf9e764da12dbd9d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5915392310990425,0.8694464867135805,0.7040612375079737,19042.0,27988,19042 +Sit to stand,0.6923076923076923,0.3,0.4186046511627907,870.0,377,870 +Stand to sit,0.7479224376731302,0.2231404958677686,0.3437301082113304,1210.0,361,1210 +Sitting,0.7431680773881499,0.8493642896627971,0.792725396620663,3618.0,4135,3618 +Stair up,0.5819672131147541,0.43330427201394944,0.496751624187906,1147.0,854,1147 +Stair down,0.38440111420612816,0.24274406332453827,0.29757412398921834,1137.0,718,1137 +Ramp up,0.8888888888888888,0.1857379767827529,0.30727023319615915,1809.0,378,1809 +Ramp down,0.5018709073900842,0.45197978096040436,0.47562056737588654,2374.0,2138,2374 +Grass walking,0.7803571428571429,0.19066317626527052,0.3064516129032258,2292.0,560,2292 +Uneven ground walking,0.6962616822429907,0.20044843049327354,0.3112813370473538,2230.0,642,2230 +Carry,0.579888957433683,0.3319209039548023,0.4221872894677745,5664.0,3242,5664 +accuracy,0.6065276737612639,0.6065276737612639,0.6065276737612639,0.6065276737612639,0,0 +macro avg,0.6535066676910625,0.3889772614581034,0.44329619833366196,41393.0,0,0 +weighted avg,0.627882036978338,0.6065276737612639,0.5661782983524863,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b7942e7b080225378ffa16a40eca4183f9ba633 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.46250986582478293,0.7751322751322751,0.5793376173999011,756.0,1267,756 +Sit to stand,0.6744186046511628,0.19795221843003413,0.30606860158311344,293.0,86,293 +Stand to sit,0.6764705882352942,0.0782312925170068,0.1402439024390244,294.0,34,294 +Sitting,0.4,0.7833333333333333,0.5295774647887324,240.0,470,240 +Stair up,0.425531914893617,0.273972602739726,0.3333333333333333,73.0,47,73 +Stair down,0.2894736842105263,0.16923076923076924,0.21359223300970873,65.0,38,65 +Ramp up,1.0,0.031746031746031744,0.06153846153846154,63.0,2,63 +Ramp down,0.35135135135135137,0.17567567567567569,0.23423423423423423,74.0,37,74 +Grass walking,0.35294117647058826,0.08450704225352113,0.13636363636363635,71.0,17,71 +Uneven ground walking,0.6111111111111112,0.1506849315068493,0.24175824175824176,73.0,18,73 +Carry,0.1981981981981982,0.176,0.1864406779661017,125.0,111,125 +accuracy,0.4419370004701457,0.4419370004701457,0.4419370004701457,0.4419370004701457,0,0 +macro avg,0.4947278631769665,0.26331510659683843,0.2693171276740445,2127.0,0,0 +weighted avg,0.5056270763252088,0.4419370004701457,0.37896096725420764,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..99973de0e6bf445ab3fd4a02b044eb5486980164 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5859511194667578,0.8658450348520053,0.6989174974007706,19798.0,29255,19798 +Sit to stand,0.6889848812095032,0.27429062768701634,0.3923739237392374,1163.0,463,1163 +Stand to sit,0.7417721518987341,0.19481382978723405,0.30858346498156924,1504.0,395,1504 +Sitting,0.70814332247557,0.8452566096423018,0.7706487061325771,3858.0,4605,3858 +Stair up,0.5738068812430632,0.4237704918032787,0.4875058934464875,1220.0,901,1220 +Stair down,0.37962962962962965,0.23876871880199668,0.2931562819203269,1202.0,756,1202 +Ramp up,0.8894736842105263,0.18055555555555555,0.30017761989342806,1872.0,380,1872 +Ramp down,0.4993103448275862,0.44362745098039214,0.4698247890979883,2448.0,2175,2448 +Grass walking,0.7677642980935875,0.18747355057130766,0.3013605442176871,2363.0,577,2363 +Uneven ground walking,0.693939393939394,0.19887103777681286,0.30914613567330407,2303.0,660,2303 +Carry,0.5672532060841038,0.3285541544308171,0.4161015095165172,5789.0,3353,5789 +accuracy,0.598483455882353,0.598483455882353,0.598483455882353,0.598483455882353,0,0 +macro avg,0.6450935375525869,0.380166096535338,0.4316178514563539,43520.0,0,0 +weighted avg,0.6201644273020636,0.598483455882353,0.556591372024343,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..e51ce3dd43c5ce8af0242704cf9e764da12dbd9d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5915392310990425,0.8694464867135805,0.7040612375079737,19042.0,27988,19042 +Sit to stand,0.6923076923076923,0.3,0.4186046511627907,870.0,377,870 +Stand to sit,0.7479224376731302,0.2231404958677686,0.3437301082113304,1210.0,361,1210 +Sitting,0.7431680773881499,0.8493642896627971,0.792725396620663,3618.0,4135,3618 +Stair up,0.5819672131147541,0.43330427201394944,0.496751624187906,1147.0,854,1147 +Stair down,0.38440111420612816,0.24274406332453827,0.29757412398921834,1137.0,718,1137 +Ramp up,0.8888888888888888,0.1857379767827529,0.30727023319615915,1809.0,378,1809 +Ramp down,0.5018709073900842,0.45197978096040436,0.47562056737588654,2374.0,2138,2374 +Grass walking,0.7803571428571429,0.19066317626527052,0.3064516129032258,2292.0,560,2292 +Uneven ground walking,0.6962616822429907,0.20044843049327354,0.3112813370473538,2230.0,642,2230 +Carry,0.579888957433683,0.3319209039548023,0.4221872894677745,5664.0,3242,5664 +accuracy,0.6065276737612639,0.6065276737612639,0.6065276737612639,0.6065276737612639,0,0 +macro avg,0.6535066676910625,0.3889772614581034,0.44329619833366196,41393.0,0,0 +weighted avg,0.627882036978338,0.6065276737612639,0.5661782983524863,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b7942e7b080225378ffa16a40eca4183f9ba633 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.46250986582478293,0.7751322751322751,0.5793376173999011,756.0,1267,756 +Sit to stand,0.6744186046511628,0.19795221843003413,0.30606860158311344,293.0,86,293 +Stand to sit,0.6764705882352942,0.0782312925170068,0.1402439024390244,294.0,34,294 +Sitting,0.4,0.7833333333333333,0.5295774647887324,240.0,470,240 +Stair up,0.425531914893617,0.273972602739726,0.3333333333333333,73.0,47,73 +Stair down,0.2894736842105263,0.16923076923076924,0.21359223300970873,65.0,38,65 +Ramp up,1.0,0.031746031746031744,0.06153846153846154,63.0,2,63 +Ramp down,0.35135135135135137,0.17567567567567569,0.23423423423423423,74.0,37,74 +Grass walking,0.35294117647058826,0.08450704225352113,0.13636363636363635,71.0,17,71 +Uneven ground walking,0.6111111111111112,0.1506849315068493,0.24175824175824176,73.0,18,73 +Carry,0.1981981981981982,0.176,0.1864406779661017,125.0,111,125 +accuracy,0.4419370004701457,0.4419370004701457,0.4419370004701457,0.4419370004701457,0,0 +macro avg,0.4947278631769665,0.26331510659683843,0.2693171276740445,2127.0,0,0 +weighted avg,0.5056270763252088,0.4419370004701457,0.37896096725420764,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..28bfb7630e3857070a43856fe18568b7058ac85f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,17144,45,46,221,260,134,55,545,120,50,1166 +Sit to stand,290,291,31,547,0,0,0,0,0,0,0 +Stand to sit,770,37,149,449,2,3,3,2,1,0,81 +Sitting,533,95,3,3235,0,0,0,0,0,0,2 +Stair up,616,7,0,123,446,2,1,9,6,1,13 +Stair down,916,2,4,23,5,241,1,6,1,0,4 +Ramp up,1434,4,0,21,1,50,279,4,2,40,37 +Ramp down,1444,0,5,11,15,43,0,926,3,0,5 +Grass walking,1654,1,0,4,62,25,14,97,377,80,50 +Uneven ground walking,1775,2,2,13,23,35,0,57,8,348,39 +Carry,3376,0,1,5,5,143,20,379,8,2,1854 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0f9c24022660b9727854a4b4c1ca41d24715f713 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,578,6,5,39,19,14,1,24,6,7,43 +Sit to stand,111,67,4,114,0,0,0,0,0,0,0 +Stand to sit,130,12,19,118,1,0,1,0,0,0,16 +Sitting,38,30,1,178,0,0,0,0,0,0,1 +Stair up,55,0,0,3,13,0,0,2,0,0,3 +Stair down,53,0,0,2,0,9,0,0,0,0,0 +Ramp up,45,0,0,3,0,3,4,0,0,0,8 +Ramp down,55,0,0,1,3,0,0,16,0,0,0 +Grass walking,55,0,0,0,0,1,0,6,7,2,0 +Uneven ground walking,44,0,0,1,0,4,0,1,0,15,5 +Carry,101,0,0,1,0,0,0,0,0,0,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4d5bb4fd67bbc0826b6025f48736df2702455d42 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5723824786324786,0.86647124229253,0.6893723109091641,19786.0,29952,19786 +Sit to stand,0.6012396694214877,0.25107851596203623,0.3542300669506999,1159.0,484,1159 +Stand to sit,0.6182572614107884,0.09953239812959253,0.1714614499424626,1497.0,241,1497 +Sitting,0.6953998280309545,0.8363495346432265,0.7593896713615024,3868.0,4652,3868 +Stair up,0.5445665445665445,0.36437908496732024,0.4366128242780225,1224.0,819,1224 +Stair down,0.35650887573964496,0.200332502078138,0.25651942522618415,1203.0,676,1203 +Ramp up,0.7479892761394102,0.14903846153846154,0.2485523385300668,1872.0,373,1872 +Ramp down,0.45728395061728394,0.37765089722675366,0.41366986821532276,2452.0,2025,2452 +Grass walking,0.7167300380228137,0.15947546531302875,0.26089965397923875,2364.0,526,2364 +Uneven ground walking,0.6679462571976967,0.15117289313640314,0.24654622741764082,2302.0,521,2302 +Carry,0.5702860658258997,0.3200414293112377,0.4099955771782397,5793.0,3251,5793 +accuracy,0.5811121323529411,0.5811121323529411,0.5811121323529411,0.5811121323529411,0,0 +macro avg,0.5953263859640912,0.3432293113271571,0.3861135830898677,43520.0,0,0 +weighted avg,0.5925985576156404,0.5811121323529411,0.5313995006159529,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..72f509a0f83a303369a1ee9fd9c8b052fbd74bbb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5774741171959424,0.869880277252678,0.694140076679726,19044.0,28687,19044 +Sit to stand,0.6070460704607046,0.25955967555040554,0.36363636363636365,863.0,369,863 +Stand to sit,0.6132075471698113,0.10833333333333334,0.18413597733711048,1200.0,212,1200 +Sitting,0.7292461832061069,0.844475138121547,0.782642089093702,3620.0,4192,3620 +Stair up,0.5530012771392082,0.37717770034843207,0.4484722941481098,1148.0,783,1148 +Stair down,0.35968992248062015,0.20368744512730466,0.2600896860986547,1139.0,645,1139 +Ramp up,0.7493188010899182,0.15201768933112217,0.25275735294117646,1809.0,367,1809 +Ramp down,0.4605263157894737,0.3828355069415229,0.4181024580748909,2377.0,1976,2377 +Grass walking,0.7212475633528265,0.16136066288704753,0.2637205987170349,2293.0,513,2293 +Uneven ground walking,0.670020120724346,0.14919354838709678,0.24404543788933675,2232.0,497,2232 +Carry,0.5811667723525682,0.3232804232804233,0.4154578422484134,5670.0,3154,5670 +accuracy,0.5885493417079357,0.5885493417079357,0.5885493417079357,0.5885493417079357,0,0 +macro avg,0.6019949719055933,0.3483455818691739,0.3933818342604108,41395.0,0,0 +weighted avg,0.599982130924636,0.5885493417079357,0.5400258966945111,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b0897a646fd81aeee0d26505b08d37a0afb8c68f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.45691699604743086,0.7789757412398922,0.5759840558046836,742.0,1265,742 +Sit to stand,0.5826086956521739,0.22635135135135134,0.3260340632603406,296.0,115,296 +Stand to sit,0.6551724137931034,0.06397306397306397,0.1165644171779141,297.0,29,297 +Sitting,0.3869565217391304,0.717741935483871,0.5028248587570622,248.0,460,248 +Stair up,0.3611111111111111,0.17105263157894737,0.23214285714285715,76.0,36,76 +Stair down,0.2903225806451613,0.140625,0.18947368421052632,64.0,31,64 +Ramp up,0.6666666666666666,0.06349206349206349,0.11594202898550725,63.0,6,63 +Ramp down,0.32653061224489793,0.21333333333333335,0.25806451612903225,75.0,49,75 +Grass walking,0.5384615384615384,0.09859154929577464,0.16666666666666666,71.0,13,71 +Uneven ground walking,0.625,0.21428571428571427,0.3191489361702128,70.0,24,70 +Carry,0.21649484536082475,0.17073170731707318,0.19090909090909092,123.0,97,123 +accuracy,0.43623529411764705,0.43623529411764705,0.43623529411764705,0.43623529411764705,0,0 +macro avg,0.46420381652018533,0.259923099213735,0.2721595613830812,2125.0,0,0 +weighted avg,0.4814873082363981,0.43623529411764705,0.3751954755392422,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..4d5bb4fd67bbc0826b6025f48736df2702455d42 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5723824786324786,0.86647124229253,0.6893723109091641,19786.0,29952,19786 +Sit to stand,0.6012396694214877,0.25107851596203623,0.3542300669506999,1159.0,484,1159 +Stand to sit,0.6182572614107884,0.09953239812959253,0.1714614499424626,1497.0,241,1497 +Sitting,0.6953998280309545,0.8363495346432265,0.7593896713615024,3868.0,4652,3868 +Stair up,0.5445665445665445,0.36437908496732024,0.4366128242780225,1224.0,819,1224 +Stair down,0.35650887573964496,0.200332502078138,0.25651942522618415,1203.0,676,1203 +Ramp up,0.7479892761394102,0.14903846153846154,0.2485523385300668,1872.0,373,1872 +Ramp down,0.45728395061728394,0.37765089722675366,0.41366986821532276,2452.0,2025,2452 +Grass walking,0.7167300380228137,0.15947546531302875,0.26089965397923875,2364.0,526,2364 +Uneven ground walking,0.6679462571976967,0.15117289313640314,0.24654622741764082,2302.0,521,2302 +Carry,0.5702860658258997,0.3200414293112377,0.4099955771782397,5793.0,3251,5793 +accuracy,0.5811121323529411,0.5811121323529411,0.5811121323529411,0.5811121323529411,0,0 +macro avg,0.5953263859640912,0.3432293113271571,0.3861135830898677,43520.0,0,0 +weighted avg,0.5925985576156404,0.5811121323529411,0.5313995006159529,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..72f509a0f83a303369a1ee9fd9c8b052fbd74bbb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5774741171959424,0.869880277252678,0.694140076679726,19044.0,28687,19044 +Sit to stand,0.6070460704607046,0.25955967555040554,0.36363636363636365,863.0,369,863 +Stand to sit,0.6132075471698113,0.10833333333333334,0.18413597733711048,1200.0,212,1200 +Sitting,0.7292461832061069,0.844475138121547,0.782642089093702,3620.0,4192,3620 +Stair up,0.5530012771392082,0.37717770034843207,0.4484722941481098,1148.0,783,1148 +Stair down,0.35968992248062015,0.20368744512730466,0.2600896860986547,1139.0,645,1139 +Ramp up,0.7493188010899182,0.15201768933112217,0.25275735294117646,1809.0,367,1809 +Ramp down,0.4605263157894737,0.3828355069415229,0.4181024580748909,2377.0,1976,2377 +Grass walking,0.7212475633528265,0.16136066288704753,0.2637205987170349,2293.0,513,2293 +Uneven ground walking,0.670020120724346,0.14919354838709678,0.24404543788933675,2232.0,497,2232 +Carry,0.5811667723525682,0.3232804232804233,0.4154578422484134,5670.0,3154,5670 +accuracy,0.5885493417079357,0.5885493417079357,0.5885493417079357,0.5885493417079357,0,0 +macro avg,0.6019949719055933,0.3483455818691739,0.3933818342604108,41395.0,0,0 +weighted avg,0.599982130924636,0.5885493417079357,0.5400258966945111,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b0897a646fd81aeee0d26505b08d37a0afb8c68f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.45691699604743086,0.7789757412398922,0.5759840558046836,742.0,1265,742 +Sit to stand,0.5826086956521739,0.22635135135135134,0.3260340632603406,296.0,115,296 +Stand to sit,0.6551724137931034,0.06397306397306397,0.1165644171779141,297.0,29,297 +Sitting,0.3869565217391304,0.717741935483871,0.5028248587570622,248.0,460,248 +Stair up,0.3611111111111111,0.17105263157894737,0.23214285714285715,76.0,36,76 +Stair down,0.2903225806451613,0.140625,0.18947368421052632,64.0,31,64 +Ramp up,0.6666666666666666,0.06349206349206349,0.11594202898550725,63.0,6,63 +Ramp down,0.32653061224489793,0.21333333333333335,0.25806451612903225,75.0,49,75 +Grass walking,0.5384615384615384,0.09859154929577464,0.16666666666666666,71.0,13,71 +Uneven ground walking,0.625,0.21428571428571427,0.3191489361702128,70.0,24,70 +Carry,0.21649484536082475,0.17073170731707318,0.19090909090909092,123.0,97,123 +accuracy,0.43623529411764705,0.43623529411764705,0.43623529411764705,0.43623529411764705,0,0 +macro avg,0.46420381652018533,0.259923099213735,0.2721595613830812,2125.0,0,0 +weighted avg,0.4814873082363981,0.43623529411764705,0.3751954755392422,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..849f2f2d96cd84579d8db72f3eb9ec02d78006a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,17234,54,37,274,297,150,97,398,130,79,1055 +Sit to stand,286,297,14,562,0,0,0,0,0,0,0 +Stand to sit,897,73,87,308,4,4,6,5,2,1,111 +Sitting,553,135,7,3148,0,0,0,0,0,0,6 +Stair up,771,1,3,81,287,3,0,53,4,0,20 +Stair down,1020,1,0,10,6,153,2,4,0,0,7 +Ramp up,1553,0,0,14,0,43,195,4,1,11,51 +Ramp down,1920,1,0,6,16,6,0,489,5,0,9 +Grass walking,1856,0,0,5,25,18,8,84,263,56,49 +Uneven ground walking,1969,0,1,14,13,14,0,49,9,187,46 +Carry,3524,0,0,3,15,168,50,298,15,4,1716 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0012433059a902302405129be034693c28e01f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,16703,36,28,206,284,131,95,381,122,67,1009 +Sit to stand,204,231,13,415,0,0,0,0,0,0,0 +Stand to sit,761,45,58,225,3,4,5,4,2,1,93 +Sitting,510,94,2,2991,0,0,0,0,0,0,4 +Stair up,715,1,3,77,278,3,0,49,4,0,17 +Stair down,965,1,0,9,6,146,2,4,0,0,6 +Ramp up,1507,0,0,10,0,40,192,4,1,11,44 +Ramp down,1862,1,0,6,14,6,0,476,4,0,8 +Grass walking,1798,0,0,5,25,18,8,80,257,56,46 +Uneven ground walking,1915,0,1,14,13,12,0,48,8,178,43 +Carry,3422,0,0,3,13,168,50,298,15,4,1697 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9254b35c5f8fd7f230cff3c76505e584944df913 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,531,18,9,68,13,19,2,17,8,12,46 +Sit to stand,82,66,1,147,0,0,0,0,0,0,0 +Stand to sit,136,28,29,83,1,0,1,1,0,0,18 +Sitting,43,41,5,157,0,0,0,0,0,0,2 +Stair up,56,0,0,4,9,0,0,4,0,0,3 +Stair down,55,0,0,1,0,7,0,0,0,0,1 +Ramp up,46,0,0,4,0,3,3,0,0,0,7 +Ramp down,58,0,0,0,2,0,0,13,1,0,1 +Grass walking,58,0,0,0,0,0,0,4,6,0,3 +Uneven ground walking,54,0,0,0,0,2,0,1,1,9,3 +Carry,102,0,0,0,2,0,0,0,0,0,19 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..58881a0fd591204453b97e16d8a0f82feaa7bf51 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5456733052591584,0.8701842968947235,0.6707402506421732,19805.0,31583,19805 +Sit to stand,0.5284697508896797,0.25625539257981017,0.3451481696687972,1159.0,562,1159 +Stand to sit,0.5838926174496645,0.05807743658210948,0.10564663023679417,1498.0,149,1498 +Sitting,0.7114124293785311,0.8178747726682255,0.7609378776891468,3849.0,4425,3849 +Stair up,0.43288084464555054,0.2346688470973017,0.30434782608695654,1223.0,663,1223 +Stair down,0.2737030411449016,0.12718204488778054,0.17366628830874006,1203.0,559,1203 +Ramp up,0.5446927374301676,0.10416666666666667,0.17488789237668162,1872.0,358,1872 +Ramp down,0.35332369942196534,0.1994290375203915,0.25495307612095935,2452.0,1384,2452 +Grass walking,0.6130536130536131,0.11125211505922165,0.188327962764053,2364.0,429,2364 +Uneven ground walking,0.5532544378698225,0.08123370981754996,0.14166666666666666,2302.0,338,2302 +Carry,0.5589576547231271,0.29621957534955984,0.38722780097032605,5793.0,3070,5793 +accuracy,0.5527573529411764,0.5527573529411764,0.5527573529411764,0.5527573529411764,0,0 +macro avg,0.5181194664787437,0.2869585359203036,0.3188682219573904,43520.0,0,0 +weighted avg,0.5454512530228226,0.5527573529411764,0.4898748522728426,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2efb4ad6e66b2657e9569b9349e59424acf27e0a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5501284500362295,0.8762459343195887,0.6759064422143088,19062.0,30362,19062 +Sit to stand,0.5647921760391198,0.26767091541135574,0.3632075471698113,863.0,409,863 +Stand to sit,0.5523809523809524,0.04829308909242298,0.0888208269525268,1201.0,105,1201 +Sitting,0.7551123453673315,0.8306026103860039,0.7910605659878339,3601.0,3961,3601 +Stair up,0.4371069182389937,0.24237140366172624,0.3118339876612451,1147.0,636,1147 +Stair down,0.2765151515151515,0.12818261633011413,0.17516496700659867,1139.0,528,1139 +Ramp up,0.5454545454545454,0.10613598673300166,0.17769551133734382,1809.0,352,1809 +Ramp down,0.3541666666666667,0.20025241901556584,0.25584520290244556,2377.0,1344,2377 +Grass walking,0.6222760290556901,0.11208024422154383,0.18994826311899482,2293.0,413,2293 +Uneven ground walking,0.5615141955835962,0.07974910394265233,0.13966261278932915,2232.0,317,2232 +Carry,0.5719582069430401,0.299294532627866,0.3929605186986222,5670.0,2967,5670 +accuracy,0.5606368072667537,0.5606368072667537,0.5606368072667537,0.5606368072667537,0,0 +macro avg,0.5264914215710289,0.29007989597653105,0.3238278587126418,41394.0,0,0 +weighted avg,0.5538147733177222,0.5606368072667537,0.4980191765633676,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..efe419ce630f026e01515d85ba0326aab7b5f367 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4348894348894349,0.7146702557200538,0.5407331975560081,743.0,1221,743 +Sit to stand,0.43137254901960786,0.22297297297297297,0.29398663697104677,296.0,153,296 +Stand to sit,0.6590909090909091,0.09764309764309764,0.17008797653958943,297.0,44,297 +Sitting,0.33836206896551724,0.6330645161290323,0.4410112359550562,248.0,464,248 +Stair up,0.3333333333333333,0.11842105263157894,0.17475728155339806,76.0,27,76 +Stair down,0.22580645161290322,0.109375,0.14736842105263157,64.0,31,64 +Ramp up,0.5,0.047619047619047616,0.08695652173913043,63.0,6,63 +Ramp down,0.325,0.17333333333333334,0.22608695652173913,75.0,40,75 +Grass walking,0.375,0.08450704225352113,0.13793103448275862,71.0,16,71 +Uneven ground walking,0.42857142857142855,0.12857142857142856,0.1978021978021978,70.0,21,70 +Carry,0.18446601941747573,0.15447154471544716,0.168141592920354,123.0,103,123 +accuracy,0.3993414863593603,0.3993414863593603,0.3993414863593603,0.3993414863593603,0,0 +macro avg,0.3850811086273282,0.22587720832631938,0.23498755028126456,2126.0,0,0 +weighted avg,0.42589237270038144,0.3993414863593603,0.3471967610792152,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..58881a0fd591204453b97e16d8a0f82feaa7bf51 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5456733052591584,0.8701842968947235,0.6707402506421732,19805.0,31583,19805 +Sit to stand,0.5284697508896797,0.25625539257981017,0.3451481696687972,1159.0,562,1159 +Stand to sit,0.5838926174496645,0.05807743658210948,0.10564663023679417,1498.0,149,1498 +Sitting,0.7114124293785311,0.8178747726682255,0.7609378776891468,3849.0,4425,3849 +Stair up,0.43288084464555054,0.2346688470973017,0.30434782608695654,1223.0,663,1223 +Stair down,0.2737030411449016,0.12718204488778054,0.17366628830874006,1203.0,559,1203 +Ramp up,0.5446927374301676,0.10416666666666667,0.17488789237668162,1872.0,358,1872 +Ramp down,0.35332369942196534,0.1994290375203915,0.25495307612095935,2452.0,1384,2452 +Grass walking,0.6130536130536131,0.11125211505922165,0.188327962764053,2364.0,429,2364 +Uneven ground walking,0.5532544378698225,0.08123370981754996,0.14166666666666666,2302.0,338,2302 +Carry,0.5589576547231271,0.29621957534955984,0.38722780097032605,5793.0,3070,5793 +accuracy,0.5527573529411764,0.5527573529411764,0.5527573529411764,0.5527573529411764,0,0 +macro avg,0.5181194664787437,0.2869585359203036,0.3188682219573904,43520.0,0,0 +weighted avg,0.5454512530228226,0.5527573529411764,0.4898748522728426,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2efb4ad6e66b2657e9569b9349e59424acf27e0a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.5501284500362295,0.8762459343195887,0.6759064422143088,19062.0,30362,19062 +Sit to stand,0.5647921760391198,0.26767091541135574,0.3632075471698113,863.0,409,863 +Stand to sit,0.5523809523809524,0.04829308909242298,0.0888208269525268,1201.0,105,1201 +Sitting,0.7551123453673315,0.8306026103860039,0.7910605659878339,3601.0,3961,3601 +Stair up,0.4371069182389937,0.24237140366172624,0.3118339876612451,1147.0,636,1147 +Stair down,0.2765151515151515,0.12818261633011413,0.17516496700659867,1139.0,528,1139 +Ramp up,0.5454545454545454,0.10613598673300166,0.17769551133734382,1809.0,352,1809 +Ramp down,0.3541666666666667,0.20025241901556584,0.25584520290244556,2377.0,1344,2377 +Grass walking,0.6222760290556901,0.11208024422154383,0.18994826311899482,2293.0,413,2293 +Uneven ground walking,0.5615141955835962,0.07974910394265233,0.13966261278932915,2232.0,317,2232 +Carry,0.5719582069430401,0.299294532627866,0.3929605186986222,5670.0,2967,5670 +accuracy,0.5606368072667537,0.5606368072667537,0.5606368072667537,0.5606368072667537,0,0 +macro avg,0.5264914215710289,0.29007989597653105,0.3238278587126418,41394.0,0,0 +weighted avg,0.5538147733177222,0.5606368072667537,0.4980191765633676,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..efe419ce630f026e01515d85ba0326aab7b5f367 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.4348894348894349,0.7146702557200538,0.5407331975560081,743.0,1221,743 +Sit to stand,0.43137254901960786,0.22297297297297297,0.29398663697104677,296.0,153,296 +Stand to sit,0.6590909090909091,0.09764309764309764,0.17008797653958943,297.0,44,297 +Sitting,0.33836206896551724,0.6330645161290323,0.4410112359550562,248.0,464,248 +Stair up,0.3333333333333333,0.11842105263157894,0.17475728155339806,76.0,27,76 +Stair down,0.22580645161290322,0.109375,0.14736842105263157,64.0,31,64 +Ramp up,0.5,0.047619047619047616,0.08695652173913043,63.0,6,63 +Ramp down,0.325,0.17333333333333334,0.22608695652173913,75.0,40,75 +Grass walking,0.375,0.08450704225352113,0.13793103448275862,71.0,16,71 +Uneven ground walking,0.42857142857142855,0.12857142857142856,0.1978021978021978,70.0,21,70 +Carry,0.18446601941747573,0.15447154471544716,0.168141592920354,123.0,103,123 +accuracy,0.3993414863593603,0.3993414863593603,0.3993414863593603,0.3993414863593603,0,0 +macro avg,0.3850811086273282,0.22587720832631938,0.23498755028126456,2126.0,0,0 +weighted avg,0.42589237270038144,0.3993414863593603,0.3471967610792152,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..774c4f0eb272a2e27fa38a3db604d66c8158d3a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,264,14,22,0,5,6,9,10,8,12,19 +Sit to stand,17,191,1,33,0,0,0,0,0,0,0 +Stand to sit,20,2,199,23,0,0,0,0,0,0,0 +Sitting,0,8,16,137,0,0,0,0,0,0,0 +Stair up,11,0,0,0,20,0,0,0,0,0,0 +Stair down,3,0,0,0,0,17,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,20,0,0,0,0 +Ramp down,5,0,0,0,1,0,0,29,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,37,0,0 +Uneven ground walking,11,0,0,0,0,0,0,0,2,30,0 +Carry,24,0,2,0,0,0,0,0,1,0,34 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b3c093fd06ea0ec26657c1878c05882b95a0aa3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_1/20260527_002906_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,0.9524858401510384,0.9438727782974743,0.948159749412686,3207.0,3178,3207 +Sit to stand,0.9097387173396675,0.8744292237442922,0.8917345750873108,438.0,421,438 +Stand to sit,0.8917322834645669,0.8988095238095238,0.8952569169960475,504.0,508,504 +Sitting,0.9334061135371179,0.9628378378378378,0.9478935698447893,888.0,916,888 +Stair up,0.9714285714285714,0.9407114624505929,0.9558232931726908,253.0,245,253 +Stair down,0.9379310344827586,0.9714285714285714,0.9543859649122807,140.0,145,140 +Ramp up,0.9459459459459459,0.9315589353612167,0.9386973180076629,263.0,259,263 +Ramp down,0.9686192468619247,0.9767932489451476,0.9726890756302521,474.0,478,474 +Grass walking,0.9477124183006536,0.9841628959276018,0.9655937846836848,442.0,459,442 +Uneven ground walking,0.9529411764705882,0.9642857142857143,0.9585798816568047,420.0,425,420 +Carry,0.9733861834654587,0.9706380575945793,0.9720101781170484,1771.0,1766,1771 +accuracy,0.9498863636363636,0.9498863636363636,0.9498863636363636,0.9498863636363636,0,0 +macro avg,0.9441206846771176,0.947229840880232,0.9455294825019326,8800.0,0,0 +weighted avg,0.9499281297006217,0.9498863636363636,0.9498252738362968,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b8691d8669ae02a1c2c550310371797e32151b39 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4573170731707317,0.9375,0.6147540983606558,80.0,164,80 +Sit to stand,1.0,0.08108108108108109,0.15,37.0,3,37 +Stand to sit,0.8,0.10810810810810811,0.19047619047619047,37.0,5,37 +Sitting,0.49230769230769234,1.0,0.6597938144329897,32.0,65,32 +Stair up,0.5,0.375,0.42857142857142855,8.0,6,8 +Stair down,0.0,0.0,0.0,8.0,4,8 +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,1.0,0.125,0.2222222222222222,8.0,1,8 +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,0.47580645161290325,0.47580645161290325,0.47580645161290325,0.47580645161290325,0,0 +macro avg,0.38632952413440225,0.23878992628992632,0.2059834321875897,248.0,0,0 +weighted avg,0.527980693578648,0.47580645161290325,0.35523265397046927,248.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7307357d149a6402fa03ac7cd59e14acc286e7ea --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,743,0,0,5,0,1,0,3,3,1,109 +Sit to stand,19,70,0,32,0,0,0,0,0,0,0 +Stand to sit,18,0,87,15,0,0,0,0,0,0,16 +Sitting,0,0,0,316,0,0,0,0,0,0,0 +Stair up,3,0,0,0,81,0,0,0,0,0,8 +Stair down,14,0,0,0,0,76,0,0,0,0,0 +Ramp up,17,0,0,0,0,0,121,0,0,0,7 +Ramp down,4,0,0,0,0,0,0,135,0,0,0 +Grass walking,26,0,0,0,0,0,0,0,92,2,6 +Uneven ground walking,9,0,0,0,0,0,0,0,1,98,1 +Carry,50,0,0,0,0,0,0,0,0,0,467 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..fa81cb5b67a20436a5262a2098ac3fd068311f4f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,680,0,0,5,0,0,0,1,1,0,94 +Sit to stand,4,61,0,17,0,0,0,0,0,0,0 +Stand to sit,7,0,78,2,0,0,0,0,0,0,10 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,1,0,0,0,77,0,0,0,0,0,4 +Stair down,7,0,0,0,0,74,0,0,0,0,0 +Ramp up,11,0,0,0,0,0,119,0,0,0,5 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,20,0,0,0,0,0,0,0,88,2,6 +Uneven ground walking,2,0,0,0,0,0,0,0,1,95,1 +Carry,41,0,0,0,0,0,0,0,0,0,461 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..18178d7abff00afd9f6328b4a0dd94c561fcf7f3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,63,0,0,0,0,1,0,2,2,1,15 +Sit to stand,15,9,0,15,0,0,0,0,0,0,0 +Stand to sit,11,0,9,13,0,0,0,0,0,0,6 +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,7,0,0,0,0,2,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,2,0,0,0,2 +Ramp down,4,0,0,0,0,0,0,7,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,4,0,0 +Uneven ground walking,7,0,0,0,0,0,0,0,0,3,0 +Carry,9,0,0,0,0,0,0,0,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a8132cefe8d3c637d22091208d73ee0eb42f588 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.82281284606866,0.8589595375722543,0.8404977375565611,865.0,903,865 +Sit to stand,1.0,0.5785123966942148,0.7329842931937173,121.0,70,121 +Stand to sit,1.0,0.6397058823529411,0.7802690582959642,136.0,87,136 +Sitting,0.8586956521739131,1.0,0.9239766081871345,316.0,368,316 +Stair up,1.0,0.8804347826086957,0.9364161849710982,92.0,81,92 +Stair down,0.987012987012987,0.8444444444444444,0.9101796407185628,90.0,77,90 +Ramp up,1.0,0.8344827586206897,0.9097744360902256,145.0,121,145 +Ramp down,0.9782608695652174,0.9712230215827338,0.9747292418772563,139.0,138,139 +Grass walking,0.9583333333333334,0.7301587301587301,0.8288288288288288,126.0,96,126 +Uneven ground walking,0.9702970297029703,0.8990825688073395,0.9333333333333333,109.0,101,109 +Carry,0.760586319218241,0.9032882011605415,0.8258178603006189,517.0,614,517 +accuracy,0.8606927710843374,0.8606927710843374,0.8606927710843374,0.8606927710843374,0,0 +macro avg,0.9396362760977565,0.8309356658184168,0.8724370203048456,2656.0,0,0 +weighted avg,0.8741061260958343,0.8606927710843374,0.859337182475704,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e997782e8fe24c013d82815023b0e0dc38820932 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8796895213454075,0.8706786171574904,0.8751608751608752,781.0,773,781 +Sit to stand,1.0,0.7439024390243902,0.8531468531468531,82.0,61,82 +Stand to sit,1.0,0.8041237113402062,0.8914285714285715,97.0,78,97 +Sitting,0.9218241042345277,1.0,0.9593220338983051,283.0,307,283 +Stair up,1.0,0.9390243902439024,0.9685534591194969,82.0,77,82 +Stair down,1.0,0.9135802469135802,0.9548387096774194,81.0,74,81 +Ramp up,1.0,0.8814814814814815,0.937007874015748,135.0,119,135 +Ramp down,0.9922480620155039,1.0,0.9961089494163424,128.0,129,128 +Grass walking,0.9777777777777777,0.7586206896551724,0.8543689320388349,116.0,90,116 +Uneven ground walking,0.979381443298969,0.9595959595959596,0.9693877551020408,99.0,97,99 +Carry,0.7934595524956971,0.9183266932270916,0.8513388734995383,502.0,581,502 +accuracy,0.8985750209555742,0.8985750209555742,0.8985750209555742,0.8985750209555742,0,0 +macro avg,0.958580041924353,0.8899394753308432,0.919151171500366,2386.0,0,0 +weighted avg,0.9055403059802092,0.8985750209555742,0.8988369733855573,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..637bc989f7f5e9a9eba56602e3586c062c496c45 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4846153846153846,0.75,0.5887850467289719,84.0,130,84 +Sit to stand,1.0,0.23076923076923078,0.375,39.0,9,39 +Stand to sit,1.0,0.23076923076923078,0.375,39.0,9,39 +Sitting,0.5409836065573771,1.0,0.7021276595744681,33.0,61,33 +Stair up,1.0,0.4,0.5714285714285714,10.0,4,10 +Stair down,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Ramp up,1.0,0.2,0.3333333333333333,10.0,2,10 +Ramp down,0.7777777777777778,0.6363636363636364,0.7,11.0,9,11 +Grass walking,0.6666666666666666,0.4,0.5,10.0,6,10 +Uneven ground walking,0.75,0.3,0.42857142857142855,10.0,4,10 +Carry,0.18181818181818182,0.4,0.25,15.0,33,15 +accuracy,0.5259259259259259,0.5259259259259259,0.5259259259259259,0.5259259259259259,0,0 +macro avg,0.7335025712820049,0.4336476654658474,0.4688708520881915,270.0,0,0 +weighted avg,0.6963320232354838,0.5259259259259259,0.4987462593500905,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..597362088ee64868dceaf40ed9f99648f24b1aa1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,742,0,0,5,0,0,0,3,4,0,119 +Sit to stand,20,71,0,32,0,0,0,0,0,0,0 +Stand to sit,19,0,84,8,0,0,0,0,0,0,19 +Sitting,0,0,1,316,0,0,0,0,0,0,0 +Stair up,3,0,0,0,77,0,0,0,0,0,8 +Stair down,12,0,0,0,0,79,0,0,0,0,0 +Ramp up,15,0,0,0,0,0,119,0,0,0,9 +Ramp down,0,0,0,0,0,0,0,138,0,0,0 +Grass walking,27,0,0,0,0,0,0,0,89,2,6 +Uneven ground walking,10,0,0,0,0,0,0,0,1,96,2 +Carry,52,0,0,0,0,0,0,0,0,0,468 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..2b6a0aee51b01119116b6f4f72c8352d48c9db86 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,671,0,0,5,0,0,0,3,1,0,103 +Sit to stand,5,58,0,21,0,0,0,0,0,0,0 +Stand to sit,8,0,69,1,0,0,0,0,0,0,13 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,1,0,0,0,73,0,0,0,0,0,4 +Stair down,5,0,0,0,0,75,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,118,0,0,0,6 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,21,0,0,0,0,0,0,0,85,2,6 +Uneven ground walking,5,0,0,0,0,0,0,0,1,92,1 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..5f31ba94bbe2abcc6ea75d96a4f0adab1ca321cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,71,0,0,0,0,0,0,0,3,0,16 +Sit to stand,15,13,0,11,0,0,0,0,0,0,0 +Stand to sit,11,0,15,7,0,0,0,0,0,0,6 +Sitting,0,0,1,33,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,4 +Stair down,7,0,0,0,0,4,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,1,0,0,0,3 +Ramp down,0,0,0,0,0,0,0,10,0,0,0 +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,10,0,0,0,0,0,0,0,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f68d7dfd88d9d49f54e902fb01ba4cb8e88498ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8244444444444444,0.849942726231386,0.8369994359842076,873.0,900,873 +Sit to stand,1.0,0.5772357723577236,0.7319587628865979,123.0,71,123 +Stand to sit,0.9882352941176471,0.6461538461538462,0.7813953488372093,130.0,85,130 +Sitting,0.8753462603878116,0.9968454258675079,0.9321533923303835,317.0,361,317 +Stair up,1.0,0.875,0.9333333333333333,88.0,77,88 +Stair down,1.0,0.8681318681318682,0.9294117647058824,91.0,79,91 +Ramp up,1.0,0.8321678321678322,0.9083969465648855,143.0,119,143 +Ramp down,0.9787234042553191,1.0,0.989247311827957,138.0,141,138 +Grass walking,0.9468085106382979,0.717741935483871,0.8165137614678899,124.0,94,124 +Uneven ground walking,0.9795918367346939,0.8807339449541285,0.927536231884058,109.0,98,109 +Carry,0.7416798732171157,0.9,0.8132059079061685,520.0,631,520 +accuracy,0.8580572289156626,0.8580572289156626,0.8580572289156626,0.8580572289156626,0,0 +macro avg,0.9395299657995754,0.8312684864861968,0.8727411088844157,2656.0,0,0 +weighted avg,0.8718420490066245,0.8580572289156626,0.8569835769156728,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..324d936d34dbf46b8ed0f8e685a170809c7bbf9b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8748370273794003,0.8569604086845466,0.8658064516129033,783.0,767,783 +Sit to stand,1.0,0.6904761904761905,0.8169014084507042,84.0,58,84 +Stand to sit,1.0,0.7582417582417582,0.8625,91.0,69,91 +Sitting,0.9129032258064517,1.0,0.954468802698145,283.0,310,283 +Stair up,1.0,0.9358974358974359,0.9668874172185431,78.0,73,78 +Stair down,1.0,0.9375,0.967741935483871,80.0,75,80 +Ramp up,1.0,0.8872180451127819,0.9402390438247012,133.0,118,133 +Ramp down,0.9770992366412213,1.0,0.9884169884169884,128.0,131,128 +Grass walking,0.9770114942528736,0.7456140350877193,0.845771144278607,114.0,87,114 +Uneven ground walking,0.9787234042553191,0.9292929292929293,0.9533678756476683,99.0,94,99 +Carry,0.7764705882352941,0.9166666666666666,0.8407643312101911,504.0,595,504 +accuracy,0.8893563315103071,0.8893563315103071,0.8893563315103071,0.8893563315103071,0,0 +macro avg,0.9542768160518693,0.8779879517690934,0.9093513998947568,2377.0,0,0 +weighted avg,0.8977836817282562,0.8893563315103071,0.8893986684396172,2377.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3f3aedbacefc13bdb73a90eef9d9b60c9dfb69bf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5338345864661654,0.7888888888888889,0.6367713004484304,90.0,133,90 +Sit to stand,1.0,0.3333333333333333,0.5,39.0,13,39 +Stand to sit,0.9375,0.38461538461538464,0.5454545454545454,39.0,16,39 +Sitting,0.6470588235294118,0.9705882352941176,0.7764705882352941,34.0,51,34 +Stair up,1.0,0.4,0.5714285714285714,10.0,4,10 +Stair down,1.0,0.36363636363636365,0.5333333333333333,11.0,4,11 +Ramp up,1.0,0.1,0.18181818181818182,10.0,1,10 +Ramp down,1.0,1.0,1.0,10.0,10,10 +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,0.16666666666666666,0.375,0.23076923076923078,16.0,36,16 +accuracy,0.5913978494623656,0.5913978494623656,0.5913978494623656,0.5913978494623656,0,0 +macro avg,0.8051353316446196,0.5014602005243717,0.5470965962009342,279.0,0,0 +weighted avg,0.7347260400104203,0.5913978494623656,0.5806227751675799,279.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d6d349cecae18671d33386a161c21825122b768a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,729,0,0,6,0,1,0,8,4,0,124 +Sit to stand,19,68,0,35,0,0,0,0,0,0,0 +Stand to sit,26,0,78,8,0,0,0,0,0,0,21 +Sitting,0,1,1,315,0,0,0,0,0,0,0 +Stair up,2,0,0,0,77,0,0,0,0,0,10 +Stair down,14,0,0,0,0,75,0,0,0,0,0 +Ramp up,19,0,0,0,0,0,114,0,0,0,11 +Ramp down,2,0,0,0,0,0,0,136,0,0,0 +Grass walking,29,0,0,0,0,0,0,0,87,2,7 +Uneven ground walking,16,0,0,0,0,0,0,0,0,92,3 +Carry,51,0,0,0,0,0,0,0,0,0,465 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..a1524132a8b6ddceb97b4c7b98220016d15b4340 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,668,0,0,6,0,0,0,3,1,0,105 +Sit to stand,3,57,0,23,0,0,0,0,0,0,0 +Stand to sit,12,0,66,1,0,0,0,0,0,0,15 +Sitting,0,0,0,285,0,0,0,0,0,0,0 +Stair up,1,0,0,0,72,0,0,0,0,0,6 +Stair down,10,0,0,0,0,70,0,0,0,0,0 +Ramp up,13,0,0,0,0,0,113,0,0,0,9 +Ramp down,1,0,0,0,0,0,0,127,0,0,0 +Grass walking,24,0,0,0,0,0,0,0,83,2,7 +Uneven ground walking,9,0,0,0,0,0,0,0,0,90,2 +Carry,42,0,0,0,0,0,0,0,0,0,459 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..ec7d8c207c3ab1d8164ac0f40b9251a2b3db951a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,61,0,0,0,0,1,0,5,3,0,19 +Sit to stand,16,11,0,12,0,0,0,0,0,0,0 +Stand to sit,14,0,12,7,0,0,0,0,0,0,6 +Sitting,0,1,1,30,0,0,0,0,0,0,0 +Stair up,1,0,0,0,5,0,0,0,0,0,4 +Stair down,4,0,0,0,0,5,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,1,0,0,0,2 +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,9,0,0,0,0,0,0,0,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d841badb8d12529deab19f9fd77ba035e3ca1370 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8037486218302095,0.8360091743119266,0.8195615514333895,872.0,907,872 +Sit to stand,0.9855072463768116,0.5573770491803278,0.7120418848167539,122.0,69,122 +Stand to sit,0.9873417721518988,0.5864661654135338,0.7358490566037735,133.0,79,133 +Sitting,0.8653846153846154,0.9936908517350158,0.9251101321585903,317.0,364,317 +Stair up,1.0,0.8651685393258427,0.927710843373494,89.0,77,89 +Stair down,0.9868421052631579,0.8426966292134831,0.9090909090909091,89.0,76,89 +Ramp up,1.0,0.7916666666666666,0.8837209302325582,144.0,114,144 +Ramp down,0.9444444444444444,0.9855072463768116,0.9645390070921985,138.0,144,138 +Grass walking,0.9560439560439561,0.696,0.8055555555555556,125.0,91,125 +Uneven ground walking,0.9787234042553191,0.8288288288288288,0.8975609756097561,111.0,94,111 +Carry,0.7254290171606864,0.9011627906976745,0.8038029386343993,516.0,641,516 +accuracy,0.8418674698795181,0.8418674698795181,0.8418674698795181,0.8418674698795181,0,0 +macro avg,0.9303150166282819,0.807688540159101,0.8531403440546708,2656.0,0,0 +weighted avg,0.8585736095638337,0.8418674698795181,0.8402026359917755,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd2a30e9a4fb2996d86aad87ce4357d436535b45 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8531289910600255,0.8531289910600255,0.8531289910600255,783.0,783,783 +Sit to stand,1.0,0.6867469879518072,0.8142857142857143,83.0,57,83 +Stand to sit,1.0,0.7021276595744681,0.825,94.0,66,94 +Sitting,0.9047619047619048,1.0,0.95,285.0,315,285 +Stair up,1.0,0.9113924050632911,0.9536423841059603,79.0,72,79 +Stair down,1.0,0.875,0.9333333333333333,80.0,70,80 +Ramp up,1.0,0.837037037037037,0.9112903225806451,135.0,113,135 +Ramp down,0.9769230769230769,0.9921875,0.9844961240310077,128.0,130,128 +Grass walking,0.9880952380952381,0.7155172413793104,0.83,116.0,84,116 +Uneven ground walking,0.9782608695652174,0.8910891089108911,0.9326424870466321,101.0,92,101 +Carry,0.7611940298507462,0.9161676646706587,0.8315217391304348,501.0,603,501 +accuracy,0.8763102725366876,0.8763102725366876,0.8763102725366876,0.8763102725366876,0,0 +macro avg,0.9511240100232917,0.8527631450588625,0.8926673723248867,2385.0,0,0 +weighted avg,0.887498910315998,0.8763102725366876,0.8763098990428368,2385.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8a9fdb9d59646dc9593a43a1afb728cae8a51890 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.49193548387096775,0.6853932584269663,0.5727699530516432,89.0,124,89 +Sit to stand,0.9166666666666666,0.28205128205128205,0.43137254901960786,39.0,12,39 +Stand to sit,0.9230769230769231,0.3076923076923077,0.46153846153846156,39.0,13,39 +Sitting,0.6122448979591837,0.9375,0.7407407407407407,32.0,49,32 +Stair up,1.0,0.5,0.6666666666666666,10.0,5,10 +Stair down,0.8333333333333334,0.5555555555555556,0.6666666666666666,9.0,6,9 +Ramp up,1.0,0.1111111111111111,0.2,9.0,1,9 +Ramp down,0.6428571428571429,0.9,0.75,10.0,14,10 +Grass walking,0.5714285714285714,0.4444444444444444,0.5,9.0,7,9 +Uneven ground walking,1.0,0.2,0.3333333333333333,10.0,2,10 +Carry,0.15789473684210525,0.4,0.22641509433962265,15.0,38,15 +accuracy,0.5387453874538746,0.5387453874538746,0.5387453874538746,0.5387453874538746,0,0 +macro avg,0.740857977821354,0.48397708720742433,0.5045003150324311,271.0,0,0 +weighted avg,0.68473780229989,0.5387453874538746,0.526568211631583,271.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8b3a6c7de8a57a00c5bb06cc06b4a5b576765af0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,723,0,0,6,1,2,1,7,4,0,131 +Sit to stand,17,66,0,37,0,0,0,0,0,0,0 +Stand to sit,28,0,70,11,0,0,0,0,0,0,23 +Sitting,0,1,0,317,0,0,0,0,0,0,0 +Stair up,4,0,0,0,75,0,0,0,0,0,11 +Stair down,19,0,0,0,0,70,0,0,0,0,0 +Ramp up,22,0,0,0,0,0,110,0,0,0,11 +Ramp down,3,0,0,0,0,0,0,136,0,0,0 +Grass walking,26,0,0,0,0,0,0,0,85,2,10 +Uneven ground walking,13,0,0,0,0,0,0,0,0,93,3 +Carry,48,0,0,0,0,0,0,0,0,0,470 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..048a9e11fade51d6d6deb73ea5408db0ed039f54 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,659,0,0,6,0,1,0,3,1,0,112 +Sit to stand,4,54,0,27,0,0,0,0,0,0,0 +Stand to sit,14,0,61,1,0,0,0,0,0,0,17 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,3,0,0,0,71,0,0,0,0,0,7 +Stair down,13,0,0,0,0,66,0,0,0,0,0 +Ramp up,17,0,0,0,0,0,109,0,0,0,8 +Ramp down,2,0,0,0,0,0,0,127,0,0,0 +Grass walking,21,0,0,0,0,0,0,0,80,2,10 +Uneven ground walking,6,0,0,0,0,0,0,0,0,90,3 +Carry,38,0,0,0,0,0,0,0,0,0,464 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..b6dba26103d38c9d9be4080fc4e88a9f06abb315 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,64,0,0,0,1,1,1,4,3,0,19 +Sit to stand,13,12,0,10,0,0,0,0,0,0,0 +Stand to sit,14,0,9,10,0,0,0,0,0,0,6 +Sitting,0,1,0,34,0,0,0,0,0,0,0 +Stair up,1,0,0,0,4,0,0,0,0,0,4 +Stair down,6,0,0,0,0,4,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,3 +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,7,0,0,0,0,0,0,0,0,3,0 +Carry,10,0,0,0,0,0,0,0,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..102ac967aa52befd0f75ced01f7e109f42935c42 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8006644518272426,0.8262857142857143,0.813273340832396,875.0,903,875 +Sit to stand,0.9850746268656716,0.55,0.7058823529411765,120.0,67,120 +Stand to sit,1.0,0.5303030303030303,0.693069306930693,132.0,70,132 +Sitting,0.8544474393530997,0.9968553459119497,0.9201741654571843,318.0,371,318 +Stair up,0.9868421052631579,0.8333333333333334,0.9036144578313253,90.0,76,90 +Stair down,0.9722222222222222,0.7865168539325843,0.8695652173913043,89.0,72,89 +Ramp up,0.990990990990991,0.7692307692307693,0.8661417322834646,143.0,111,143 +Ramp down,0.951048951048951,0.9784172661870504,0.9645390070921985,139.0,143,139 +Grass walking,0.9550561797752809,0.6910569105691057,0.8018867924528302,123.0,89,123 +Uneven ground walking,0.9789473684210527,0.8532110091743119,0.9117647058823529,109.0,95,109 +Carry,0.7132018209408194,0.9073359073359073,0.7986406117247239,518.0,659,518 +accuracy,0.833960843373494,0.833960843373494,0.833960843373494,0.833960843373494,0,0 +macro avg,0.9262269233371355,0.7929587400239779,0.8407774264381499,2656.0,0,0 +weighted avg,0.8529259924561672,0.833960843373494,0.8316177143271091,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b133fcd94c14280c306f024a5ba5eed6675abe9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8481338481338482,0.8427109974424553,0.8454137267479154,782.0,777,782 +Sit to stand,1.0,0.6352941176470588,0.7769784172661871,85.0,54,85 +Stand to sit,1.0,0.6559139784946236,0.7922077922077922,93.0,61,93 +Sitting,0.8927444794952681,1.0,0.9433333333333334,283.0,317,283 +Stair up,1.0,0.8765432098765432,0.9342105263157895,81.0,71,81 +Stair down,0.9850746268656716,0.8354430379746836,0.9041095890410958,79.0,67,79 +Ramp up,1.0,0.8134328358208955,0.897119341563786,134.0,109,134 +Ramp down,0.9769230769230769,0.9844961240310077,0.9806949806949807,129.0,130,129 +Grass walking,0.9876543209876543,0.7079646017699115,0.8247422680412371,113.0,81,113 +Uneven ground walking,0.9782608695652174,0.9090909090909091,0.9424083769633508,99.0,92,99 +Carry,0.7471819645732689,0.9243027888446215,0.8263579697239537,502.0,621,502 +accuracy,0.8672268907563025,0.8672268907563025,0.8672268907563025,0.8672268907563025,0,0 +macro avg,0.9469066533221823,0.8350175091811554,0.8788705747181292,2380.0,0,0 +weighted avg,0.8807854789737973,0.8672268907563025,0.8667818145578299,2380.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e7bee0a02fba1e3d60b2ab704cfa9dc80676243 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5079365079365079,0.6881720430107527,0.5844748858447488,93.0,126,93 +Sit to stand,0.9230769230769231,0.34285714285714286,0.5,35.0,13,35 +Stand to sit,1.0,0.23076923076923078,0.375,39.0,9,39 +Sitting,0.6296296296296297,0.9714285714285714,0.7640449438202247,35.0,54,35 +Stair up,0.8,0.4444444444444444,0.5714285714285714,9.0,5,9 +Stair down,0.8,0.4,0.5333333333333333,10.0,5,10 +Ramp up,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Ramp down,0.6923076923076923,0.9,0.782608695652174,10.0,13,10 +Grass walking,0.625,0.5,0.5555555555555556,10.0,8,10 +Uneven ground walking,1.0,0.3,0.46153846153846156,10.0,3,10 +Carry,0.15789473684210525,0.375,0.2222222222222222,16.0,38,16 +accuracy,0.5471014492753623,0.5471014492753623,0.5471014492753623,0.5471014492753623,0,0 +macro avg,0.6941677717993507,0.47852568578375027,0.5029113501103158,276.0,0,0 +weighted avg,0.6738486133890405,0.5471014492753623,0.5322024428001487,276.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b98379387b89438251418ff83eed35f0edfd091 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,706,0,0,7,3,8,0,9,3,0,131 +Sit to stand,24,51,0,46,0,0,0,0,0,0,0 +Stand to sit,39,0,56,14,0,0,0,0,0,0,27 +Sitting,0,6,0,308,0,0,0,0,0,0,0 +Stair up,11,0,0,0,67,0,0,0,0,0,14 +Stair down,37,0,0,0,0,53,0,0,0,0,0 +Ramp up,21,0,0,0,0,1,107,0,0,0,16 +Ramp down,4,0,0,0,0,0,0,135,0,0,0 +Grass walking,35,0,0,0,0,0,0,0,75,3,13 +Uneven ground walking,11,0,0,0,0,0,0,0,0,94,4 +Carry,47,0,0,0,0,0,0,0,0,0,470 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..d7bc786a19b1314f95e56fc03b04dd4da4e2e5c9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,654,0,0,7,0,6,0,2,0,0,114 +Sit to stand,7,41,0,34,0,0,0,0,0,0,0 +Stand to sit,23,0,49,2,0,0,0,0,0,0,23 +Sitting,0,0,0,281,0,0,0,0,0,0,0 +Stair up,6,0,0,0,66,0,0,0,0,0,10 +Stair down,30,0,0,0,0,51,0,0,0,0,0 +Ramp up,18,0,0,0,0,0,105,0,0,0,12 +Ramp down,2,0,0,0,0,0,0,126,0,0,0 +Grass walking,27,0,0,0,0,0,0,0,73,3,13 +Uneven ground walking,6,0,0,0,0,0,0,0,0,89,4 +Carry,41,0,0,0,0,0,0,0,0,0,461 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..83cfd4e973e4e77e2f54a5e2d191f85b7cc84712 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,52,0,0,0,3,2,0,7,3,0,17 +Sit to stand,17,10,0,12,0,0,0,0,0,0,0 +Stand to sit,16,0,7,12,0,0,0,0,0,0,4 +Sitting,0,6,0,27,0,0,0,0,0,0,0 +Stair up,5,0,0,0,1,0,0,0,0,0,4 +Stair down,7,0,0,0,0,2,0,0,0,0,0 +Ramp up,3,0,0,0,0,1,2,0,0,0,4 +Ramp down,2,0,0,0,0,0,0,9,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,2,0,0 +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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7b2c823c002706d5d38aac7c9588e5d08b209b36 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7550802139037434,0.8143021914648212,0.7835738068812431,867.0,935,867 +Sit to stand,0.8947368421052632,0.4214876033057851,0.5730337078651685,121.0,57,121 +Stand to sit,1.0,0.4117647058823529,0.5833333333333334,136.0,56,136 +Sitting,0.8213333333333334,0.9808917197452229,0.8940493468795355,314.0,375,314 +Stair up,0.9571428571428572,0.7282608695652174,0.8271604938271605,92.0,70,92 +Stair down,0.8548387096774194,0.5888888888888889,0.6973684210526315,90.0,62,90 +Ramp up,1.0,0.7379310344827587,0.8492063492063492,145.0,107,145 +Ramp down,0.9375,0.9712230215827338,0.9540636042402827,139.0,144,139 +Grass walking,0.9615384615384616,0.5952380952380952,0.7352941176470589,126.0,78,126 +Uneven ground walking,0.9690721649484536,0.8623853211009175,0.912621359223301,109.0,97,109 +Carry,0.6962962962962963,0.9090909090909091,0.7885906040268457,517.0,675,517 +accuracy,0.7989457831325302,0.7989457831325302,0.7989457831325302,0.7989457831325302,0,0 +macro avg,0.8952308071768935,0.729224032758882,0.781663194925719,2656.0,0,0 +weighted avg,0.8222475128247261,0.7989457831325302,0.791866043555397,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4f8d0c5d04350cfac4619958f465cb9ab4647098 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8034398034398035,0.8352490421455939,0.8190356919223544,783.0,814,783 +Sit to stand,1.0,0.5,0.6666666666666666,82.0,41,82 +Stand to sit,1.0,0.5051546391752577,0.6712328767123288,97.0,49,97 +Sitting,0.8672839506172839,1.0,0.9289256198347108,281.0,324,281 +Stair up,1.0,0.8048780487804879,0.8918918918918919,82.0,66,82 +Stair down,0.8947368421052632,0.6296296296296297,0.7391304347826086,81.0,57,81 +Ramp up,1.0,0.7777777777777778,0.875,135.0,105,135 +Ramp down,0.984375,0.984375,0.984375,128.0,128,128 +Grass walking,1.0,0.6293103448275862,0.7724867724867724,116.0,73,116 +Uneven ground walking,0.967391304347826,0.898989898989899,0.9319371727748691,99.0,92,99 +Carry,0.7237048665620094,0.9183266932270916,0.8094820017559262,502.0,637,502 +accuracy,0.8365465213746857,0.8365465213746857,0.8365465213746857,0.8365465213746857,0,0 +macro avg,0.9309937970065625,0.7712446431412112,0.8263785571661935,2386.0,0,0 +weighted avg,0.8559704201894017,0.8365465213746857,0.8329711704122794,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..53ab915af813295aa940326a50a0d0f9cb0e5195 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4297520661157025,0.6190476190476191,0.5073170731707317,84.0,121,84 +Sit to stand,0.625,0.2564102564102564,0.36363636363636365,39.0,16,39 +Stand to sit,1.0,0.1794871794871795,0.30434782608695654,39.0,7,39 +Sitting,0.5294117647058824,0.8181818181818182,0.6428571428571429,33.0,51,33 +Stair up,0.25,0.1,0.14285714285714285,10.0,4,10 +Stair down,0.4,0.2222222222222222,0.2857142857142857,9.0,5,9 +Ramp up,1.0,0.2,0.3333333333333333,10.0,2,10 +Ramp down,0.5625,0.8181818181818182,0.6666666666666666,11.0,16,11 +Grass walking,0.4,0.2,0.26666666666666666,10.0,5,10 +Uneven ground walking,1.0,0.5,0.6666666666666666,10.0,5,10 +Carry,0.23684210526315788,0.6,0.33962264150943394,15.0,38,15 +accuracy,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0,0 +macro avg,0.5848641760077039,0.41032099213917395,0.41088052810594466,270.0,0,0 +weighted avg,0.5806847902517056,0.4666666666666667,0.44064682549066,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3c9fddf8955a1e511b41d7fa3a611608ef74f5c9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,664,0,4,14,2,21,1,15,4,5,139 +Sit to stand,11,56,1,53,0,0,0,0,0,0,0 +Stand to sit,58,0,23,16,0,0,0,0,0,0,39 +Sitting,0,2,1,309,0,0,0,0,0,0,0 +Stair up,16,0,0,0,58,0,0,1,0,0,17 +Stair down,49,0,0,0,0,38,2,0,0,0,1 +Ramp up,25,0,0,0,0,2,93,0,0,0,25 +Ramp down,10,0,0,0,0,0,0,129,0,0,0 +Grass walking,40,0,0,0,0,0,0,0,58,12,16 +Uneven ground walking,17,0,0,0,0,0,0,0,0,87,5 +Carry,51,0,0,0,0,0,0,0,0,0,466 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..58ce9860d9619464ffaa88dc12aeb0d76f35600f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,624,0,3,13,0,11,0,7,1,1,125 +Sit to stand,3,43,0,36,0,0,0,0,0,0,0 +Stand to sit,35,0,19,8,0,0,0,0,0,0,35 +Sitting,0,0,0,279,0,0,0,0,0,0,0 +Stair up,13,0,0,0,54,0,0,0,0,0,15 +Stair down,45,0,0,0,0,33,2,0,0,0,1 +Ramp up,23,0,0,0,0,0,91,0,0,0,21 +Ramp down,9,0,0,0,0,0,0,119,0,0,0 +Grass walking,34,0,0,0,0,0,0,0,54,12,16 +Uneven ground walking,12,0,0,0,0,0,0,0,0,82,5 +Carry,45,0,0,0,0,0,0,0,0,0,457 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..9181e484f8a573340d516d92b4147056827ec2c2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,40,0,1,1,2,10,1,8,3,4,14 +Sit to stand,8,13,1,17,0,0,0,0,0,0,0 +Stand to sit,23,0,4,8,0,0,0,0,0,0,4 +Sitting,0,2,1,30,0,0,0,0,0,0,0 +Stair up,3,0,0,0,4,0,0,1,0,0,2 +Stair down,4,0,0,0,0,5,0,0,0,0,0 +Ramp up,2,0,0,0,0,2,2,0,0,0,4 +Ramp down,1,0,0,0,0,0,0,10,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,4,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,5,0 +Carry,6,0,0,0,0,0,0,0,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..83bdb24d3d737ac07da4d6bfa73e3a78fd887010 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7056323060573858,0.7640966628308401,0.7337016574585635,869.0,941,869 +Sit to stand,0.9655172413793104,0.4628099173553719,0.6256983240223464,121.0,58,121 +Stand to sit,0.7931034482758621,0.16911764705882354,0.2787878787878788,136.0,29,136 +Sitting,0.7882653061224489,0.9903846153846154,0.8778409090909091,312.0,392,312 +Stair up,0.9666666666666667,0.6304347826086957,0.7631578947368421,92.0,60,92 +Stair down,0.6229508196721312,0.4222222222222222,0.5033112582781457,90.0,61,90 +Ramp up,0.96875,0.6413793103448275,0.7717842323651453,145.0,96,145 +Ramp down,0.8896551724137931,0.9280575539568345,0.9084507042253521,139.0,145,139 +Grass walking,0.9354838709677419,0.4603174603174603,0.6170212765957447,126.0,62,126 +Uneven ground walking,0.8365384615384616,0.7981651376146789,0.8169014084507042,109.0,104,109 +Carry,0.6581920903954802,0.9013539651837524,0.7608163265306123,517.0,708,517 +accuracy,0.7458584337349398,0.7458584337349398,0.7458584337349398,0.7458584337349398,0,0 +macro avg,0.8300686712262983,0.651667206807102,0.6961338064129313,2656.0,0,0 +weighted avg,0.7689350909261745,0.7458584337349398,0.730014544058479,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..138e14b9a3fa65232884db178b915415e5233cf7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7402135231316725,0.7949044585987262,0.7665847665847666,785.0,843,785 +Sit to stand,1.0,0.524390243902439,0.688,82.0,43,82 +Stand to sit,0.8636363636363636,0.1958762886597938,0.31932773109243695,97.0,22,97 +Sitting,0.8303571428571429,1.0,0.9073170731707317,279.0,336,279 +Stair up,1.0,0.6585365853658537,0.7941176470588235,82.0,54,82 +Stair down,0.75,0.4074074074074074,0.528,81.0,44,81 +Ramp up,0.978494623655914,0.674074074074074,0.7982456140350878,135.0,93,135 +Ramp down,0.9444444444444444,0.9296875,0.937007874015748,128.0,126,128 +Grass walking,0.9818181818181818,0.46551724137931033,0.631578947368421,116.0,55,116 +Uneven ground walking,0.8631578947368421,0.8282828282828283,0.845360824742268,99.0,95,99 +Carry,0.677037037037037,0.9103585657370518,0.7765505522514868,502.0,675,502 +accuracy,0.7774518021793797,0.7774518021793797,0.7774518021793797,0.7774518021793797,0,0 +macro avg,0.8753781101197817,0.6717304721279531,0.72655373002907,2386.0,0,0 +weighted avg,0.8019538064262864,0.7774518021793797,0.7647398846193152,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2893f51034fe0dc724149b2522d8ccba49906649 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.40816326530612246,0.47619047619047616,0.43956043956043955,84.0,98,84 +Sit to stand,0.8666666666666667,0.3333333333333333,0.48148148148148145,39.0,15,39 +Stand to sit,0.5714285714285714,0.10256410256410256,0.17391304347826086,39.0,7,39 +Sitting,0.5357142857142857,0.9090909090909091,0.6741573033707865,33.0,56,33 +Stair up,0.6666666666666666,0.4,0.5,10.0,6,10 +Stair down,0.29411764705882354,0.5555555555555556,0.38461538461538464,9.0,17,9 +Ramp up,0.6666666666666666,0.2,0.3076923076923077,10.0,3,10 +Ramp down,0.5263157894736842,0.9090909090909091,0.6666666666666666,11.0,19,11 +Grass walking,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Uneven ground walking,0.5555555555555556,0.5,0.5263157894736842,10.0,9,10 +Carry,0.2727272727272727,0.6,0.375,15.0,33,15 +accuracy,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0,0 +macro avg,0.5395864507902624,0.4896204805295714,0.45454460469392083,270.0,0,0 +weighted avg,0.53770598593268,0.4666666666666667,0.4414684797304285,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c3ff52c0da9b7c9aff40e8f0b7ae73cf0195453e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1198,0,0,0,0,1,0,11,0,8,88 +Sit to stand,2,14,0,9,0,0,0,0,0,0,0 +Stand to sit,6,0,14,3,0,0,0,0,0,0,1 +Sitting,0,0,0,229,0,0,0,0,0,0,0 +Stair up,17,1,0,11,35,0,0,0,1,0,0 +Stair down,38,1,1,4,4,0,0,0,0,0,0 +Ramp up,35,0,0,0,0,0,11,0,0,2,0 +Ramp down,35,0,0,0,0,10,0,54,0,0,0 +Grass walking,42,0,0,0,0,3,0,0,43,27,0 +Uneven ground walking,17,1,0,0,0,7,0,0,3,47,0 +Carry,107,0,1,0,0,0,0,8,0,0,186 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2da7f115252b1c5ed5ae5d1412021d88b90df9e5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.8143459915611815,0.9168646080760094,0.8625698324022346,1263.0,1422,1263 +Sit to stand,0.7692307692307693,0.625,0.6896551724137931,16.0,13,16 +Stand to sit,0.8571428571428571,0.75,0.8,16.0,14,16 +Sitting,0.9132231404958677,1.0,0.9546436285097192,221.0,242,221 +Stair up,0.8974358974358975,0.5737704918032787,0.7,61.0,39,61 +Stair down,0.0,0.0,0.0,46.0,20,46 +Ramp up,1.0,0.2391304347826087,0.38596491228070173,46.0,11,46 +Ramp down,0.75,0.5684210526315789,0.6467065868263473,95.0,72,95 +Grass walking,0.9148936170212766,0.38738738738738737,0.5443037974683544,111.0,47,111 +Uneven ground walking,0.5679012345679012,0.647887323943662,0.6052631578947368,71.0,81,71 +Carry,0.6776556776556777,0.6423611111111112,0.6595365418894831,288.0,273,288 +accuracy,0.7945389435989257,0.7945389435989257,0.7945389435989257,0.7945389435989257,0,0 +macro avg,0.7419844713737661,0.5773474917941488,0.6226039663350337,2234.0,0,0 +weighted avg,0.7902398762155081,0.7945389435989257,0.7786328847315984,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ea389258986d57adc0a353098b79249d88f8325 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1204,0,0,0,0,0,0,13,1,3,88 +Sit to stand,2,13,0,9,0,0,0,0,0,0,0 +Stand to sit,9,0,9,3,0,0,0,0,0,0,2 +Sitting,0,1,0,229,0,0,0,0,0,0,0 +Stair up,21,2,0,9,31,0,0,0,1,0,0 +Stair down,35,3,2,5,3,0,0,0,0,0,0 +Ramp up,44,0,0,0,0,1,3,0,0,0,0 +Ramp down,45,0,0,0,0,10,0,44,0,0,0 +Grass walking,48,0,0,0,0,1,0,0,43,23,0 +Uneven ground walking,22,2,0,0,0,4,0,0,7,39,0 +Carry,104,0,1,0,0,0,0,8,0,0,189 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..95b8f9c5d69f21a5f350fa2bf30f1e214b5d0fe2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1165,0,0,0,0,0,0,12,0,3,86 +Sit to stand,0,8,0,7,0,0,0,0,0,0,0 +Stand to sit,6,0,7,1,0,0,0,0,0,0,1 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,19,2,0,9,30,0,0,0,1,0,0 +Stair down,33,3,2,5,3,0,0,0,0,0,0 +Ramp up,42,0,0,0,0,1,3,0,0,0,0 +Ramp down,41,0,0,0,0,10,0,44,0,0,0 +Grass walking,44,0,0,0,0,1,0,0,43,22,0 +Uneven ground walking,20,2,0,0,0,4,0,0,6,38,0 +Carry,92,0,1,0,0,0,0,8,0,0,187 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..ee234df50c68af44c893592af0c927bc056688a7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,39,0,0,0,0,0,0,1,1,0,2 +Sit to stand,2,5,0,2,0,0,0,0,0,0,0 +Stand to sit,3,0,2,2,0,0,0,0,0,0,1 +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,4,0,0,0,0,0,0,0,0,1,0 +Uneven ground walking,2,0,0,0,0,0,0,0,1,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6100bd9415b17264c96aaafd617e7dbbcd424809 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7848761408083442,0.9197860962566845,0.8469926134365108,1309.0,1534,1309 +Sit to stand,0.6190476190476191,0.5416666666666666,0.5777777777777777,24.0,21,24 +Stand to sit,0.75,0.391304347826087,0.5142857142857142,23.0,12,23 +Sitting,0.8980392156862745,0.9956521739130435,0.9443298969072165,230.0,255,230 +Stair up,0.9117647058823529,0.484375,0.6326530612244898,64.0,34,64 +Stair down,0.0,0.0,0.0,48.0,16,48 +Ramp up,1.0,0.0625,0.11764705882352941,48.0,3,48 +Ramp down,0.676923076923077,0.4444444444444444,0.5365853658536586,99.0,65,99 +Grass walking,0.8269230769230769,0.3739130434782609,0.5149700598802395,115.0,52,115 +Uneven ground walking,0.6,0.527027027027027,0.5611510791366906,74.0,65,74 +Carry,0.6774193548387096,0.6258278145695364,0.6506024096385542,302.0,279,302 +accuracy,0.7722602739726028,0.7722602739726028,0.7722602739726028,0.7722602739726028,0,0 +macro avg,0.7040902900099504,0.48786332856197734,0.5360904579058529,2336.0,0,0 +weighted avg,0.7634863679719212,0.7722602739726028,0.7483270187443858,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..dd7fafc35ad4555517912b2e02f34361a2686453 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7968536251709987,0.9202211690363349,0.8541055718475073,1266.0,1462,1266 +Sit to stand,0.5333333333333333,0.5333333333333333,0.5333333333333333,15.0,15,15 +Stand to sit,0.7,0.4666666666666667,0.56,15.0,10,15 +Sitting,0.9098360655737705,1.0,0.9527896995708155,222.0,244,222 +Stair up,0.9090909090909091,0.4918032786885246,0.6382978723404256,61.0,33,61 +Stair down,0.0,0.0,0.0,46.0,16,46 +Ramp up,1.0,0.06521739130434782,0.12244897959183673,46.0,3,46 +Ramp down,0.6875,0.4631578947368421,0.5534591194968553,95.0,64,95 +Grass walking,0.86,0.39090909090909093,0.5375,110.0,50,110 +Uneven ground walking,0.6031746031746031,0.5428571428571428,0.5714285714285714,70.0,63,70 +Carry,0.6824817518248175,0.6493055555555556,0.6654804270462633,288.0,274,288 +accuracy,0.7820053715308863,0.7820053715308863,0.7820053715308863,0.7820053715308863,0,0 +macro avg,0.698388208015312,0.5021337748261672,0.5444403249686917,2234.0,0,0 +weighted avg,0.7741469598147611,0.7820053715308863,0.759690138710466,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..04c2d94a72c96090748ea5d84e3675d6972a7ee0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5416666666666666,0.9069767441860465,0.6782608695652174,43.0,72,43 +Sit to stand,0.8333333333333334,0.5555555555555556,0.6666666666666666,9.0,6,9 +Stand to sit,1.0,0.25,0.4,8.0,2,8 +Sitting,0.6363636363636364,0.875,0.7368421052631579,8.0,11,8 +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,0.0,0.0,0.0,4.0,1,4 +Grass walking,0.0,0.0,0.0,5.0,2,5 +Uneven ground walking,0.5,0.25,0.3333333333333333,4.0,2,4 +Carry,0.4,0.14285714285714285,0.21052631578947367,14.0,5,14 +accuracy,0.5588235294117647,0.5588235294117647,0.5588235294117647,0.5588235294117647,0,0 +macro avg,0.4464876033057852,0.3012475250847344,0.32051175369253176,102.0,0,0 +weighted avg,0.534142899584076,0.5588235294117647,0.49059466654701545,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..629174a37a108bba2d2aa1dbaed1d6350111c446 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7646683673469388,0.9173680183626626,0.8340869565217391,1307.0,1568,1307 +Sit to stand,0.6842105263157895,0.5416666666666666,0.6046511627906976,24.0,19,24 +Stand to sit,0.7142857142857143,0.20833333333333334,0.3225806451612903,24.0,7,24 +Sitting,0.8837209302325582,0.9956331877729258,0.9363449691991786,229.0,258,229 +Stair up,0.9655172413793104,0.42424242424242425,0.5894736842105263,66.0,29,66 +Stair down,0.0,0.0,0.0,48.0,9,48 +Ramp up,1.0,0.041666666666666664,0.08,48.0,2,48 +Ramp down,0.6612903225806451,0.41414141414141414,0.5093167701863354,99.0,62,99 +Grass walking,0.875,0.30701754385964913,0.45454545454545453,114.0,40,114 +Uneven ground walking,0.6166666666666667,0.4868421052631579,0.5441176470588235,76.0,60,76 +Carry,0.6773049645390071,0.6345514950166113,0.6552315608919382,301.0,282,301 +accuracy,0.7615582191780822,0.7615582191780822,0.7615582191780822,0.7615582191780822,0,0 +macro avg,0.71296952121333,0.4519511686659555,0.5027589864150893,2336.0,0,0 +weighted avg,0.7547238440837187,0.7615582191780822,0.7321882105054968,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9e8dfa42552cf9d6050abae3d07c4a64be8f80a9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1203,1,0,0,1,0,0,13,0,1,89 +Sit to stand,2,11,0,11,0,0,0,0,0,0,0 +Stand to sit,14,0,2,5,0,0,0,0,0,0,3 +Sitting,0,1,0,227,0,0,0,0,0,0,0 +Stair up,36,2,0,8,19,0,0,0,0,0,0 +Stair down,41,2,0,3,2,0,0,0,0,0,0 +Ramp up,45,0,0,0,0,1,2,0,0,0,0 +Ramp down,77,0,0,0,0,0,0,22,0,0,0 +Grass walking,72,0,0,0,1,1,0,0,26,15,0 +Uneven ground walking,44,0,0,0,0,0,0,0,1,30,0 +Carry,105,0,0,0,0,0,0,6,0,0,191 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..51b807eb188f60ab80ef6cbfbd7303367e59ce63 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1164,0,0,0,1,0,0,12,0,1,87 +Sit to stand,0,8,0,7,0,0,0,0,0,0,0 +Stand to sit,11,0,1,2,0,0,0,0,0,0,2 +Sitting,0,0,0,220,0,0,0,0,0,0,0 +Stair up,32,2,0,8,19,0,0,0,0,0,0 +Stair down,39,2,0,3,2,0,0,0,0,0,0 +Ramp up,43,0,0,0,0,1,2,0,0,0,0 +Ramp down,73,0,0,0,0,0,0,22,0,0,0 +Grass walking,68,0,0,0,1,1,0,0,26,15,0 +Uneven ground walking,40,0,0,0,0,0,0,0,1,30,0 +Carry,92,0,0,0,0,0,0,6,0,0,190 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..0bf12934eea4379bf743f8d95b57a7d3df498ae4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,39,1,0,0,0,0,0,1,0,0,2 +Sit to stand,2,3,0,4,0,0,0,0,0,0,0 +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,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,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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a3fc209588268d3ef98ba33956c32cb6f6905f3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7339841366687004,0.9197247706422018,0.8164234815066169,1308.0,1639,1308 +Sit to stand,0.6470588235294118,0.4583333333333333,0.5365853658536586,24.0,17,24 +Stand to sit,1.0,0.08333333333333333,0.15384615384615385,24.0,2,24 +Sitting,0.8937007874015748,0.9956140350877193,0.941908713692946,228.0,254,228 +Stair up,0.8260869565217391,0.2923076923076923,0.4318181818181818,65.0,23,65 +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,0.5365853658536586,0.2222222222222222,0.3142857142857143,99.0,41,99 +Grass walking,0.9629629629629629,0.22608695652173913,0.36619718309859156,115.0,27,115 +Uneven ground walking,0.6521739130434783,0.4,0.49586776859504134,75.0,46,75 +Carry,0.6749116607773852,0.6324503311258278,0.652991452991453,302.0,283,302 +accuracy,0.7418664383561644,0.7418664383561644,0.7418664383561644,0.7418664383561644,0,0 +macro avg,0.7206786006144466,0.3883399401127941,0.43544763778985074,2336.0,0,0 +weighted avg,0.7370030613108399,0.7418664383561644,0.7015137423126261,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3126df708efd24141ad72c92926b42294b53af93 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.7451984635083226,0.9201581027667984,0.8234877962504422,1265.0,1562,1265 +Sit to stand,0.6666666666666666,0.5333333333333333,0.5925925925925926,15.0,12,15 +Stand to sit,1.0,0.0625,0.11764705882352941,16.0,1,16 +Sitting,0.9166666666666666,1.0,0.9565217391304348,220.0,240,220 +Stair up,0.8260869565217391,0.3114754098360656,0.4523809523809524,61.0,23,61 +Stair down,0.0,0.0,0.0,46.0,2,46 +Ramp up,1.0,0.043478260869565216,0.08333333333333333,46.0,2,46 +Ramp down,0.55,0.23157894736842105,0.32592592592592595,95.0,40,95 +Grass walking,0.9629629629629629,0.23423423423423423,0.37681159420289856,111.0,27,111 +Uneven ground walking,0.6521739130434783,0.4225352112676056,0.5128205128205128,71.0,46,71 +Carry,0.6810035842293907,0.6597222222222222,0.6701940035273368,288.0,279,288 +accuracy,0.7529095792300806,0.7529095792300806,0.7529095792300806,0.7529095792300806,0,0 +macro avg,0.7273417466908388,0.40172870199074956,0.44651959172617806,2234.0,0,0 +weighted avg,0.7467798998771535,0.7529095792300806,0.7146651018217349,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d00246fba7a217965c362635b33318c9f9f3f4ea --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5064935064935064,0.9069767441860465,0.65,43.0,77,43 +Sit to stand,0.6,0.3333333333333333,0.42857142857142855,9.0,5,9 +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,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,0.0,0.0,0.0,4.0,0,4 +Carry,0.25,0.07142857142857142,0.1111111111111111,14.0,4,14 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.25968122786304604,0.21015805899526832,0.18620621802439982,102.0,0,0 +weighted avg,0.4184237331296154,0.5,0.3944253458959342,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5f5e4bebed7645fac7eddcaa1886d634d4f5d5cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1184,0,2,0,0,2,6,17,0,0,73 +Sit to stand,23,70,0,5,0,0,0,0,0,0,0 +Stand to sit,9,0,55,3,0,0,0,0,0,0,11 +Sitting,0,17,1,366,0,0,0,0,0,0,0 +Stair up,18,2,0,0,93,0,0,0,0,0,0 +Stair down,30,0,0,0,0,46,0,0,0,0,0 +Ramp up,14,0,0,0,0,0,92,0,0,0,2 +Ramp down,32,0,0,0,0,5,0,134,0,0,0 +Grass walking,65,0,0,0,15,9,3,0,47,8,1 +Uneven ground walking,91,0,0,0,5,5,6,0,0,44,7 +Carry,383,0,0,0,0,4,5,2,0,0,188 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..548fabc09b311add9bf774a77b996766e443c994 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1121,0,2,0,0,1,6,16,0,0,60 +Sit to stand,11,58,0,3,0,0,0,0,0,0,0 +Stand to sit,2,0,43,0,0,0,0,0,0,0,7 +Sitting,0,11,0,348,0,0,0,0,0,0,0 +Stair up,11,2,0,0,92,0,0,0,0,0,0 +Stair down,26,0,0,0,0,44,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,91,0,0,0,2 +Ramp down,27,0,0,0,0,5,0,131,0,0,0 +Grass walking,57,0,0,0,15,9,3,0,47,8,1 +Uneven ground walking,86,0,0,0,5,5,6,0,0,44,4 +Carry,374,0,0,0,0,4,5,2,0,0,186 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..2a09b163480d995098f29a3a55ca23fd1681cfcf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,63,0,0,0,0,1,0,1,0,0,13 +Sit to stand,12,12,0,2,0,0,0,0,0,0,0 +Stand to sit,7,0,12,3,0,0,0,0,0,0,4 +Sitting,0,6,1,18,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,5,0,0,0,0,0,0,3,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,0,3 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bbea8ef3da0b1c1605918430d0eccb42f8043326 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6403461330448891,0.9221183800623053,0.7558250877752952,1284.0,1849,1284 +Sit to stand,0.7865168539325843,0.7142857142857143,0.7486631016042781,98.0,89,98 +Stand to sit,0.9482758620689655,0.7051282051282052,0.8088235294117647,78.0,58,78 +Sitting,0.9786096256684492,0.953125,0.9656992084432717,384.0,374,384 +Stair up,0.8230088495575221,0.8230088495575221,0.8230088495575221,113.0,113,113 +Stair down,0.647887323943662,0.6052631578947368,0.6258503401360545,76.0,71,76 +Ramp up,0.8214285714285714,0.8518518518518519,0.8363636363636363,108.0,112,108 +Ramp down,0.8758169934640523,0.783625730994152,0.8271604938271605,171.0,153,171 +Grass walking,1.0,0.31756756756756754,0.48205128205128206,148.0,47,148 +Uneven ground walking,0.8461538461538461,0.27848101265822783,0.41904761904761906,158.0,52,158 +Carry,0.6666666666666666,0.3230240549828179,0.4351851851851852,582.0,282,582 +accuracy,0.7246875,0.7246875,0.7246875,0.7246875,0,0 +macro avg,0.8213373387208371,0.6615890477257363,0.7025162121275518,3200.0,0,0 +weighted avg,0.7498266987255497,0.7246875,0.7002913632343689,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ebbd3ea51fc9fc03c4704058f4b7f2e1a26159e4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6502320185614849,0.9295190713101161,0.7651877133105802,1206.0,1724,1206 +Sit to stand,0.8169014084507042,0.8055555555555556,0.8111888111888111,72.0,71,72 +Stand to sit,0.9555555555555556,0.8269230769230769,0.8865979381443299,52.0,45,52 +Sitting,0.9914529914529915,0.9693593314763231,0.9802816901408451,359.0,351,359 +Stair up,0.8214285714285714,0.8761904761904762,0.847926267281106,105.0,112,105 +Stair down,0.6470588235294118,0.6285714285714286,0.6376811594202898,70.0,68,70 +Ramp up,0.8198198198198198,0.8921568627450981,0.8544600938967136,102.0,111,102 +Ramp down,0.8791946308724832,0.803680981595092,0.8397435897435898,163.0,149,163 +Grass walking,1.0,0.3357142857142857,0.5026737967914439,140.0,47,140 +Uneven ground walking,0.8461538461538461,0.29333333333333333,0.43564356435643564,150.0,52,150 +Carry,0.7153846153846154,0.3257443082311734,0.44765342960288806,571.0,260,571 +accuracy,0.7374581939799331,0.7374581939799331,0.7374581939799331,0.7374581939799331,0,0 +macro avg,0.8311983892008622,0.6987953374223599,0.7280943685342757,2990.0,0,0 +weighted avg,0.7633777207433786,0.7374581939799331,0.711799412922858,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..aa08ea697caaaafac4626e3ec01d4f8af8ee667c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.504,0.8076923076923077,0.6206896551724138,78.0,125,78 +Sit to stand,0.6666666666666666,0.46153846153846156,0.5454545454545454,26.0,18,26 +Stand to sit,0.9230769230769231,0.46153846153846156,0.6153846153846154,26.0,13,26 +Sitting,0.782608695652174,0.72,0.75,25.0,23,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.6666666666666666,0.3333333333333333,0.4444444444444444,6.0,3,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.75,0.375,0.5,8.0,4,8 +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,0.09090909090909091,0.18181818181818182,0.12121212121212122,11.0,22,11 +accuracy,0.5428571428571428,0.5428571428571428,0.5428571428571428,0.5428571428571428,0,0 +macro avg,0.5803570948155928,0.33023521932612837,0.373192899054968,210.0,0,0 +weighted avg,0.5962407177363699,0.5428571428571428,0.5182746417968093,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a2f5be0fd4594d79d9c5541f33af55a0dc4f8732 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1163,0,2,0,1,4,11,21,0,0,77 +Sit to stand,28,66,0,6,0,0,0,0,0,0,0 +Stand to sit,14,0,49,3,0,0,0,0,0,0,15 +Sitting,0,27,1,356,0,0,0,0,0,0,0 +Stair up,19,1,0,0,92,0,0,0,0,0,0 +Stair down,29,0,0,0,0,49,0,0,0,0,0 +Ramp up,13,0,0,0,0,0,91,0,0,0,3 +Ramp down,33,0,0,0,0,4,0,134,0,0,0 +Grass walking,66,0,0,0,15,8,5,0,44,8,2 +Uneven ground walking,93,0,0,0,3,5,5,0,0,43,9 +Carry,356,0,0,0,0,11,10,2,0,0,203 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..61d22cdd2cc8fb279e43a786b9084fcdd8ec5855 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1104,0,2,0,1,2,11,20,0,0,63 +Sit to stand,14,57,0,3,0,0,0,0,0,0,0 +Stand to sit,7,0,39,0,0,0,0,0,0,0,9 +Sitting,0,20,0,339,0,0,0,0,0,0,0 +Stair up,12,1,0,0,91,0,0,0,0,0,0 +Stair down,25,0,0,0,0,47,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,91,0,0,0,3 +Ramp down,28,0,0,0,0,4,0,131,0,0,0 +Grass walking,58,0,0,0,15,8,5,0,44,8,2 +Uneven ground walking,88,0,0,0,3,5,5,0,0,43,6 +Carry,347,0,0,0,0,11,10,2,0,0,201 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..33e181dc41edd075d268d7d9a0b5c05ebd6b8d02 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,59,0,0,0,0,2,0,1,0,0,14 +Sit to stand,14,9,0,3,0,0,0,0,0,0,0 +Stand to sit,7,0,10,3,0,0,0,0,0,0,6 +Sitting,0,7,1,17,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +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,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,0,3 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..aef7e34bef945926ce487bf78638aeeaabd332e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6411245865490628,0.9093041438623924,0.7520206918849014,1279.0,1814,1279 +Sit to stand,0.7021276595744681,0.66,0.6804123711340206,100.0,94,100 +Stand to sit,0.9423076923076923,0.6049382716049383,0.7368421052631579,81.0,52,81 +Sitting,0.9753424657534246,0.9270833333333334,0.9506008010680908,384.0,365,384 +Stair up,0.8288288288288288,0.8214285714285714,0.8251121076233184,112.0,111,112 +Stair down,0.6049382716049383,0.6282051282051282,0.6163522012578616,78.0,81,78 +Ramp up,0.7459016393442623,0.8504672897196262,0.7947598253275109,107.0,122,107 +Ramp down,0.8535031847133758,0.783625730994152,0.8170731707317073,171.0,157,171 +Grass walking,1.0,0.2972972972972973,0.4583333333333333,148.0,44,148 +Uneven ground walking,0.8431372549019608,0.2721518987341772,0.41148325358851673,158.0,51,158 +Carry,0.656957928802589,0.3487972508591065,0.4556677890011223,582.0,309,582 +accuracy,0.715625,0.715625,0.715625,0.715625,0,0 +macro avg,0.799469955670964,0.6457544469126112,0.6816961500194129,3200.0,0,0 +weighted avg,0.7407528990398093,0.715625,0.6930886881333488,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6c08aa2e2b05c19f4b3e02408c64a7cb510da0e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6532544378698225,0.9177057356608479,0.7632215693052194,1203.0,1690,1203 +Sit to stand,0.7307692307692307,0.7702702702702703,0.75,74.0,78,74 +Stand to sit,0.9512195121951219,0.7090909090909091,0.8125,55.0,41,55 +Sitting,0.9912280701754386,0.9442896935933147,0.9671897289586305,359.0,342,359 +Stair up,0.8272727272727273,0.875,0.8504672897196262,104.0,110,104 +Stair down,0.6103896103896104,0.6527777777777778,0.6308724832214765,72.0,77,72 +Ramp up,0.7459016393442623,0.900990099009901,0.8161434977578476,101.0,122,101 +Ramp down,0.8562091503267973,0.803680981595092,0.8291139240506329,163.0,153,163 +Grass walking,1.0,0.3142857142857143,0.4782608695652174,140.0,44,140 +Uneven ground walking,0.8431372549019608,0.2866666666666667,0.42786069651741293,150.0,51,150 +Carry,0.7077464788732394,0.3520140105078809,0.47017543859649125,571.0,284,571 +accuracy,0.7309491978609626,0.7309491978609626,0.7309491978609626,0.7309491978609626,0,0 +macro avg,0.8106480101925647,0.6842519871325796,0.7087095906993232,2992.0,0,0 +weighted avg,0.7565462441615648,0.7309491978609626,0.7074256156558321,2992.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a96e2cf0129ac5e0dd9671331a8939d952e50d64 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.47580645161290325,0.7763157894736842,0.59,76.0,124,76 +Sit to stand,0.5625,0.34615384615384615,0.42857142857142855,26.0,16,26 +Stand to sit,0.9090909090909091,0.38461538461538464,0.5405405405405406,26.0,11,26 +Sitting,0.7391304347826086,0.68,0.7083333333333334,25.0,23,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.5,0.3333333333333333,0.4,6.0,4,6 +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,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.08,0.18181818181818182,0.1111111111111111,11.0,25,11 +accuracy,0.4951923076923077,0.4951923076923077,0.4951923076923077,0.4951923076923077,0,0 +macro avg,0.4560479814078564,0.2911124123085846,0.31825260325260324,208.0,0,0 +weighted avg,0.5326005520601418,0.4951923076923077,0.4670444448569449,208.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1f6642fdf3fe9220148ba38d141368eb0a7c15d9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1138,0,2,0,1,8,15,36,0,0,80 +Sit to stand,32,60,0,9,0,0,0,0,0,0,0 +Stand to sit,16,0,44,4,0,0,0,0,0,0,17 +Sitting,0,45,0,337,0,0,0,0,0,0,0 +Stair up,22,1,0,0,89,0,0,0,0,0,0 +Stair down,31,0,0,0,0,47,0,0,0,0,0 +Ramp up,17,0,0,0,0,1,87,0,0,0,4 +Ramp down,31,0,0,0,0,2,0,138,0,0,0 +Grass walking,68,0,0,0,16,5,2,0,44,9,2 +Uneven ground walking,96,0,0,0,3,3,2,0,0,43,11 +Carry,331,0,0,0,0,20,17,2,0,0,212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..de88044082c3171fcf7e43a5336cc8eeb4949118 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1085,0,2,0,1,4,15,32,0,0,66 +Sit to stand,18,53,0,4,0,0,0,0,0,0,0 +Stand to sit,11,0,35,1,0,0,0,0,0,0,10 +Sitting,0,38,0,319,0,0,0,0,0,0,0 +Stair up,15,1,0,0,89,0,0,0,0,0,0 +Stair down,27,0,0,0,0,45,0,0,0,0,0 +Ramp up,10,0,0,0,0,1,87,0,0,0,4 +Ramp down,28,0,0,0,0,2,0,133,0,0,0 +Grass walking,60,0,0,0,16,5,2,0,44,9,2 +Uneven ground walking,92,0,0,0,3,3,2,0,0,43,7 +Carry,322,0,0,0,0,20,17,2,0,0,209 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..ddddd087b8a9b3f1da4056c2b35722893db5836a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,53,0,0,0,0,4,0,4,0,0,14 +Sit to stand,14,7,0,5,0,0,0,0,0,0,0 +Stand to sit,5,0,9,3,0,0,0,0,0,0,7 +Sitting,0,7,0,18,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,0,0,0,0,0,0,5,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,4 +Carry,9,0,0,0,0,0,0,0,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..57eb3a501cdb6ffc5446acaf2413dbbb3125f109 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6386083052749719,0.8890625,0.7433050293925539,1280.0,1782,1280 +Sit to stand,0.5660377358490566,0.594059405940594,0.5797101449275363,101.0,106,101 +Stand to sit,0.9565217391304348,0.5432098765432098,0.6929133858267716,81.0,46,81 +Sitting,0.9628571428571429,0.8821989528795812,0.9207650273224044,382.0,350,382 +Stair up,0.8165137614678899,0.7946428571428571,0.8054298642533937,112.0,109,112 +Stair down,0.5465116279069767,0.6025641025641025,0.573170731707317,78.0,86,78 +Ramp up,0.7073170731707317,0.7981651376146789,0.75,109.0,123,109 +Ramp down,0.7840909090909091,0.8070175438596491,0.7953890489913544,171.0,176,171 +Grass walking,1.0,0.3013698630136986,0.4631578947368421,146.0,44,146 +Uneven ground walking,0.8269230769230769,0.2721518987341772,0.4095238095238095,158.0,52,158 +Carry,0.6503067484662577,0.3642611683848797,0.4669603524229075,582.0,326,582 +accuracy,0.6996875,0.6996875,0.6996875,0.6996875,0,0 +macro avg,0.7686989200124953,0.6226093915161298,0.6545750262822627,3200.0,0,0 +weighted avg,0.725082831239445,0.6996875,0.679566598700882,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a36ebe3369dfe84d17250a27bf443b7f14f28140 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6504796163069544,0.9004149377593361,0.7553080403759137,1205.0,1668,1205 +Sit to stand,0.5760869565217391,0.7066666666666667,0.6347305389221557,75.0,92,75 +Stand to sit,0.9459459459459459,0.6140350877192983,0.7446808510638298,57.0,37,57 +Sitting,0.9845679012345679,0.8935574229691877,0.9368575624082232,357.0,324,357 +Stair up,0.8165137614678899,0.8476190476190476,0.8317757009345794,105.0,109,105 +Stair down,0.5625,0.625,0.5921052631578947,72.0,80,72 +Ramp up,0.7073170731707317,0.8529411764705882,0.7733333333333333,102.0,123,102 +Ramp down,0.7964071856287425,0.8159509202453987,0.806060606060606,163.0,167,163 +Grass walking,1.0,0.3188405797101449,0.4835164835164835,138.0,44,138 +Uneven ground walking,0.8269230769230769,0.2866666666666667,0.42574257425742573,150.0,52,150 +Carry,0.7013422818791947,0.36666666666666664,0.4815668202764977,570.0,298,570 +accuracy,0.7154308617234469,0.7154308617234469,0.7154308617234469,0.7154308617234469,0,0 +macro avg,0.7789167090071675,0.6571235611357275,0.6786979794824494,2994.0,0,0 +weighted avg,0.742298710398564,0.7154308617234469,0.694713290620368,2994.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..54ea432299797232812c709d1adaeb0350304a5d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4649122807017544,0.7066666666666667,0.5608465608465608,75.0,114,75 +Sit to stand,0.5,0.2692307692307692,0.35,26.0,14,26 +Stand to sit,1.0,0.375,0.5454545454545454,24.0,9,24 +Sitting,0.6923076923076923,0.72,0.7058823529411765,25.0,26,25 +Stair up,0.0,0.0,0.0,7.0,0,7 +Stair down,0.3333333333333333,0.3333333333333333,0.3333333333333333,6.0,6,6 +Ramp up,0.0,0.0,0.0,7.0,0,7 +Ramp down,0.5555555555555556,0.625,0.5882352941176471,8.0,9,8 +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,0.10714285714285714,0.25,0.15,12.0,28,12 +accuracy,0.470873786407767,0.470873786407767,0.470873786407767,0.470873786407767,0,0 +macro avg,0.33211379264010843,0.2981118881118881,0.29397746242666034,206.0,0,0 +weighted avg,0.47041879655574087,0.470873786407767,0.4388705938391832,206.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..83dd9b4e893e5674b662159f3ebc7fde3a3b6020 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1125,0,2,0,0,10,21,45,0,0,83 +Sit to stand,31,59,0,11,0,0,0,0,0,0,0 +Stand to sit,20,0,30,12,0,0,0,0,0,0,19 +Sitting,0,43,0,338,0,0,0,0,0,0,0 +Stair up,38,0,0,0,73,0,0,0,0,0,0 +Stair down,31,0,0,0,0,46,0,0,0,0,0 +Ramp up,15,0,0,0,0,1,86,0,0,0,5 +Ramp down,33,0,0,0,0,1,0,134,0,0,1 +Grass walking,78,0,0,0,14,4,4,0,36,9,2 +Uneven ground walking,97,0,0,0,1,4,3,0,0,38,13 +Carry,301,0,0,0,0,25,35,2,0,0,221 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..d545a1c448ea0d2f248049f57e074951ffef6daa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1072,0,2,0,0,6,20,42,0,0,68 +Sit to stand,17,51,0,6,0,0,0,0,0,0,0 +Stand to sit,14,0,26,3,0,0,0,0,0,0,12 +Sitting,0,40,0,318,0,0,0,0,0,0,0 +Stair up,30,0,0,0,73,0,0,0,0,0,0 +Stair down,27,0,0,0,0,44,0,0,0,0,0 +Ramp up,10,0,0,0,0,1,85,0,0,0,5 +Ramp down,29,0,0,0,0,1,0,130,0,0,1 +Grass walking,70,0,0,0,14,4,4,0,36,9,2 +Uneven ground walking,94,0,0,0,1,4,3,0,0,37,9 +Carry,292,0,0,0,0,25,35,2,0,0,219 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..b7940a820133c04031c91f7fd408372c1763aabe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,53,0,0,0,0,4,1,3,0,0,15 +Sit to stand,14,8,0,5,0,0,0,0,0,0,0 +Stand to sit,6,0,4,9,0,0,0,0,0,0,7 +Sitting,0,3,0,20,0,0,0,0,0,0,0 +Stair up,8,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,4,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b35c2f97168eb2f0ab1d8e81a30683f7e9b4c865 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6359525155455059,0.8748055987558321,0.7364975450081833,1286.0,1769,1286 +Sit to stand,0.5784313725490197,0.5841584158415841,0.5812807881773399,101.0,102,101 +Stand to sit,0.9375,0.37037037037037035,0.5309734513274337,81.0,32,81 +Sitting,0.9362880886426593,0.8871391076115486,0.9110512129380054,381.0,361,381 +Stair up,0.8295454545454546,0.6576576576576577,0.7336683417085427,111.0,88,111 +Stair down,0.5054945054945055,0.5974025974025974,0.5476190476190477,77.0,91,77 +Ramp up,0.5771812080536913,0.8037383177570093,0.671875,107.0,149,107 +Ramp down,0.7403314917127072,0.7928994082840237,0.7657142857142857,169.0,181,169 +Grass walking,1.0,0.24489795918367346,0.39344262295081966,147.0,36,147 +Uneven ground walking,0.8085106382978723,0.24358974358974358,0.37438423645320196,156.0,47,156 +Carry,0.6424418604651163,0.3784246575342466,0.47629310344827586,584.0,344,584 +accuracy,0.683125,0.683125,0.683125,0.683125,0,0 +macro avg,0.7446979213915029,0.5850076212716625,0.6111636032131942,3200.0,0,0 +weighted avg,0.7109720328802298,0.683125,0.6610187296655091,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f14f0658e41c60e00e14b30c0e53c01516fb7e09 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6477341389728096,0.8859504132231405,0.7483420593368237,1210.0,1655,1210 +Sit to stand,0.5604395604395604,0.6891891891891891,0.6181818181818182,74.0,91,74 +Stand to sit,0.9285714285714286,0.4727272727272727,0.6265060240963856,55.0,28,55 +Sitting,0.9724770642201835,0.888268156424581,0.9284671532846716,358.0,327,358 +Stair up,0.8295454545454546,0.7087378640776699,0.7643979057591623,103.0,88,103 +Stair down,0.5176470588235295,0.6197183098591549,0.5641025641025641,71.0,85,71 +Ramp up,0.5782312925170068,0.8415841584158416,0.6854838709677419,101.0,147,101 +Ramp down,0.7471264367816092,0.8074534161490683,0.7761194029850746,161.0,174,161 +Grass walking,1.0,0.2589928057553957,0.4114285714285714,139.0,36,139 +Uneven ground walking,0.8043478260869565,0.25,0.38144329896907214,148.0,46,148 +Carry,0.6930379746835443,0.38219895287958117,0.49268841394825647,573.0,316,573 +accuracy,0.6986301369863014,0.6986301369863014,0.6986301369863014,0.6986301369863014,0,0 +macro avg,0.7526507486947349,0.6186200489728086,0.6361055530054675,2993.0,0,0 +weighted avg,0.7285292785857437,0.6986301369863014,0.6772517275661157,2993.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b18bd70d98a907f922db0da98e2370664d550ee --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4649122807017544,0.6973684210526315,0.5578947368421052,76.0,114,76 +Sit to stand,0.7272727272727273,0.2962962962962963,0.42105263157894735,27.0,11,27 +Stand to sit,1.0,0.15384615384615385,0.26666666666666666,26.0,4,26 +Sitting,0.5882352941176471,0.8695652173913043,0.7017543859649122,23.0,34,23 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.3333333333333333,0.3333333333333333,0.3333333333333333,6.0,6,6 +Ramp up,0.5,0.16666666666666666,0.25,6.0,2,6 +Ramp down,0.5714285714285714,0.5,0.5333333333333333,8.0,7,8 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.07142857142857142,0.18181818181818182,0.10256410256410256,11.0,28,11 +accuracy,0.45893719806763283,0.45893719806763283,0.45893719806763283,0.45893719806763283,0,0 +macro avg,0.47787370711660043,0.30217220640041526,0.30807467386414755,207.0,0,0 +weighted avg,0.5451992830509454,0.45893719806763283,0.4227765934096978,207.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd4a3e69f5e43c8bc80968296b0c9f4e291edc3d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1110,0,3,0,0,11,31,44,0,0,87 +Sit to stand,31,48,1,18,0,0,0,0,0,0,0 +Stand to sit,25,0,18,12,0,0,0,0,0,0,23 +Sitting,0,51,0,331,0,0,0,0,0,0,0 +Stair up,59,0,0,0,54,0,0,0,0,0,0 +Stair down,33,0,0,0,0,43,0,0,0,0,0 +Ramp up,16,0,0,0,0,3,83,0,0,0,6 +Ramp down,38,0,0,0,0,0,0,131,0,0,2 +Grass walking,102,0,0,0,12,2,2,1,21,6,2 +Uneven ground walking,100,0,0,0,2,2,2,0,0,36,16 +Carry,260,0,0,0,0,24,61,1,0,0,236 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..a20029659bf396694702b45ad8bc233f425eb22f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,59,0,1,0,0,2,1,3,0,0,12 +Sit to stand,12,6,1,7,0,0,0,0,0,0,0 +Stand to sit,6,0,4,9,0,0,0,0,0,0,7 +Sitting,0,1,0,24,0,0,0,0,0,0,0 +Stair up,8,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +Ramp up,4,0,0,0,0,2,0,0,0,0,0 +Ramp down,5,0,0,0,0,0,0,3,0,0,0 +Grass walking,8,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,2,3 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..8cf71be9dd78982ac48b34ecef3f2d2170d4ed8a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6257046223224352,0.8631415241057543,0.7254901960784313,1286.0,1774,1286 +Sit to stand,0.48484848484848486,0.4897959183673469,0.4873096446700508,98.0,99,98 +Stand to sit,0.8181818181818182,0.23076923076923078,0.36,78.0,22,78 +Sitting,0.9168975069252078,0.8664921465968587,0.8909825033647375,382.0,361,382 +Stair up,0.7941176470588235,0.4778761061946903,0.5966850828729282,113.0,68,113 +Stair down,0.5058823529411764,0.5657894736842105,0.5341614906832298,76.0,85,76 +Ramp up,0.46368715083798884,0.7685185185185185,0.578397212543554,108.0,179,108 +Ramp down,0.7401129943502824,0.7660818713450293,0.7528735632183908,171.0,177,171 +Grass walking,1.0,0.14189189189189189,0.2485207100591716,148.0,21,148 +Uneven ground walking,0.8571428571428571,0.22784810126582278,0.36,158.0,42,158 +Carry,0.6344086021505376,0.4054982817869416,0.4947589098532495,582.0,372,582 +accuracy,0.6596875,0.6596875,0.6596875,0.6596875,0,0 +macro avg,0.7128167306145102,0.5276093695023906,0.5481072103039767,3200.0,0,0 +weighted avg,0.6949120595097427,0.6596875,0.6343789906765065,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4e6f445d48fba037181c2d9b84917a83ea46d729 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6346618357487923,0.8700331125827815,0.7339385474860335,1208.0,1656,1208 +Sit to stand,0.45652173913043476,0.5833333333333334,0.5121951219512195,72.0,92,72 +Stand to sit,0.875,0.2692307692307692,0.4117647058823529,52.0,16,52 +Sitting,0.956386292834891,0.8599439775910365,0.9056047197640118,357.0,321,357 +Stair up,0.7941176470588235,0.5142857142857142,0.6242774566473989,105.0,68,105 +Stair down,0.5189873417721519,0.5857142857142857,0.5503355704697986,70.0,79,70 +Ramp up,0.46629213483146065,0.8137254901960784,0.5928571428571429,102.0,178,102 +Ramp down,0.7485380116959064,0.7852760736196319,0.7664670658682635,163.0,171,163 +Grass walking,1.0,0.15,0.2608695652173913,140.0,21,140 +Uneven ground walking,0.85,0.22666666666666666,0.35789473684210527,150.0,40,150 +Carry,0.6724137931034483,0.4098073555166375,0.5092491838955386,571.0,348,571 +accuracy,0.6719063545150502,0.6719063545150502,0.6719063545150502,0.6719063545150502,0,0 +macro avg,0.7248107996523554,0.551637888976085,0.5659503469892052,2990.0,0,0 +weighted avg,0.7114395336891391,0.6719063545150502,0.6483792242993888,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..36b371ed57c3ad88f37b1a11211dcc075cf5ef6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5,0.7564102564102564,0.6020408163265306,78.0,118,78 +Sit to stand,0.8571428571428571,0.23076923076923078,0.36363636363636365,26.0,7,26 +Stand to sit,0.6666666666666666,0.15384615384615385,0.25,26.0,6,26 +Sitting,0.6,0.96,0.7384615384615385,25.0,40,25 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.3333333333333333,0.3333333333333333,0.3333333333333333,6.0,6,6 +Ramp up,0.0,0.0,0.0,6.0,1,6 +Ramp down,0.5,0.375,0.42857142857142855,8.0,6,8 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,1.0,0.25,0.4,8.0,2,8 +Carry,0.08333333333333333,0.18181818181818182,0.11428571428571428,11.0,24,11 +accuracy,0.4857142857142857,0.4857142857142857,0.4857142857142857,0.4857142857142857,0,0 +macro avg,0.41277056277056273,0.2946524687433778,0.2936662904195372,210.0,0,0 +weighted avg,0.5168367346938776,0.4857142857142857,0.4345761041679409,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d647d3d6afcbff999bc2634d500276f919d95e65 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1077,0,3,2,0,21,56,52,0,0,77 +Sit to stand,42,10,7,39,0,0,0,0,0,0,0 +Stand to sit,36,0,0,8,0,0,0,0,0,0,34 +Sitting,20,35,0,324,0,0,0,0,0,0,1 +Stair up,65,0,1,0,42,0,0,5,0,0,0 +Stair down,34,0,0,0,0,41,1,0,0,0,0 +Ramp up,21,0,0,0,0,5,74,0,0,0,8 +Ramp down,115,0,0,0,0,0,0,54,0,0,2 +Grass walking,116,0,0,0,8,1,0,3,14,6,0 +Uneven ground walking,114,0,0,0,2,1,0,1,0,19,21 +Carry,269,0,0,0,0,12,88,2,0,0,211 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..30ddc9561faefd00baf962233baf446a1a8096be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,1019,0,3,1,0,16,56,50,0,0,65 +Sit to stand,30,9,6,27,0,0,0,0,0,0,0 +Stand to sit,25,0,0,1,0,0,0,0,0,0,26 +Sitting,18,34,0,303,0,0,0,0,0,0,0 +Stair up,58,0,1,0,42,0,0,4,0,0,0 +Stair down,29,0,0,0,0,40,1,0,0,0,0 +Ramp up,18,0,0,0,0,3,73,0,0,0,8 +Ramp down,108,0,0,0,0,0,0,53,0,0,2 +Grass walking,110,0,0,0,8,0,0,2,14,6,0 +Uneven ground walking,111,0,0,0,2,1,0,1,0,18,17 +Carry,259,0,0,0,0,12,88,2,0,0,210 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..c311c4576693b4e0422362926cfde424fc9db7cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,58,0,0,1,0,5,0,2,0,0,12 +Sit to stand,12,1,1,12,0,0,0,0,0,0,0 +Stand to sit,11,0,0,7,0,0,0,0,0,0,8 +Sitting,2,1,0,21,0,0,0,0,0,0,1 +Stair up,7,0,0,0,0,0,0,1,0,0,0 +Stair down,5,0,0,0,0,1,0,0,0,0,0 +Ramp up,3,0,0,0,0,2,1,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,6,0,0,0,0,1,0,1,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,10,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a56159f714d9770328de9f8ea3c04a0d66e9791b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5641697223677318,0.8361801242236024,0.6737566468564279,1288.0,1909,1288 +Sit to stand,0.2222222222222222,0.10204081632653061,0.13986013986013987,98.0,45,98 +Stand to sit,0.0,0.0,0.0,78.0,11,78 +Sitting,0.868632707774799,0.8526315789473684,0.8605577689243028,380.0,373,380 +Stair up,0.8076923076923077,0.37168141592920356,0.509090909090909,113.0,52,113 +Stair down,0.5061728395061729,0.5394736842105263,0.5222929936305732,76.0,81,76 +Ramp up,0.3378995433789954,0.6851851851851852,0.4525993883792049,108.0,219,108 +Ramp down,0.46153846153846156,0.3157894736842105,0.375,171.0,117,171 +Grass walking,1.0,0.0945945945945946,0.1728395061728395,148.0,14,148 +Uneven ground walking,0.76,0.12025316455696203,0.20765027322404372,158.0,25,158 +Carry,0.596045197740113,0.36254295532646047,0.45085470085470086,582.0,354,582 +accuracy,0.583125,0.583125,0.583125,0.583125,0,0 +macro avg,0.5567611820200731,0.3891248175440586,0.3967729388175583,3200.0,0,0 +weighted avg,0.6058255338769668,0.583125,0.5436032835053666,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..cbf12daf7686b24af2fa4798372bd37834eca610 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5708683473389355,0.8421487603305785,0.6804674457429049,1210.0,1785,1210 +Sit to stand,0.20930232558139536,0.125,0.1565217391304348,72.0,43,72 +Stand to sit,0.0,0.0,0.0,52.0,10,52 +Sitting,0.9126506024096386,0.8535211267605634,0.8820960698689956,355.0,332,355 +Stair up,0.8076923076923077,0.4,0.535031847133758,105.0,52,105 +Stair down,0.5555555555555556,0.5714285714285714,0.5633802816901409,70.0,72,70 +Ramp up,0.3348623853211009,0.7156862745098039,0.45625,102.0,218,102 +Ramp down,0.4732142857142857,0.32515337423312884,0.38545454545454544,163.0,112,163 +Grass walking,1.0,0.1,0.18181818181818182,140.0,14,140 +Uneven ground walking,0.75,0.12,0.20689655172413793,150.0,24,150 +Carry,0.6402439024390244,0.36777583187390545,0.4671857619577308,571.0,328,571 +accuracy,0.5956521739130435,0.5956521739130435,0.5956521739130435,0.5956521739130435,0,0 +macro avg,0.5685808829138405,0.40188308537605016,0.4104638567746209,2990.0,0,0 +weighted avg,0.6297248070036251,0.5956521739130435,0.5605394422198245,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7e730764bddf275773d24d9ed7e1720fc9b1d967 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.46774193548387094,0.7435897435897436,0.5742574257425742,78.0,124,78 +Sit to stand,0.5,0.038461538461538464,0.07142857142857142,26.0,2,26 +Stand to sit,0.0,0.0,0.0,26.0,1,26 +Sitting,0.5121951219512195,0.84,0.6363636363636364,25.0,41,25 +Stair up,0.0,0.0,0.0,8.0,0,8 +Stair down,0.1111111111111111,0.16666666666666666,0.13333333333333333,6.0,9,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.2,0.125,0.15384615384615385,8.0,5,8 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.038461538461538464,0.09090909090909091,0.05405405405405406,11.0,26,11 +accuracy,0.40476190476190477,0.40476190476190477,0.40476190476190477,0.40476190476190477,0,0 +macro avg,0.34813724609161273,0.20875397329942783,0.19374724388225736,210.0,0,0 +weighted avg,0.3760880600298382,0.40476190476190477,0.3270273347218184,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..88646d7c567220dadb464143feef6c1ed2479aff --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3704,72,5,129,42,71,2,55,0,6,1 +Sit to stand,39,2,71,153,0,0,0,0,0,0,0 +Stand to sit,126,37,0,77,0,3,0,0,0,0,5 +Sitting,125,22,54,628,0,0,0,0,0,0,2 +Stair up,112,16,0,1,57,0,1,0,0,1,0 +Stair down,155,0,0,0,0,28,0,0,0,0,0 +Ramp up,341,0,0,0,0,0,41,0,0,0,0 +Ramp down,333,2,0,0,14,60,0,143,0,0,0 +Grass walking,596,0,0,6,43,14,5,8,2,7,0 +Uneven ground walking,485,3,0,0,5,12,0,16,0,53,0 +Carry,1537,0,0,0,0,22,0,48,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..07d03e94461e01527e546b4d8e17839349895004 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3623,65,4,95,36,62,0,53,0,4,1 +Sit to stand,27,0,64,114,0,0,0,0,0,0,0 +Stand to sit,102,24,0,55,0,2,0,0,0,0,4 +Sitting,98,13,53,609,0,0,0,0,0,0,2 +Stair up,106,15,0,1,52,0,1,0,0,1,0 +Stair down,149,0,0,0,0,24,0,0,0,0,0 +Ramp up,332,0,0,0,0,0,41,0,0,0,0 +Ramp down,330,0,0,0,12,56,0,141,0,0,0 +Grass walking,584,0,0,6,43,14,5,8,2,7,0 +Uneven ground walking,475,3,0,0,5,12,0,16,0,52,0 +Carry,1508,0,0,0,0,22,0,48,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f7afc8267811f91e3db99d3d4f51c16bafd2011c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,81,7,1,34,6,9,2,2,0,2,0 +Sit to stand,12,2,7,39,0,0,0,0,0,0,0 +Stand to sit,24,13,0,22,0,1,0,0,0,0,1 +Sitting,27,9,1,19,0,0,0,0,0,0,0 +Stair up,6,1,0,0,5,0,0,0,0,0,0 +Stair down,6,0,0,0,0,4,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,0,0,0,0,0 +Ramp down,3,2,0,0,2,4,0,2,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,10,0,0,0,0,0,0,0,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4497852bc1332f3353381b0778fbc6c7a35e5c78 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4904011650999603,0.9062882309762662,0.6364261168384879,4087.0,7553,4087 +Sit to stand,0.012987012987012988,0.007547169811320755,0.00954653937947494,265.0,154,265 +Stand to sit,0.0,0.0,0.0,248.0,130,248 +Sitting,0.6317907444668008,0.7557160048134778,0.6882191780821918,831.0,994,831 +Stair up,0.35403726708074534,0.30319148936170215,0.32664756446991405,188.0,161,188 +Stair down,0.13333333333333333,0.15300546448087432,0.14249363867684478,183.0,210,183 +Ramp up,0.8367346938775511,0.10732984293193717,0.1902552204176334,382.0,49,382 +Ramp down,0.5296296296296297,0.25905797101449274,0.34793187347931875,552.0,270,552 +Grass walking,1.0,0.002936857562408223,0.005856515373352855,681.0,2,681 +Uneven ground walking,0.7910447761194029,0.09233449477351917,0.16536661466458658,574.0,67,574 +Carry,0.2,0.001243008079552517,0.0024706609017912293,1609.0,10,1609 +accuracy,0.48541666666666666,0.48541666666666666,0.48541666666666666,0.48541666666666666,0,0 +macro avg,0.45272351114494874,0.23533186670959558,0.22865581111669056,9600.0,0,0 +weighted avg,0.4888058484559901,0.48541666666666666,0.3781895305184164,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2aadd771897b3664849fce8d2a6975517a057068 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4940005454049632,0.918843520162313,0.6425467766249889,3943.0,7334,3943 +Sit to stand,0.0,0.0,0.0,205.0,120,205 +Stand to sit,0.0,0.0,0.0,187.0,121,187 +Sitting,0.6920454545454545,0.7858064516129032,0.7359516616314199,775.0,880,775 +Stair up,0.35135135135135137,0.29545454545454547,0.32098765432098764,176.0,148,176 +Stair down,0.125,0.13872832369942195,0.13150684931506848,173.0,192,173 +Ramp up,0.8723404255319149,0.10991957104557641,0.19523809523809524,373.0,47,373 +Ramp down,0.5300751879699248,0.26159554730983303,0.35031055900621116,539.0,266,539 +Grass walking,1.0,0.0029895366218236174,0.005961251862891207,669.0,2,669 +Uneven ground walking,0.8125,0.09236234458259325,0.16586921850079744,563.0,64,563 +Carry,0.2222222222222222,0.0012658227848101266,0.0025173064820641915,1580.0,9,1580 +accuracy,0.49504519220298376,0.49504519220298376,0.49504519220298376,0.49504519220298376,0,0 +macro avg,0.4635941079114392,0.23699687847943818,0.2318990339075022,9183.0,0,0 +weighted avg,0.5070548112591353,0.49504519220298376,0.3861657391561281,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd084b6b07ef28f593168c321a2176a504cc82d3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3698630136986301,0.5625,0.4462809917355372,144.0,219,144 +Sit to stand,0.058823529411764705,0.03333333333333333,0.0425531914893617,60.0,34,60 +Stand to sit,0.0,0.0,0.0,61.0,9,61 +Sitting,0.16666666666666666,0.3392857142857143,0.2235294117647059,56.0,114,56 +Stair up,0.38461538461538464,0.4166666666666667,0.4,12.0,13,12 +Stair down,0.2222222222222222,0.4,0.2857142857142857,10.0,18,10 +Ramp up,0.0,0.0,0.0,9.0,2,9 +Ramp down,0.5,0.15384615384615385,0.23529411764705882,13.0,4,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.3333333333333333,0.09090909090909091,0.14285714285714285,11.0,3,11 +Carry,0.0,0.0,0.0,29.0,1,29 +accuracy,0.2733812949640288,0.2733812949640288,0.2733812949640288,0.2733812949640288,0,0 +macro avg,0.18504764999527287,0.1815037235491781,0.1614753764734629,417.0,0,0 +weighted avg,0.19934602535950952,0.2733812949640288,0.21971869620164458,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6a2dc597a87772e0d73b406888d5fcdc01e1909b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3719,67,5,126,43,83,1,48,0,4,1 +Sit to stand,44,2,69,152,0,0,0,0,0,0,0 +Stand to sit,125,42,0,77,0,3,0,0,0,0,1 +Sitting,131,16,51,625,0,0,0,0,0,0,2 +Stair up,117,12,0,1,57,0,1,0,0,1,0 +Stair down,157,0,0,0,0,26,0,0,0,0,0 +Ramp up,356,0,0,0,0,0,25,0,0,0,0 +Ramp down,330,0,0,0,13,59,0,149,0,0,0 +Grass walking,608,0,0,3,31,13,6,13,5,4,0 +Uneven ground walking,500,2,0,0,5,17,0,15,0,33,1 +Carry,1518,0,0,0,0,35,0,47,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f65e81124d54ac9c3fb786af7dd0484c6b30f65b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3632,58,3,95,35,77,0,45,0,2,1 +Sit to stand,30,0,64,113,0,0,0,0,0,0,0 +Stand to sit,101,29,0,55,0,1,0,0,0,0,1 +Sitting,106,7,49,610,0,0,0,0,0,0,1 +Stair up,112,11,0,1,52,0,1,0,0,1,0 +Stair down,150,0,0,0,0,23,0,0,0,0,0 +Ramp up,347,0,0,0,0,0,24,0,0,0,0 +Ramp down,325,0,0,0,12,56,0,147,0,0,0 +Grass walking,596,0,0,3,31,13,6,13,5,4,0 +Uneven ground walking,489,2,0,0,5,17,0,15,0,32,1 +Carry,1490,0,0,0,0,34,0,47,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..abd0e0c373157ab6bd0677c37ff89e5179779093 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,87,9,2,31,8,6,1,3,0,2,0 +Sit to stand,14,2,5,39,0,0,0,0,0,0,0 +Stand to sit,24,13,0,22,0,2,0,0,0,0,0 +Sitting,25,9,2,15,0,0,0,0,0,0,1 +Stair up,5,1,0,0,5,0,0,0,0,0,0 +Stair down,7,0,0,0,0,3,0,0,0,0,0 +Ramp up,9,0,0,0,0,0,1,0,0,0,0 +Ramp down,5,0,0,0,1,3,0,2,0,0,0 +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,28,0,0,0,0,1,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..67f38664ab9ff3b72712e5cc7d98c6c36d5a7947 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4922743290864733,0.9199594731509625,0.6413561716404732,3948.0,7378,3948 +Sit to stand,0.0,0.0,0.0,207.0,107,207 +Stand to sit,0.0,0.0,0.0,187.0,116,187 +Sitting,0.6955530216647663,0.7891332470892626,0.7393939393939394,773.0,877,773 +Stair up,0.3851851851851852,0.29213483146067415,0.33226837060702874,178.0,135,178 +Stair down,0.10407239819004525,0.1329479768786127,0.116751269035533,173.0,221,173 +Ramp up,0.7741935483870968,0.0646900269541779,0.11940298507462686,371.0,31,371 +Ramp down,0.550561797752809,0.2722222222222222,0.3643122676579926,540.0,267,540 +Grass walking,1.0,0.007451564828614009,0.014792899408284023,671.0,5,671 +Uneven ground walking,0.8205128205128205,0.0570409982174688,0.10666666666666667,561.0,39,561 +Carry,0.42857142857142855,0.0019059720457433292,0.003795066413662239,1574.0,7,1574 +accuracy,0.4930850484591092,0.4930850484591092,0.4930850484591092,0.4930850484591092,0,0 +macro avg,0.47735677539551136,0.23068057389524893,0.22170360326347335,9183.0,0,0 +weighted avg,0.5399256586025647,0.4930850484591092,0.38111009717253264,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7269ef4bd8e922c72502674c50cf7380ba3d9aa3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3704,67,6,127,41,82,1,57,0,4,1 +Sit to stand,48,2,56,162,0,0,0,0,0,0,0 +Stand to sit,127,39,0,72,0,2,0,0,0,0,1 +Sitting,143,14,43,631,0,0,0,0,0,0,0 +Stair up,127,11,0,0,50,0,1,0,0,0,0 +Stair down,161,0,0,0,0,23,0,0,0,0,0 +Ramp up,375,0,0,0,0,2,6,0,0,0,0 +Ramp down,334,0,0,0,10,48,0,159,0,0,0 +Grass walking,623,1,0,1,23,9,4,11,9,2,0 +Uneven ground walking,507,0,0,0,6,17,0,19,0,26,1 +Carry,1504,0,0,0,0,40,0,57,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9f444aa4e101f88562fef8c97ef9955d110e81e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3617,60,4,94,33,76,0,53,0,2,1 +Sit to stand,33,0,51,122,0,0,0,0,0,0,0 +Stand to sit,102,27,0,50,0,2,0,0,0,0,1 +Sitting,113,7,42,614,0,0,0,0,0,0,0 +Stair up,120,11,0,0,45,0,1,0,0,0,0 +Stair down,155,0,0,0,0,20,0,0,0,0,0 +Ramp up,365,0,0,0,0,2,6,0,0,0,0 +Ramp down,327,0,0,0,8,47,0,157,0,0,0 +Grass walking,611,1,0,1,23,9,4,11,9,2,0 +Uneven ground walking,496,0,0,0,6,17,0,19,0,25,1 +Carry,1478,0,0,0,0,39,0,57,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..53d4b3505da56692af8812ef518c560dcc789a45 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,87,7,2,33,8,6,1,4,0,2,0 +Sit to stand,15,2,5,40,0,0,0,0,0,0,0 +Stand to sit,25,12,0,22,0,0,0,0,0,0,0 +Sitting,30,7,1,17,0,0,0,0,0,0,0 +Stair up,7,0,0,0,5,0,0,0,0,0,0 +Stair down,6,0,0,0,0,3,0,0,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,7,0,0,0,2,1,0,2,0,0,0 +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,26,0,0,0,0,1,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ed4f1ed14648be7f6a74b518a5e5063d572bbc58 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.48399320527897555,0.9056234718826406,0.6308439070084305,4090.0,7653,4090 +Sit to stand,0.014925373134328358,0.007462686567164179,0.009950248756218905,268.0,134,268 +Stand to sit,0.0,0.0,0.0,241.0,105,241 +Sitting,0.6354481369587109,0.7593261131167268,0.6918859649122807,831.0,993,831 +Stair up,0.38461538461538464,0.26455026455026454,0.31347962382445144,189.0,130,189 +Stair down,0.1031390134529148,0.125,0.11302211302211303,184.0,223,184 +Ramp up,0.5,0.015665796344647518,0.030379746835443037,383.0,12,383 +Ramp down,0.5247524752475248,0.2885662431941924,0.37236533957845436,551.0,303,551 +Grass walking,1.0,0.013177159590043924,0.02601156069364162,683.0,9,683 +Uneven ground walking,0.8125,0.04513888888888889,0.08552631578947369,576.0,32,576 +Carry,0.5,0.0018703241895261845,0.0037267080745341614,1604.0,6,1604 +accuracy,0.48052083333333334,0.48052083333333334,0.48052083333333334,0.48052083333333334,0,0 +macro avg,0.4508521444261672,0.2205800862112814,0.20701741168136742,9600.0,0,0 +weighted avg,0.5246768866075759,0.48052083333333334,0.3674619416268638,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c278fe6b0be4bd2b927582a5c3a4377959301d7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4876634757988405,0.9180203045685279,0.6369639869683895,3940.0,7417,3940 +Sit to stand,0.0,0.0,0.0,206.0,106,206 +Stand to sit,0.0,0.0,0.0,182.0,97,182 +Sitting,0.6969353007945517,0.7912371134020618,0.7410983705491853,776.0,881,776 +Stair up,0.391304347826087,0.2542372881355932,0.3082191780821918,177.0,115,177 +Stair down,0.09433962264150944,0.11428571428571428,0.10335917312661498,175.0,212,175 +Ramp up,0.5454545454545454,0.0160857908847185,0.03125,373.0,11,373 +Ramp down,0.5286195286195287,0.2912801484230056,0.37559808612440193,539.0,297,539 +Grass walking,1.0,0.013412816691505217,0.026470588235294117,671.0,9,671 +Uneven ground walking,0.8620689655172413,0.044326241134751775,0.08431703204047218,564.0,29,564 +Carry,0.5,0.0019023462270133164,0.003790271636133923,1577.0,6,1577 +accuracy,0.489760348583878,0.489760348583878,0.489760348583878,0.489760348583878,0,0 +macro avg,0.464216889695664,0.22225343306844467,0.21009697152388032,9180.0,0,0 +weighted avg,0.542709538074475,0.489760348583878,0.3750294707611408,9180.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ae9047a0716b7455c83838d60e1906af4877403 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3686440677966102,0.58,0.45077720207253885,150.0,236,150 +Sit to stand,0.07142857142857142,0.03225806451612903,0.044444444444444446,62.0,28,62 +Stand to sit,0.0,0.0,0.0,59.0,8,59 +Sitting,0.15178571428571427,0.3090909090909091,0.20359281437125748,55.0,112,55 +Stair up,0.3333333333333333,0.4166666666666667,0.37037037037037035,12.0,15,12 +Stair down,0.2727272727272727,0.3333333333333333,0.3,9.0,11,9 +Ramp up,0.0,0.0,0.0,10.0,1,10 +Ramp down,0.3333333333333333,0.16666666666666666,0.2222222222222222,12.0,6,12 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.3333333333333333,0.08333333333333333,0.13333333333333333,12.0,3,12 +Carry,0.0,0.0,0.0,27.0,0,27 +accuracy,0.2785714285714286,0.2785714285714286,0.2785714285714286,0.2785714285714286,0,0 +macro avg,0.16950778420346985,0.17466808850973073,0.1567945806194697,420.0,0,0 +weighted avg,0.19649509842457782,0.2785714285714286,0.22138298039992063,420.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..40a2aa36d38e0ffb994eb542f45ad859bb285167 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3731,60,4,128,38,69,0,60,0,2,2 +Sit to stand,57,3,50,162,0,0,0,0,0,0,0 +Stand to sit,129,32,0,83,0,2,0,0,0,0,1 +Sitting,145,6,32,636,0,0,0,0,0,0,1 +Stair up,139,4,0,0,43,0,1,0,0,0,0 +Stair down,164,0,0,0,0,20,0,0,0,0,0 +Ramp up,377,0,0,0,0,2,3,0,0,0,0 +Ramp down,353,0,0,0,11,35,0,152,0,0,0 +Grass walking,637,1,0,0,21,7,2,13,1,1,0 +Uneven ground walking,521,0,0,0,7,12,0,17,0,17,1 +Carry,1508,0,0,0,0,43,0,51,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b8850dd639d6592a3f42b5959e2794ea040be1ef --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3639,55,3,92,29,64,0,60,0,2,2 +Sit to stand,42,3,46,120,0,0,0,0,0,0,0 +Stand to sit,104,23,0,58,0,2,0,0,0,0,1 +Sitting,114,3,31,619,0,0,0,0,0,0,1 +Stair up,130,3,0,0,41,0,1,0,0,0,0 +Stair down,155,0,0,0,0,19,0,0,0,0,0 +Ramp up,367,0,0,0,0,2,3,0,0,0,0 +Ramp down,347,0,0,0,8,34,0,150,0,0,0 +Grass walking,625,1,0,0,21,7,2,13,1,1,0 +Uneven ground walking,509,0,0,0,7,12,0,17,0,17,1 +Carry,1482,0,0,0,0,41,0,51,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7593976e3a760911d73cf20cff561e2df0cbda80 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,92,5,1,36,9,5,0,0,0,0,0 +Sit to stand,15,0,4,42,0,0,0,0,0,0,0 +Stand to sit,25,9,0,25,0,0,0,0,0,0,0 +Sitting,31,3,1,17,0,0,0,0,0,0,0 +Stair up,9,1,0,0,2,0,0,0,0,0,0 +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,6,0,0,0,3,1,0,2,0,0,0 +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,26,0,0,0,0,2,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0bcd76ffe090b1c066e2610cf3cacd45c886f623 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4807370184254606,0.9113336590131901,0.629439055250949,4094.0,7761,4094 +Sit to stand,0.02830188679245283,0.011029411764705883,0.015873015873015872,272.0,106,272 +Stand to sit,0.0,0.0,0.0,247.0,86,247 +Sitting,0.6303270564915758,0.775609756097561,0.6954620010934938,820.0,1009,820 +Stair up,0.35833333333333334,0.22994652406417113,0.28013029315960913,187.0,120,187 +Stair down,0.10526315789473684,0.10869565217391304,0.10695187165775401,184.0,190,184 +Ramp up,0.5,0.007853403141361256,0.015463917525773196,382.0,6,382 +Ramp down,0.5187713310580204,0.27586206896551724,0.36018957345971564,551.0,293,551 +Grass walking,1.0,0.0014641288433382138,0.0029239766081871343,683.0,1,683 +Uneven ground walking,0.85,0.029565217391304348,0.05714285714285714,575.0,20,575 +Carry,0.375,0.001869158878504673,0.0037197768133911966,1605.0,8,1605 +accuracy,0.48010416666666667,0.48010416666666667,0.48010416666666667,0.48010416666666667,0,0 +macro avg,0.44061216218141636,0.21392990730305153,0.19702693987134054,9600.0,0,0 +weighted avg,0.5030779594545218,0.48010416666666667,0.3613311911202667,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0211f15c222902b8320baf1aece49e5c3e781943 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.48429598083577324,0.9221996958945767,0.6350785340314136,3946.0,7514,3946 +Sit to stand,0.03409090909090909,0.014218009478672985,0.020066889632107024,211.0,88,211 +Stand to sit,0.0,0.0,0.0,188.0,80,188 +Sitting,0.6962879640044994,0.8059895833333334,0.7471333735666867,768.0,889,768 +Stair up,0.3867924528301887,0.2342857142857143,0.2918149466192171,175.0,106,175 +Stair down,0.10497237569060773,0.10919540229885058,0.10704225352112676,174.0,181,174 +Ramp up,0.5,0.008064516129032258,0.015873015873015872,372.0,6,372 +Ramp down,0.5154639175257731,0.2782931354359926,0.3614457831325301,539.0,291,539 +Grass walking,1.0,0.0014903129657228018,0.002976190476190476,671.0,1,671 +Uneven ground walking,0.85,0.03019538188277087,0.058319039451114926,563.0,20,563 +Carry,0.375,0.0019023462270133164,0.0037854889589905363,1577.0,8,1577 +accuracy,0.48943815331010454,0.48943815331010454,0.48943815331010454,0.48943815331010454,0,0 +macro avg,0.44971850908888644,0.21871219072106174,0.20395777411476299,9184.0,0,0 +weighted avg,0.5165165725951044,0.48943815331010454,0.3696940119547705,9184.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..23f8760f7bdd03a21caf136da293874e3eb83e03 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3724696356275304,0.6216216216216216,0.46582278481012657,148.0,247,148 +Sit to stand,0.0,0.0,0.0,61.0,18,61 +Stand to sit,0.0,0.0,0.0,59.0,6,59 +Sitting,0.14166666666666666,0.3269230769230769,0.19767441860465115,52.0,120,52 +Stair up,0.14285714285714285,0.16666666666666666,0.15384615384615385,12.0,14,12 +Stair down,0.1111111111111111,0.1,0.10526315789473684,10.0,9,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,1.0,0.16666666666666666,0.2857142857142857,12.0,2,12 +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,0.27403846153846156,0.27403846153846156,0.27403846153846156,0.27403846153846156,0,0 +macro avg,0.160736777842041,0.12562527562527562,0.10984734553363218,416.0,0,0 +weighted avg,0.1858595422234086,0.27403846153846156,0.2056447085889741,416.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..dfd3bc4b041339318437e15c92b936f243707e87 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3763,50,3,136,22,60,0,52,0,1,2 +Sit to stand,67,6,34,158,0,0,0,0,0,0,0 +Stand to sit,129,28,0,86,0,4,0,0,0,0,1 +Sitting,158,7,23,640,0,0,0,0,0,0,1 +Stair up,167,1,0,0,20,0,0,0,0,0,0 +Stair down,169,0,0,0,0,14,0,0,0,0,0 +Ramp up,374,0,0,0,0,6,2,0,0,0,0 +Ramp down,410,0,0,0,3,6,0,133,0,0,0 +Grass walking,648,1,0,0,15,4,0,11,1,1,0 +Uneven ground walking,531,0,0,0,7,6,0,18,0,11,1 +Carry,1493,0,0,0,0,57,0,52,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2010f87388295f7caec812a4dd06c560344d0586 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3663,46,2,101,20,58,0,51,0,1,2 +Sit to stand,52,5,30,118,0,0,0,0,0,0,0 +Stand to sit,103,22,0,57,0,4,0,0,0,0,1 +Sitting,128,1,22,621,0,0,0,0,0,0,1 +Stair up,155,1,0,0,20,0,0,0,0,0,0 +Stair down,159,0,0,0,0,14,0,0,0,0,0 +Ramp up,365,0,0,0,0,6,2,0,0,0,0 +Ramp down,398,0,0,0,3,6,0,132,0,0,0 +Grass walking,636,1,0,0,15,4,0,11,1,1,0 +Uneven ground walking,521,0,0,0,6,6,0,18,0,11,1 +Carry,1467,0,0,0,0,54,0,52,0,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b75a8d1478e59792473c5e8ef25ff8005530aa2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,100,4,1,35,2,2,0,1,0,0,0 +Sit to stand,15,1,4,40,0,0,0,0,0,0,0 +Stand to sit,26,6,0,29,0,0,0,0,0,0,0 +Sitting,30,6,1,19,0,0,0,0,0,0,0 +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,12,0,0,0,0,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,10,0,0,0,1,0,0,0,0,0,0 +Carry,26,0,0,0,0,3,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3b909d243980c2cf3f233ececf06992a28129d7c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4790113770105924,0.9287525354969574,0.6320421016305754,3944.0,7647,3944 +Sit to stand,0.06578947368421052,0.024390243902439025,0.03558718861209965,205.0,76,205 +Stand to sit,0.0,0.0,0.0,187.0,54,187 +Sitting,0.6923076923076923,0.8033635187580854,0.7437125748502994,773.0,897,773 +Stair up,0.3125,0.11363636363636363,0.16666666666666666,176.0,64,176 +Stair down,0.09210526315789473,0.08092485549132948,0.08615384615384615,173.0,152,173 +Ramp up,1.0,0.005361930294906166,0.010666666666666666,373.0,2,373 +Ramp down,0.5,0.24489795918367346,0.3287671232876712,539.0,264,539 +Grass walking,1.0,0.0014947683109118087,0.0029850746268656717,669.0,1,669 +Uneven ground walking,0.8461538461538461,0.019538188277087035,0.03819444444444445,563.0,13,563 +Carry,0.5833333333333334,0.004430379746835443,0.008793969849246231,1580.0,12,1580 +accuracy,0.4874754955347419,0.4874754955347419,0.4874754955347419,0.4874754955347419,0,0 +macro avg,0.5064728168770517,0.2024355220998717,0.1866881506171256,9182.0,0,0 +weighted avg,0.5683235734879638,0.4874754955347419,0.36351299250727787,9182.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..67133bfb92bafeb6b59845361533acf4b675b05c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3816793893129771,0.6896551724137931,0.4914004914004914,145.0,262,145 +Sit to stand,0.058823529411764705,0.016666666666666666,0.025974025974025976,60.0,17,60 +Stand to sit,0.0,0.0,0.0,61.0,6,61 +Sitting,0.15447154471544716,0.3392857142857143,0.2122905027932961,56.0,123,56 +Stair up,0.0,0.0,0.0,12.0,3,12 +Stair down,0.0,0.0,0.0,10.0,5,10 +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,0.2894736842105263,0.2894736842105263,0.2894736842105263,0.2894736842105263,0,0 +macro avg,0.09954313304001718,0.10204823911720463,0.07845439577283152,418.0,0,0 +weighted avg,0.177089305548212,0.2894736842105263,0.20677778540973857,418.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..51ee080123396711b151bcd9c9c9d9abcc78eb68 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3816,13,0,156,16,69,2,15,0,0,5 +Sit to stand,97,2,1,165,0,0,0,0,0,0,0 +Stand to sit,150,6,0,83,0,5,0,0,0,0,4 +Sitting,168,1,0,651,0,4,0,0,0,0,3 +Stair up,175,0,0,0,11,0,0,1,0,0,0 +Stair down,175,0,0,0,0,8,0,0,0,0,0 +Ramp up,362,0,0,0,0,14,6,0,0,0,0 +Ramp down,506,0,0,0,1,1,0,44,0,0,0 +Grass walking,661,0,0,0,6,2,0,12,0,0,0 +Uneven ground walking,557,0,0,0,2,1,0,7,0,6,1 +Carry,1487,0,0,0,0,62,0,42,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae2cddc785bab539318f79ca52b1d681cfa1e4cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,3711,13,0,117,15,69,2,14,0,0,5 +Sit to stand,81,2,0,122,0,0,0,0,0,0,0 +Stand to sit,121,5,0,54,0,3,0,0,0,0,4 +Sitting,139,1,0,626,0,2,0,0,0,0,3 +Stair up,163,0,0,0,11,0,0,1,0,0,0 +Stair down,165,0,0,0,0,8,0,0,0,0,0 +Ramp up,353,0,0,0,0,14,6,0,0,0,0 +Ramp down,494,0,0,0,1,1,0,43,0,0,0 +Grass walking,649,0,0,0,6,2,0,12,0,0,0 +Uneven ground walking,547,0,0,0,2,0,0,7,0,6,1 +Carry,1458,0,0,0,0,62,0,42,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8530138b7cc265f847d6dee39bbed86c805cac1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,105,0,0,39,1,0,0,1,0,0,0 +Sit to stand,16,0,1,43,0,0,0,0,0,0,0 +Stand to sit,29,1,0,29,0,2,0,0,0,0,0 +Sitting,29,0,0,25,0,2,0,0,0,0,0 +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,12,0,0,0,0,0,0,1,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,0,0,0 +Uneven ground walking,10,0,0,0,0,1,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..be2c20363f3966ee7742cec131ffa765c3c82317 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.46799116997792495,0.9325513196480938,0.6232239098481137,4092.0,8154,4092 +Sit to stand,0.09090909090909091,0.007547169811320755,0.013937282229965157,265.0,22,265 +Stand to sit,0.0,0.0,0.0,248.0,1,248 +Sitting,0.6170616113744076,0.7871825876662636,0.691817215727949,827.0,1055,827 +Stair up,0.3055555555555556,0.058823529411764705,0.09865470852017937,187.0,36,187 +Stair down,0.04819277108433735,0.04371584699453552,0.045845272206303724,183.0,166,183 +Ramp up,0.75,0.015706806282722512,0.03076923076923077,382.0,8,382 +Ramp down,0.36363636363636365,0.07971014492753623,0.13075780089153047,552.0,121,552 +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,0.5806451612903226,0.011187072715972654,0.02195121951219512,1609.0,31,1609 +accuracy,0.47520833333333334,0.47520833333333334,0.47520833333333334,0.47520833333333334,0,0 +macro avg,0.3839992476207275,0.17698885810278941,0.15251329953435283,9600.0,0,0 +weighted avg,0.46988169088416015,0.47520833333333334,0.34208584355349186,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..edfb57cf6c424ffec9c7ef45da6198858c5da6c1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.47087933003425964,0.9404460212873796,0.6275471379047941,3946.0,7881,3946 +Sit to stand,0.09523809523809523,0.00975609756097561,0.017699115044247787,205.0,21,205 +Stand to sit,0.0,0.0,0.0,187.0,0,187 +Sitting,0.6811751904243744,0.8119325551232166,0.7408284023668639,771.0,919,771 +Stair up,0.3142857142857143,0.06285714285714286,0.10476190476190476,175.0,35,175 +Stair down,0.049689440993788817,0.046242774566473986,0.04790419161676647,173.0,161,173 +Ramp up,0.75,0.0160857908847185,0.031496062992125984,373.0,8,373 +Ramp down,0.36134453781512604,0.07977736549165121,0.13069908814589665,539.0,119,539 +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,0.5806451612903226,0.01139240506329114,0.0223463687150838,1580.0,31,1580 +accuracy,0.4826271647968631,0.4826271647968631,0.4826271647968631,0.4826271647968631,0,0 +macro avg,0.39120522455288015,0.18083157694913943,0.1585792638617402,9181.0,0,0 +weighted avg,0.4815739082528242,0.4826271647968631,0.34931971966618225,9181.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..999faa8b6301647b2b112fb8e1cf8f0c51d3f0e5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.38461538461538464,0.7191780821917808,0.5011933174224343,146.0,273,146 +Sit to stand,0.0,0.0,0.0,60.0,1,60 +Stand to sit,0.0,0.0,0.0,61.0,1,61 +Sitting,0.18382352941176472,0.44642857142857145,0.2604166666666667,56.0,136,56 +Stair up,0.0,0.0,0.0,12.0,1,12 +Stair down,0.0,0.0,0.0,10.0,5,10 +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,0.3126491646778043,0.3126491646778043,0.3126491646778043,0.3126491646778043,0,0 +macro avg,0.09713081036610448,0.11295724823122083,0.0813584834020395,419.0,0,0 +weighted avg,0.174100152269463,0.3126491646778043,0.21358207878363267,419.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd71107182f4cc2454c54d8580db350e8f4a4f69 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5299372742824559,0.7187419437999485,0.6100656455142232,3879.0,5261,3879 +Sit to stand,0.8255813953488372,0.41887905604719766,0.5557729941291585,339.0,172,339 +Stand to sit,0.9933333333333333,0.22887864823348694,0.37203495630461925,651.0,150,651 +Sitting,0.5335276967930029,0.9803571428571428,0.6910006293266205,560.0,1029,560 +Stair up,0.9014084507042254,0.21476510067114093,0.34688346883468835,298.0,71,298 +Stair down,0.1673913043478261,0.20754716981132076,0.18531889290012032,371.0,460,371 +Ramp up,1.0,0.023965141612200435,0.04680851063829787,459.0,11,459 +Ramp down,0.14472822527832352,0.3480314960629921,0.20444033302497688,635.0,1527,635 +Grass walking,0.9166666666666666,0.04526748971193416,0.08627450980392157,486.0,24,486 +Uneven ground walking,0.3515151515151515,0.1318181818181818,0.19173553719008266,440.0,165,440 +Carry,0.5073375262054507,0.283704572098476,0.36390977443609024,1706.0,954,1706 +accuracy,0.464678338762215,0.464678338762215,0.464678338762215,0.464678338762215,0,0 +macro avg,0.6246751840432067,0.3274505402476383,0.33220411382752724,9824.0,0,0 +weighted avg,0.5729074808445427,0.464678338762215,0.43307809620170035,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ff8e8193b2e93cee893efd95d79db5d6391baaa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,2864,6,1,18,1,23,0,510,0,40,404 +Sit to stand,14,127,0,196,0,0,0,0,0,0,0 +Stand to sit,303,0,116,233,0,0,0,0,0,0,8 +Sitting,0,16,0,545,0,0,0,0,0,0,0 +Stair up,170,15,0,22,63,23,0,0,2,2,3 +Stair down,293,0,0,3,2,72,0,0,0,0,0 +Ramp up,335,0,0,21,0,65,10,1,0,6,21 +Ramp down,324,0,0,0,0,75,0,238,0,0,0 +Grass walking,214,0,0,0,2,45,0,149,13,55,8 +Uneven ground walking,280,0,0,0,0,93,0,24,0,43,0 +Carry,680,0,0,0,0,3,0,556,0,1,467 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..46e15dec911a3770330fb1c465c472e097017dae --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2277,0,0,3,0,5,0,142,0,1,0 +Sit to stand,17,17,0,18,0,0,0,0,0,0,0 +Stand to sit,42,0,22,3,0,0,0,0,0,0,0 +Sitting,0,0,0,247,0,0,0,0,0,0,0 +Stair up,90,20,0,45,12,2,0,0,0,0,0 +Stair down,134,0,0,5,0,9,0,0,0,0,0 +Ramp up,226,0,0,0,0,1,0,0,0,0,0 +Ramp down,92,0,0,0,0,24,0,64,0,0,0 +Grass walking,284,0,0,0,3,2,0,2,0,2,0 +Uneven ground walking,269,0,0,0,0,0,0,1,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..2cf51244c05517ba423fd0be67c4f9b83d4368c3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2241,0,0,3,0,5,0,141,0,1,0 +Sit to stand,12,17,0,14,0,0,0,0,0,0,0 +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,86,20,0,45,12,2,0,0,0,0,0 +Stair down,130,0,0,5,0,9,0,0,0,0,0 +Ramp up,222,0,0,0,0,1,0,0,0,0,0 +Ramp down,88,0,0,0,0,24,0,64,0,0,0 +Grass walking,280,0,0,0,3,2,0,2,0,2,0 +Uneven ground walking,265,0,0,0,0,0,0,1,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..659826d61fd43776b36750f4d011882df710697c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,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,6,0,0,3,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3543573e34a6a5b17c8e080bca7fa92e0eaea095 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6609579100145138,0.9378088962108732,0.775412906521369,2428.0,3445,2428 +Sit to stand,0.4594594594594595,0.3269230769230769,0.38202247191011235,52.0,37,52 +Stand to sit,1.0,0.3283582089552239,0.4943820224719101,67.0,22,67 +Sitting,0.7694704049844237,1.0,0.8697183098591549,247.0,321,247 +Stair up,0.8,0.07100591715976332,0.13043478260869565,169.0,15,169 +Stair down,0.20930232558139536,0.060810810810810814,0.09424083769633508,148.0,43,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.3062200956937799,0.35555555555555557,0.32904884318766064,180.0,209,180 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.25,0.0036900369003690036,0.007272727272727273,271.0,4,271 +Carry,0.0,0.0,0.0,14.0,0,14 +accuracy,0.646728515625,0.646728515625,0.646728515625,0.646728515625,0,0 +macro avg,0.40503729052123383,0.28037750022869756,0.28023026377526955,4096.0,0,0 +weighted avg,0.5309578244260769,0.646728515625,0.5487555045699839,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..871331163a7c684a5ab1a85f79e4134818e668e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6649851632047478,0.9372647427854455,0.7779899323034195,2391.0,3370,2391 +Sit to stand,0.4594594594594595,0.3953488372093023,0.425,43.0,37,43 +Stand to sit,1.0,0.3793103448275862,0.55,58.0,22,58 +Sitting,0.7810457516339869,1.0,0.8770642201834863,239.0,306,239 +Stair up,0.8,0.07272727272727272,0.13333333333333333,165.0,15,165 +Stair down,0.20930232558139536,0.0625,0.0962566844919786,144.0,43,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.3076923076923077,0.36363636363636365,0.3333333333333333,176.0,208,176 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.25,0.003745318352059925,0.007380073800738007,267.0,4,267 +Carry,0.0,0.0,0.0,10.0,0,10 +accuracy,0.6504369538077404,0.6504369538077404,0.6504369538077404,0.6504369538077404,0,0 +macro avg,0.40658954614289977,0.29223026177618455,0.2909415979496626,4005.0,0,0 +weighted avg,0.5336952803139572,0.6504369538077404,0.5534245657177622,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e44dccb815774a4513798d7edb488d1c950acb8a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.48,0.972972972972973,0.6428571428571429,37.0,75,37 +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,0.5333333333333333,1.0,0.6956521739130435,8.0,15,8 +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,0.0,0.0,0.0,4.0,0,4 +accuracy,0.4835164835164835,0.4835164835164835,0.4835164835164835,0.4835164835164835,0,0 +macro avg,0.0921212121212121,0.17936117936117937,0.12168266516092602,91.0,0,0 +weighted avg,0.242051282051282,0.4835164835164835,0.32253771073646853,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7356102231db05f28120e84eeb7fb1bbc028a449 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2274,0,0,3,0,3,0,146,0,0,0 +Sit to stand,15,16,0,20,0,0,0,0,0,0,0 +Stand to sit,41,0,22,1,0,0,0,0,0,0,0 +Sitting,0,0,0,248,0,0,0,0,0,0,0 +Stair up,92,22,0,43,9,3,0,0,0,0,0 +Stair down,135,0,0,5,0,9,0,0,0,0,0 +Ramp up,228,0,0,0,0,1,0,0,0,0,0 +Ramp down,90,0,0,0,0,26,0,66,0,0,0 +Grass walking,286,0,0,0,2,2,0,2,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..5ab8c0214383689f4deda48157da829f0d9f3d08 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2237,0,0,3,0,3,0,145,0,0,0 +Sit to stand,10,16,0,16,0,0,0,0,0,0,0 +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,89,22,0,43,8,3,0,0,0,0,0 +Stair down,131,0,0,5,0,9,0,0,0,0,0 +Ramp up,224,0,0,0,0,1,0,0,0,0,0 +Ramp down,86,0,0,0,0,26,0,66,0,0,0 +Grass walking,282,0,0,0,2,2,0,2,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..481a466b81839d01eb3a330edf5a255258a673f6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,37,0,0,0,0,0,0,1,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,5,0,3,1,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..24eae46ddc0565e7a2e8ee6486aea0e401e8dee4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6598955310504934,0.9373454245671888,0.7745231607629428,2426.0,3446,2426 +Sit to stand,0.42105263157894735,0.3137254901960784,0.3595505617977528,51.0,38,51 +Stand to sit,1.0,0.34375,0.5116279069767442,64.0,22,64 +Sitting,0.775,1.0,0.8732394366197183,248.0,320,248 +Stair up,0.8181818181818182,0.05325443786982249,0.1,169.0,11,169 +Stair down,0.20454545454545456,0.06040268456375839,0.09326424870466321,149.0,44,149 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.308411214953271,0.3626373626373626,0.3333333333333333,182.0,214,182 +Grass walking,0.0,0.0,0.0,293.0,0,293 +Uneven ground walking,0.0,0.0,0.0,270.0,1,270 +Carry,0.0,0.0,0.0,15.0,0,15 +accuracy,0.6455078125,0.6455078125,0.6455078125,0.6455078125,0,0 +macro avg,0.3806442409372713,0.27919230907583736,0.27686714983592314,4096.0,0,0 +weighted avg,0.5135403036280562,0.6455078125,0.5464113458775508,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3dc25c6a55607339874d40f433bff7da21fff71b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6634045077105575,0.9367671691792295,0.7767361111111111,2388.0,3372,2388 +Sit to stand,0.42105263157894735,0.38095238095238093,0.4,42.0,38,42 +Stand to sit,1.0,0.34545454545454546,0.5135135135135135,55.0,19,55 +Sitting,0.7817589576547231,1.0,0.8775137111517367,240.0,307,240 +Stair up,0.8,0.048484848484848485,0.09142857142857143,165.0,10,165 +Stair down,0.20454545454545456,0.06206896551724138,0.09523809523809523,145.0,44,145 +Ramp up,0.0,0.0,0.0,225.0,0,225 +Ramp down,0.30985915492957744,0.3707865168539326,0.3375959079283887,178.0,213,178 +Grass walking,0.0,0.0,0.0,289.0,0,289 +Uneven ground walking,0.0,0.0,0.0,267.0,1,267 +Carry,0.0,0.0,0.0,10.0,0,10 +accuracy,0.6481018981018981,0.6481018981018981,0.6481018981018981,0.6481018981018981,0,0 +macro avg,0.3800564278562964,0.28586494785837985,0.2810932645792197,4004.0,0,0 +weighted avg,0.514817768547157,0.6481018981018981,0.54932059864123,4004.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..04fb42c8ee31ba06b047259b60be9f00277ec1b4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5,0.9736842105263158,0.6607142857142857,38.0,74,38 +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,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,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,5.0,0,5 +accuracy,0.532608695652174,0.532608695652174,0.532608695652174,0.532608695652174,0,0 +macro avg,0.28321678321678323,0.23245614035087717,0.2111471861471861,92.0,0,0 +weighted avg,0.4013377926421404,0.532608695652174,0.4054606625258799,92.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d877d00a6e3339d08352ab700ae036dfc32cdd35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2275,0,0,3,0,1,0,148,0,0,0 +Sit to stand,16,15,0,19,0,0,0,0,0,0,0 +Stand to sit,45,0,20,2,0,0,0,1,0,0,0 +Sitting,0,0,0,248,0,0,0,0,0,0,0 +Stair up,93,26,0,35,9,6,0,0,0,0,0 +Stair down,136,0,0,4,0,8,0,0,0,0,0 +Ramp up,229,0,0,0,0,0,0,0,0,0,0 +Ramp down,87,0,0,0,0,23,0,71,0,0,0 +Grass walking,283,0,0,0,1,4,0,2,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..b91282b659c137c6654a1a82c08261be091c5936 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2241,0,0,3,0,1,0,147,0,0,0 +Sit to stand,11,15,0,15,0,0,0,0,0,0,0 +Stand to sit,41,0,18,0,0,0,0,0,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,91,25,0,35,8,6,0,0,0,0,0 +Stair down,132,0,0,4,0,8,0,0,0,0,0 +Ramp up,224,0,0,0,0,0,0,0,0,0,0 +Ramp down,83,0,0,0,0,23,0,71,0,0,0 +Grass walking,279,0,0,0,1,4,0,2,0,1,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..fa8cb0e3dbad63e03bea848f5bb15f69d472c87f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,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,2,1,0,0,1,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0e0c90f0757606acf84f8ed3276e7e963e7bbf7a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6596114815888663,0.9373712402142563,0.7743362831858407,2427.0,3449,2427 +Sit to stand,0.36585365853658536,0.3,0.32967032967032966,50.0,41,50 +Stand to sit,1.0,0.29411764705882354,0.45454545454545453,68.0,20,68 +Sitting,0.797427652733119,1.0,0.8872987477638641,248.0,311,248 +Stair up,0.9,0.05325443786982249,0.1005586592178771,169.0,10,169 +Stair down,0.19047619047619047,0.05405405405405406,0.08421052631578947,148.0,42,148 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.31981981981981983,0.39226519337016574,0.3523573200992556,181.0,222,181 +Grass walking,0.0,0.0,0.0,291.0,0,291 +Uneven ground walking,0.0,0.0,0.0,271.0,1,271 +Carry,0.0,0.0,0.0,14.0,0,14 +accuracy,0.64599609375,0.64599609375,0.64599609375,0.64599609375,0,0 +macro avg,0.38483534574132555,0.2755511429606475,0.27117975643621917,4096.0,0,0 +weighted avg,0.5183373218258508,0.64599609375,0.5468728277271983,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..071cf94efe156602c949bd5bd3828556bd385548 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6632139686297721,0.9368729096989966,0.7766418298388494,2392.0,3379,2392 +Sit to stand,0.375,0.36585365853658536,0.37037037037037035,41.0,40,41 +Stand to sit,1.0,0.3050847457627119,0.4675324675324675,59.0,18,59 +Sitting,0.8080808080808081,1.0,0.8938547486033519,240.0,297,240 +Stair up,0.8888888888888888,0.048484848484848485,0.09195402298850575,165.0,9,165 +Stair down,0.19047619047619047,0.05555555555555555,0.08602150537634409,144.0,42,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.32272727272727275,0.4011299435028249,0.35768261964735515,177.0,220,177 +Grass walking,0.0,0.0,0.0,287.0,0,287 +Uneven ground walking,0.0,0.0,0.0,266.0,1,266 +Carry,0.0,0.0,0.0,11.0,0,11 +accuracy,0.6492760858711932,0.6492760858711932,0.6492760858711932,0.6492760858711932,0,0 +macro avg,0.38621701170935746,0.28299833286741116,0.27673250585065856,4006.0,0,0 +weighted avg,0.5207039870868134,0.6492760858711932,0.5506468626195237,4006.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c17e0a6d3aee9e47248f79002d0e8cf414da900f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4857142857142857,0.9714285714285714,0.6476190476190476,35.0,70,35 +Sit to stand,0.0,0.0,0.0,9.0,1,9 +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,0.2779220779220779,0.22215007215007218,0.19441164895710347,90.0,0,0 +weighted avg,0.3841269841269841,0.5,0.37063973063973066,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..61c231880a19991378bc8c1ed0b69b4d67b89399 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2285,0,0,3,0,2,0,141,0,0,0 +Sit to stand,15,13,0,23,0,0,0,0,0,0,0 +Stand to sit,45,0,19,2,0,0,0,1,0,0,0 +Sitting,0,0,0,245,0,0,0,0,0,0,0 +Stair up,95,30,0,32,7,5,0,1,0,0,0 +Stair down,140,0,0,4,0,4,0,0,0,0,0 +Ramp up,227,0,0,0,0,1,0,0,0,0,0 +Ramp down,91,0,0,0,0,18,0,71,0,0,0 +Grass walking,286,0,0,0,2,3,0,2,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..9bfe4cd68a9e034f27ed2467d0a067dc40ed865f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2247,0,0,3,0,2,0,140,0,0,0 +Sit to stand,9,13,0,19,0,0,0,0,0,0,0 +Stand to sit,41,0,17,0,0,0,0,0,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,93,29,0,32,6,5,0,1,0,0,0 +Stair down,136,0,0,4,0,4,0,0,0,0,0 +Ramp up,223,0,0,0,0,1,0,0,0,0,0 +Ramp down,87,0,0,0,0,18,0,71,0,0,0 +Grass walking,282,0,0,0,2,3,0,2,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..c5cd9fe4ce230bd33772cba1831bee967f7611d1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,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,2,1,0,0,1,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..90e964c4ef2ed2be0d49b95c5f1a1d93931a1cfe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6590712431496971,0.9399424105306459,0.7748389284503221,2431.0,3467,2431 +Sit to stand,0.3023255813953488,0.2549019607843137,0.2765957446808511,51.0,43,51 +Stand to sit,1.0,0.2835820895522388,0.4418604651162791,67.0,19,67 +Sitting,0.7928802588996764,1.0,0.8844765342960289,245.0,309,245 +Stair up,0.7777777777777778,0.041176470588235294,0.0782122905027933,170.0,9,170 +Stair down,0.12121212121212122,0.02702702702702703,0.04419889502762431,148.0,33,148 +Ramp up,0.0,0.0,0.0,228.0,0,228 +Ramp down,0.3287037037037037,0.39444444444444443,0.35858585858585856,180.0,216,180 +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,0.0,0.0,0.0,13.0,0,13 +accuracy,0.6455078125,0.6455078125,0.6455078125,0.6455078125,0,0 +macro avg,0.36199733510348414,0.2673704002660823,0.2598880651508871,4096.0,0,0 +weighted avg,0.5098156110856397,0.6455078125,0.5440488770756329,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3975d8b59aaed27720eccbacfa5d43f7c9ac247 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6620506776664702,0.93938127090301,0.7767023850674041,2392.0,3394,2392 +Sit to stand,0.30952380952380953,0.3170731707317073,0.3132530120481928,41.0,42,41 +Stand to sit,1.0,0.29310344827586204,0.4533333333333333,58.0,17,58 +Sitting,0.8033898305084746,1.0,0.8909774436090225,237.0,295,237 +Stair up,0.75,0.03614457831325301,0.06896551724137931,166.0,8,166 +Stair down,0.12121212121212122,0.027777777777777776,0.04519774011299435,144.0,33,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.3317757009345794,0.4034090909090909,0.3641025641025641,176.0,214,176 +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,0.0,0.0,0.0,9.0,0,9 +accuracy,0.6482638021483887,0.6482638021483887,0.6482638021483887,0.6482638021483887,0,0 +macro avg,0.36163201271322315,0.2742626669918819,0.26477563595589915,4003.0,0,0 +weighted avg,0.5108833764222365,0.6482638021483887,0.5471419604707143,4003.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4583350a9c0cfdb7263cc3daaf98614e24fd3b27 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.5205479452054794,0.9743589743589743,0.6785714285714286,39.0,73,39 +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,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,0.28108877423945916,0.22241647241647244,0.19722550177095632,93.0,0,0 +weighted avg,0.4072343917681964,0.5268817204301075,0.39951822371177215,93.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..200d237b2549cb3c9c1fee9a7c06650f7fd3bee1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2308,1,1,3,1,5,0,111,0,0,0 +Sit to stand,16,11,0,25,0,0,0,0,0,0,0 +Stand to sit,45,0,18,2,0,0,0,2,0,0,0 +Sitting,0,0,1,244,0,0,0,0,0,0,0 +Stair up,100,29,0,26,7,6,0,1,0,0,0 +Stair down,143,0,0,3,0,2,0,0,0,0,0 +Ramp up,226,0,0,0,0,1,0,0,0,0,0 +Ramp down,106,0,0,0,0,3,0,71,0,0,0 +Grass walking,290,0,0,0,1,1,0,1,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..39a12fe658655148eb60012ad4ef8953b3f24ead --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2274,0,1,3,0,5,0,110,0,0,0 +Sit to stand,11,11,0,21,0,0,0,0,0,0,0 +Stand to sit,41,0,16,0,0,0,0,1,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,96,29,0,26,7,6,0,1,0,0,0 +Stair down,139,0,0,3,0,2,0,0,0,0,0 +Ramp up,222,0,0,0,0,1,0,0,0,0,0 +Ramp down,102,0,0,0,0,3,0,71,0,0,0 +Grass walking,286,0,0,0,1,1,0,1,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..89f0ce9c4b96f93cff59cd92ef9fb27a7a82068a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,34,1,0,0,1,0,0,1,0,0,0 +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,0,0,1,7,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7381af7e7db285d2c13ccd5dd1f6edcd350b47f8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6558681443591929,0.9497942386831276,0.7759287275172297,2430.0,3519,2430 +Sit to stand,0.2682926829268293,0.21153846153846154,0.23655913978494625,52.0,41,52 +Stand to sit,0.9,0.26865671641791045,0.41379310344827586,67.0,20,67 +Sitting,0.8052805280528053,0.9959183673469387,0.8905109489051095,245.0,303,245 +Stair up,0.7777777777777778,0.04142011834319527,0.07865168539325842,169.0,9,169 +Stair down,0.1111111111111111,0.013513513513513514,0.024096385542168676,148.0,18,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.3817204301075269,0.39444444444444443,0.3879781420765027,180.0,186,180 +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,0.0,0.0,0.0,14.0,0,14 +accuracy,0.649658203125,0.649658203125,0.649658203125,0.649658203125,0,0 +macro avg,0.35455006130320393,0.2613896236625083,0.2552289211515901,4096.0,0,0 +weighted avg,0.5082771254849158,0.649658203125,0.5445316574741074,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..23c7d51480feaf0faf6a56069c1c08fbbad78e61 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6595127610208816,0.9502716255745925,0.7786337955829481,2393.0,3448,2393 +Sit to stand,0.275,0.2558139534883721,0.26506024096385544,43.0,40,43 +Stand to sit,0.9411764705882353,0.27586206896551724,0.4266666666666667,58.0,17,58 +Sitting,0.8172413793103448,1.0,0.8994307400379506,237.0,290,237 +Stair up,0.875,0.04242424242424243,0.08092485549132948,165.0,8,165 +Stair down,0.1111111111111111,0.013888888888888888,0.024691358024691357,144.0,18,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.3858695652173913,0.4034090909090909,0.39444444444444443,176.0,184,176 +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,0.0,0.0,0.0,10.0,0,10 +accuracy,0.6536828963795256,0.6536828963795256,0.6536828963795256,0.6536828963795256,0,0 +macro avg,0.3695373897498149,0.2674245336591549,0.2608956455647169,4005.0,0,0 +weighted avg,0.5160053739804994,0.6536828963795256,0.549041296924082,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..adbf6407fafe3b6e779b257eb280bf3e2153f305 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4788732394366197,0.918918918918919,0.6296296296296297,37.0,71,37 +Sit to stand,0.0,0.0,0.0,9.0,1,9 +Stand to sit,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Sitting,0.5384615384615384,0.875,0.6666666666666666,8.0,13,8 +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,0.0,0.0,0.0,4.0,2,4 +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,0.4725274725274725,0.4725274725274725,0.4725274725274725,0.4725274725274725,0,0 +macro avg,0.1530910404149841,0.1832855582855583,0.14814814814814817,91.0,0,0 +weighted avg,0.30797804578953003,0.4725274725274725,0.3475783475783476,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ae2f8a1c27b02d5cd4f3a393eb247f67c5683f16 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2329,0,2,6,1,6,0,85,0,2,1 +Sit to stand,13,3,3,33,0,0,0,0,0,0,0 +Stand to sit,43,0,20,3,0,0,0,1,0,0,0 +Sitting,1,2,0,240,0,0,0,0,0,0,0 +Stair up,130,6,0,21,3,5,0,3,1,0,0 +Stair down,145,0,0,3,0,0,0,0,0,0,0 +Ramp up,226,0,0,0,0,1,0,0,0,0,0 +Ramp down,156,0,0,0,0,0,0,24,0,0,0 +Grass walking,286,0,0,0,0,2,0,5,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..3c005f0b2a578e2624945032f87c6eabe3e917ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,2294,0,1,6,1,6,0,84,0,2,1 +Sit to stand,10,3,2,28,0,0,0,0,0,0,0 +Stand to sit,36,0,19,2,0,0,0,1,0,0,0 +Sitting,0,2,0,233,0,0,0,0,0,0,0 +Stair up,127,6,0,20,3,5,0,3,1,0,0 +Stair down,141,0,0,3,0,0,0,0,0,0,0 +Ramp up,222,0,0,0,0,1,0,0,0,0,0 +Ramp down,152,0,0,0,0,0,0,24,0,0,0 +Grass walking,282,0,0,0,0,2,0,5,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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..a0ad3a97c9632b0c468e5cf2bc9219a394fd8f2d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,35,0,1,0,0,0,0,1,0,0,0 +Sit to stand,3,0,1,5,0,0,0,0,0,0,0 +Stand to sit,7,0,1,1,0,0,0,0,0,0,0 +Sitting,1,0,0,7,0,0,0,0,0,0,0 +Stair up,3,0,0,1,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f601c1e7f56ae8b22b80bfe03e5eaf79fd1e3b22 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6444382955174323,0.9576480263157895,0.7704267284154813,2432.0,3614,2432 +Sit to stand,0.2727272727272727,0.057692307692307696,0.09523809523809523,52.0,11,52 +Stand to sit,0.8,0.29850746268656714,0.43478260869565216,67.0,25,67 +Sitting,0.7843137254901961,0.9876543209876543,0.8743169398907104,243.0,306,243 +Stair up,0.75,0.01775147928994083,0.03468208092485549,169.0,4,169 +Stair down,0.0,0.0,0.0,148.0,14,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.2033898305084746,0.13333333333333333,0.1610738255033557,180.0,118,180 +Grass walking,0.0,0.0,0.0,293.0,1,293 +Uneven ground walking,0.0,0.0,0.0,271.0,2,271 +Carry,0.0,0.0,0.0,14.0,1,14 +accuracy,0.639404296875,0.639404296875,0.639404296875,0.639404296875,0,0 +macro avg,0.31407901129485233,0.2229624482095993,0.2155018435152864,4096.0,0,0 +weighted avg,0.48559671818014083,0.639404296875,0.5261411611088348,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..940d7fa565d5b5ae58b48b401aa506b5ce579605 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.647839593335216,0.9578288100208768,0.772911051212938,2395.0,3541,2395 +Sit to stand,0.2727272727272727,0.06976744186046512,0.1111111111111111,43.0,11,43 +Stand to sit,0.8636363636363636,0.3275862068965517,0.475,58.0,22,58 +Sitting,0.797945205479452,0.9914893617021276,0.8842504743833017,235.0,292,235 +Stair up,0.75,0.01818181818181818,0.03550295857988166,165.0,4,165 +Stair down,0.0,0.0,0.0,144.0,14,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.20512820512820512,0.13636363636363635,0.16382252559726962,176.0,117,176 +Grass walking,0.0,0.0,0.0,289.0,1,289 +Uneven ground walking,0.0,0.0,0.0,267.0,2,267 +Carry,0.0,0.0,0.0,10.0,1,10 +accuracy,0.6431960049937578,0.6431960049937578,0.6431960049937578,0.6431960049937578,0,0 +macro avg,0.3215706036642281,0.2273833886386796,0.22205437462586383,4005.0,0,0 +weighted avg,0.48957895012390995,0.6431960049937578,0.5308213132543422,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b7273099fa212384425452b28a6802c25dc9040 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4794520547945205,0.9459459459459459,0.6363636363636364,37.0,73,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.3333333333333333,0.1111111111111111,0.16666666666666666,9.0,3,9 +Sitting,0.5,0.875,0.6363636363636364,8.0,14,8 +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,0.0,0.0,0.0,4.0,0,4 +accuracy,0.4725274725274725,0.4725274725274725,0.4725274725274725,0.4725274725274725,0,0 +macro avg,0.11934412619344124,0.17564155064155065,0.13085399449035814,91.0,0,0 +weighted avg,0.2718651211801897,0.4725274725274725,0.33116883116883117,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..78b839f81cfb74a384ff39a21ec963dc04058582 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1093,0,6,0,1,1,0,0,0,0,12 +Sit to stand,4,6,1,20,0,0,0,0,0,0,0 +Stand to sit,4,0,21,3,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,11,0,2,0,32,1,4,0,0,0,0 +Stair down,17,0,1,0,0,9,0,0,0,0,0 +Ramp up,32,0,0,0,0,0,23,0,0,0,0 +Ramp down,55,0,0,0,0,13,0,55,0,0,1 +Grass walking,74,0,0,1,7,23,7,0,9,0,0 +Uneven ground walking,183,0,12,0,0,5,0,0,0,0,3 +Carry,156,0,0,0,0,0,0,1,0,0,19 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd5c496288ae65e41d07152ced146465c37a36b1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1068,0,4,0,0,1,0,0,0,0,11 +Sit to stand,0,6,0,16,0,0,0,0,0,0,0 +Stand to sit,1,0,19,0,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,8,0,2,0,31,1,4,0,0,0,0 +Stair down,15,0,1,0,0,9,0,0,0,0,0 +Ramp up,30,0,0,0,0,0,23,0,0,0,0 +Ramp down,51,0,0,0,0,13,0,55,0,0,1 +Grass walking,71,0,0,1,7,23,7,0,9,0,0 +Uneven ground walking,180,0,12,0,0,5,0,0,0,0,3 +Carry,155,0,0,0,0,0,0,1,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc6519c994998f104235403ead61e2cb525fb531 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,25,0,2,0,1,0,0,0,0,0,1 +Sit to stand,4,0,1,4,0,0,0,0,0,0,0 +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,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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4d33a9d9bda45c3fb5da13309a89dcd6abb2c127 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.670963781461019,0.9820305480682839,0.7972283005105762,1113.0,1629,1113 +Sit to stand,1.0,0.1935483870967742,0.32432432432432434,31.0,6,31 +Stand to sit,0.4883720930232558,0.75,0.5915492957746479,28.0,43,28 +Sitting,0.9347826086956522,1.0,0.9662921348314607,344.0,368,344 +Stair up,0.8,0.64,0.7111111111111111,50.0,40,50 +Stair down,0.17307692307692307,0.3333333333333333,0.22784810126582278,27.0,52,27 +Ramp up,0.6764705882352942,0.41818181818181815,0.5168539325842697,55.0,34,55 +Ramp down,0.9821428571428571,0.4435483870967742,0.6111111111111112,124.0,56,124 +Grass walking,1.0,0.0743801652892562,0.13846153846153847,121.0,9,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.5428571428571428,0.10795454545454546,0.18009478672985782,176.0,35,176 +accuracy,0.7090669014084507,0.7090669014084507,0.7090669014084507,0.7090669014084507,0,0 +macro avg,0.6607878176811041,0.4493615622291624,0.46044314879133824,2272.0,0,0 +weighted avg,0.6748370842722972,0.7090669014084507,0.6341108072904862,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..34f54fe50c38fd0d87cbf7ec79cfced4118b2d35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.6763774540848638,0.985239852398524,0.8021028914757792,1084.0,1579,1084 +Sit to stand,1.0,0.2727272727272727,0.42857142857142855,22.0,6,22 +Stand to sit,0.5,0.95,0.6551724137931034,20.0,38,20 +Sitting,0.9518413597733711,1.0,0.9753265602322206,336.0,353,336 +Stair up,0.8157894736842105,0.6739130434782609,0.7380952380952381,46.0,38,46 +Stair down,0.17307692307692307,0.36,0.23376623376623376,25.0,52,25 +Ramp up,0.6764705882352942,0.4339622641509434,0.5287356321839081,53.0,34,53 +Ramp down,0.9821428571428571,0.4583333333333333,0.625,120.0,56,120 +Grass walking,1.0,0.07627118644067797,0.14173228346456693,118.0,9,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.5454545454545454,0.10344827586206896,0.17391304347826086,174.0,33,174 +accuracy,0.716105550500455,0.716105550500455,0.716105550500455,0.716105550500455,0,0 +macro avg,0.6655593819501877,0.4830813843991893,0.4820377931873399,2198.0,0,0 +weighted avg,0.6794741905918773,0.716105550500455,0.6412766526926864,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6510d6d407c7d4c9b10869db16ef02aeebeb70e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5,0.8620689655172413,0.6329113924050633,29.0,50,29 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.4,0.25,0.3076923076923077,8.0,5,8 +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,0.0,0.0,0.0,2.0,0,2 +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,0.22121212121212122,0.26018808777429464,0.2245081097585225,74.0,0,0 +weighted avg,0.33738738738738744,0.5,0.3880340481881484,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d4d21bb1f3578f0ebd387de149d68dbc3622a550 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1066,0,29,2,1,2,0,0,0,0,13 +Sit to stand,2,6,1,23,0,0,0,0,0,0,0 +Stand to sit,6,0,18,4,0,0,0,0,0,0,0 +Sitting,0,0,0,343,0,0,0,0,0,0,0 +Stair up,8,0,2,0,32,1,8,0,0,0,0 +Stair down,13,0,1,0,0,12,0,0,0,0,0 +Ramp up,31,0,0,0,0,0,24,0,0,0,0 +Ramp down,47,0,0,0,0,17,0,59,0,0,1 +Grass walking,77,0,0,2,7,21,7,0,9,0,0 +Uneven ground walking,173,0,15,3,0,5,0,0,0,0,5 +Carry,156,0,0,0,0,0,0,2,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..559a990cdef2a4a8840c2eeab808a42ee90b4962 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1043,0,26,2,0,2,0,0,0,0,12 +Sit to stand,0,3,0,19,0,0,0,0,0,0,0 +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,5,0,2,0,31,1,8,0,0,0,0 +Stair down,11,0,1,0,0,12,0,0,0,0,0 +Ramp up,29,0,0,0,0,0,24,0,0,0,0 +Ramp down,43,0,0,0,0,17,0,59,0,0,1 +Grass walking,73,0,0,2,7,21,7,0,9,0,0 +Uneven ground walking,170,0,15,3,0,5,0,0,0,0,5 +Carry,155,0,0,0,0,0,0,2,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..461eb742859868d46d29cf5bd2d4da31b7b875f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,23,0,3,0,1,0,0,0,0,0,1 +Sit to stand,2,3,1,4,0,0,0,0,0,0,0 +Stand to sit,4,0,1,3,0,0,0,0,0,0,0 +Sitting,0,0,0,7,0,0,0,0,0,0,0 +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,3,0,0,0,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..917fe401336e4a1c2f36b4d560d0cc52c3473f2f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.675110829639012,0.9577717879604672,0.7919762258543833,1113.0,1579,1113 +Sit to stand,1.0,0.1875,0.3157894736842105,32.0,6,32 +Stand to sit,0.2727272727272727,0.6428571428571429,0.3829787234042553,28.0,66,28 +Sitting,0.9098143236074271,1.0,0.9527777777777777,343.0,377,343 +Stair up,0.8,0.6274509803921569,0.7032967032967034,51.0,40,51 +Stair down,0.20689655172413793,0.46153846153846156,0.2857142857142857,26.0,58,26 +Ramp up,0.6153846153846154,0.43636363636363634,0.5106382978723404,55.0,39,55 +Ramp down,0.9672131147540983,0.47580645161290325,0.6378378378378379,124.0,61,124 +Grass walking,1.0,0.07317073170731707,0.13636363636363635,123.0,9,123 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.4864864864864865,0.10227272727272728,0.16901408450704225,176.0,37,176 +accuracy,0.6985035211267606,0.6985035211267606,0.6985035211267606,0.6985035211267606,0,0 +macro avg,0.6303302903930046,0.4513392654277102,0.4442170042102248,2272.0,0,0 +weighted avg,0.6653532315422723,0.6985035211267606,0.6276821708998508,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1bddce3aa19f60813a5d28af466615731d72e92e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.6812540822991509,0.9612903225806452,0.7974006116207951,1085.0,1531,1085 +Sit to stand,1.0,0.13636363636363635,0.24,22.0,3,22 +Stand to sit,0.2786885245901639,0.85,0.41975308641975306,20.0,61,20 +Sitting,0.9256198347107438,1.0,0.9613733905579399,336.0,363,336 +Stair up,0.8157894736842105,0.6595744680851063,0.7294117647058823,47.0,38,47 +Stair down,0.20689655172413793,0.5,0.2926829268292683,24.0,58,24 +Ramp up,0.6153846153846154,0.4528301886792453,0.5217391304347826,53.0,39,53 +Ramp down,0.9672131147540983,0.49166666666666664,0.6519337016574586,120.0,61,120 +Grass walking,1.0,0.07563025210084033,0.140625,119.0,9,119 +Uneven ground walking,0.0,0.0,0.0,198.0,0,198 +Carry,0.4857142857142857,0.09770114942528736,0.16267942583732056,174.0,35,174 +accuracy,0.7056414922656961,0.7056414922656961,0.7056414922656961,0.7056414922656961,0,0 +macro avg,0.6342327711692188,0.47500515308194785,0.4470544580057455,2198.0,0,0 +weighted avg,0.6702664153111426,0.7056414922656961,0.6342619385610268,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ffc150698a7f428b295ac02c66cb1ad166acdbeb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.4791666666666667,0.8214285714285714,0.6052631578947368,28.0,48,28 +Sit to stand,1.0,0.3,0.46153846153846156,10.0,3,10 +Stand to sit,0.2,0.125,0.15384615384615385,8.0,5,8 +Sitting,0.5,1.0,0.6666666666666666,7.0,14,7 +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,0.0,0.0,0.0,4.0,0,4 +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,0.4864864864864865,0.4864864864864865,0.4864864864864865,0.4864864864864865,0,0 +macro avg,0.2890151515151515,0.2724025974025974,0.24733161575266838,74.0,0,0 +weighted avg,0.4259009009009009,0.4864864864864865,0.4026151657730605,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1dfbd8c05afe469735068f56aeb75ab10ed30f6a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1036,0,57,7,1,1,0,1,0,0,12 +Sit to stand,2,4,0,25,0,0,0,0,0,0,0 +Stand to sit,7,0,18,2,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,10,0,2,1,29,0,7,0,0,0,0 +Stair down,16,0,1,0,0,10,0,0,0,0,0 +Ramp up,35,0,0,0,0,0,20,0,0,0,0 +Ramp down,48,0,1,0,0,10,0,64,0,0,1 +Grass walking,76,0,0,2,8,16,7,0,12,0,0 +Uneven ground walking,176,0,15,3,0,4,0,0,0,0,5 +Carry,155,0,0,0,0,0,0,2,0,0,19 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..76d435d17403ea9f7e06ffbb8ff8f999106421b4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1012,0,53,7,0,1,0,1,0,0,11 +Sit to stand,1,1,0,20,0,0,0,0,0,0,0 +Stand to sit,3,0,16,0,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,7,0,2,1,28,0,7,0,0,0,0 +Stair down,14,0,1,0,0,10,0,0,0,0,0 +Ramp up,33,0,0,0,0,0,20,0,0,0,0 +Ramp down,44,0,1,0,0,10,0,64,0,0,1 +Grass walking,72,0,0,2,8,16,7,0,12,0,0 +Uneven ground walking,173,0,15,3,0,4,0,0,0,0,5 +Carry,154,0,0,0,0,0,0,2,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..db4600089a2fdb7f51e84eb55fa4e67cbfb22e9a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,24,0,4,0,1,0,0,0,0,0,1 +Sit to stand,1,3,0,5,0,0,0,0,0,0,0 +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,3,0,0,0,1,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a2150424e4fbfa26fc82a513e79d4610b41813df --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.6636771300448431,0.9291479820627803,0.7742899850523169,1115.0,1561,1115 +Sit to stand,1.0,0.12903225806451613,0.22857142857142856,31.0,4,31 +Stand to sit,0.19148936170212766,0.6666666666666666,0.2975206611570248,27.0,94,27 +Sitting,0.8958333333333334,1.0,0.945054945054945,344.0,384,344 +Stair up,0.7631578947368421,0.5918367346938775,0.6666666666666666,49.0,38,49 +Stair down,0.24390243902439024,0.37037037037037035,0.29411764705882354,27.0,41,27 +Ramp up,0.5882352941176471,0.36363636363636365,0.449438202247191,55.0,34,55 +Ramp down,0.9552238805970149,0.5161290322580645,0.6701570680628273,124.0,67,124 +Grass walking,1.0,0.09917355371900827,0.18045112781954886,121.0,12,121 +Uneven ground walking,0.0,0.0,0.0,203.0,0,203 +Carry,0.5135135135135135,0.10795454545454546,0.1784037558685446,176.0,37,176 +accuracy,0.6848591549295775,0.6848591549295775,0.6848591549295775,0.6848591549295775,0,0 +macro avg,0.6195484406427011,0.4339952279023812,0.42587922614175616,2272.0,0,0 +weighted avg,0.6560281966889379,0.6848591549295775,0.6184907899510821,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4ad4bbb6294e6b6f5e04f2eb6985e5cf8ba6ca98 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.6688697951090549,0.9327188940092166,0.7790608160123171,1085.0,1513,1085 +Sit to stand,1.0,0.045454545454545456,0.08695652173913043,22.0,1,22 +Stand to sit,0.18181818181818182,0.8421052631578947,0.29906542056074764,19.0,88,19 +Sitting,0.9105691056910569,1.0,0.9531914893617022,336.0,369,336 +Stair up,0.7777777777777778,0.6222222222222222,0.691358024691358,45.0,36,45 +Stair down,0.24390243902439024,0.4,0.30303030303030304,25.0,41,25 +Ramp up,0.5882352941176471,0.37735849056603776,0.45977011494252873,53.0,34,53 +Ramp down,0.9552238805970149,0.5333333333333333,0.6844919786096256,120.0,67,120 +Grass walking,1.0,0.10256410256410256,0.18604651162790697,117.0,12,117 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.5142857142857142,0.10344827586206896,0.1722488038277512,174.0,35,174 +accuracy,0.6908014571948998,0.6908014571948998,0.6908014571948998,0.6908014571948998,0,0 +macro avg,0.6218801989473488,0.4508368297426747,0.4195654531275792,2196.0,0,0 +weighted avg,0.6605264590989373,0.6908014571948998,0.6238984827897462,2196.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..014a323bd0c677120b0182c4a95d28202d36016d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5,0.8,0.6153846153846154,30.0,48,30 +Sit to stand,1.0,0.3333333333333333,0.5,9.0,3,9 +Stand to sit,0.3333333333333333,0.25,0.2857142857142857,8.0,6,8 +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,0.0,0.0,0.0,2.0,0,2 +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,0.5131578947368421,0.5131578947368421,0.5131578947368421,0.5131578947368421,0,0 +macro avg,0.3060606060606061,0.28484848484848485,0.26637130984957075,76.0,0,0 +weighted avg,0.4464912280701755,0.5131578947368421,0.4361289930511899,76.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..74abc6c86f2fcec7c5b9d989dac0a168afbf65ac --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1030,2,66,7,0,0,0,0,0,0,11 +Sit to stand,1,2,0,28,0,0,0,0,0,0,0 +Stand to sit,6,0,16,7,0,0,0,0,0,0,0 +Sitting,0,0,0,341,0,0,0,0,0,0,0 +Stair up,12,0,1,2,28,0,7,0,0,0,0 +Stair down,17,0,1,0,0,8,0,0,0,0,0 +Ramp up,34,0,0,0,0,0,21,0,0,0,0 +Ramp down,50,0,1,0,0,8,0,63,0,0,1 +Grass walking,81,0,0,2,8,17,6,0,8,0,0 +Uneven ground walking,180,0,12,3,0,3,0,0,0,0,4 +Carry,154,0,0,0,0,0,0,4,0,0,19 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..69873dbb7f82223ccdc3f32505f30a07d645c816 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1010,0,60,7,0,0,0,0,0,0,10 +Sit to stand,0,0,0,22,0,0,0,0,0,0,0 +Stand to sit,4,0,14,3,0,0,0,0,0,0,0 +Sitting,0,0,0,333,0,0,0,0,0,0,0 +Stair up,10,0,1,2,27,0,7,0,0,0,0 +Stair down,15,0,1,0,0,8,0,0,0,0,0 +Ramp up,32,0,0,0,0,0,21,0,0,0,0 +Ramp down,46,0,1,0,0,8,0,63,0,0,1 +Grass walking,77,0,0,2,8,17,6,0,8,0,0 +Uneven ground walking,177,0,12,3,0,3,0,0,0,0,4 +Carry,152,0,0,0,0,0,0,4,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..deec4aa36e2b81600be9d101e41c69e342b6fb42 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,20,2,6,0,0,0,0,0,0,0,1 +Sit to stand,1,2,0,6,0,0,0,0,0,0,0 +Stand to sit,2,0,2,4,0,0,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +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,4,0,0,0,0,0,0,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3bdeeac5c4eac8b56dec1e7ac346b59e6f477bc2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.65814696485623,0.9229390681003584,0.7683700111898545,1116.0,1565,1116 +Sit to stand,0.5,0.06451612903225806,0.11428571428571428,31.0,4,31 +Stand to sit,0.16494845360824742,0.5517241379310345,0.25396825396825395,29.0,97,29 +Sitting,0.8743589743589744,1.0,0.93296853625171,341.0,390,341 +Stair up,0.7777777777777778,0.56,0.6511627906976745,50.0,36,50 +Stair down,0.2222222222222222,0.3076923076923077,0.25806451612903225,26.0,36,26 +Ramp up,0.6176470588235294,0.38181818181818183,0.47191011235955055,55.0,34,55 +Ramp down,0.9402985074626866,0.5121951219512195,0.6631578947368421,123.0,67,123 +Grass walking,1.0,0.06557377049180328,0.12307692307692308,122.0,8,122 +Uneven ground walking,0.0,0.0,0.0,202.0,0,202 +Carry,0.5428571428571428,0.10734463276836158,0.1792452830188679,177.0,35,177 +accuracy,0.676056338028169,0.676056338028169,0.676056338028169,0.676056338028169,0,0 +macro avg,0.5725688274515283,0.40670939543504775,0.401473639610402,2272.0,0,0 +weighted avg,0.6449434919877587,0.676056338028169,0.6074314409128595,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fbb294f6931476f1d5929fbfb697c2368cddbaba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.6631648063033486,0.9291628334866605,0.7739463601532567,1087.0,1523,1087 +Sit to stand,0.0,0.0,0.0,22.0,0,22 +Stand to sit,0.15730337078651685,0.6666666666666666,0.2545454545454545,21.0,89,21 +Sitting,0.8951612903225806,1.0,0.9446808510638298,333.0,372,333 +Stair up,0.7714285714285715,0.574468085106383,0.6585365853658537,47.0,35,47 +Stair down,0.2222222222222222,0.3333333333333333,0.26666666666666666,24.0,36,24 +Ramp up,0.6176470588235294,0.39622641509433965,0.4827586206896552,53.0,34,53 +Ramp down,0.9402985074626866,0.5294117647058824,0.6774193548387096,119.0,67,119 +Grass walking,1.0,0.06779661016949153,0.12698412698412698,118.0,8,118 +Uneven ground walking,0.0,0.0,0.0,199.0,0,199 +Carry,0.5454545454545454,0.10344827586206896,0.17391304347826086,174.0,33,174 +accuracy,0.6836595357305416,0.6836595357305416,0.6836595357305416,0.6836595357305416,0,0 +macro avg,0.5284254884367274,0.4182285440386205,0.3963137330714375,2197.0,0,0 +weighted avg,0.646965229185685,0.6836595357305416,0.6144739178972224,2197.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..69d453fffec18e6fee522543157e540101d6fe7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1071,2,1,26,1,1,3,3,0,0,9 +Sit to stand,0,1,0,30,0,0,0,0,0,0,0 +Stand to sit,13,2,1,10,0,0,1,0,0,0,1 +Sitting,0,0,0,340,0,0,0,0,0,0,0 +Stair up,20,2,0,1,21,0,6,0,0,0,0 +Stair down,25,0,0,0,0,2,0,0,0,0,0 +Ramp up,48,0,0,0,0,1,6,0,0,0,0 +Ramp down,117,0,0,0,0,1,0,6,0,0,0 +Grass walking,100,0,0,1,4,9,0,1,6,0,0 +Uneven ground walking,192,0,0,10,0,1,0,0,0,0,0 +Carry,151,0,0,0,0,0,7,0,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..dbf33315c2329e33c575293bc1faebdb55e146bb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1048,2,1,22,0,1,3,3,0,0,8 +Sit to stand,0,1,0,21,0,0,0,0,0,0,0 +Stand to sit,10,1,1,6,0,0,1,0,0,0,1 +Sitting,0,0,0,332,0,0,0,0,0,0,0 +Stair up,17,2,0,1,20,0,6,0,0,0,0 +Stair down,23,0,0,0,0,2,0,0,0,0,0 +Ramp up,46,0,0,0,0,1,6,0,0,0,0 +Ramp down,113,0,0,0,0,1,0,6,0,0,0 +Grass walking,97,0,0,1,4,9,0,1,6,0,0 +Uneven ground walking,189,0,0,10,0,1,0,0,0,0,0 +Carry,149,0,0,0,0,0,7,0,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..87b5153ec3e9be4eaa3c76d728ad78ab83de1dd3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,23,0,0,4,1,0,0,0,0,0,1 +Sit to stand,0,0,0,9,0,0,0,0,0,0,0 +Stand to sit,3,1,0,4,0,0,0,0,0,0,0 +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,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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..950162286b5008f1adcd0798da51451860b3d07f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.616580310880829,0.9588182632050134,0.7505255781359496,1117.0,1737,1117 +Sit to stand,0.14285714285714285,0.03225806451612903,0.05263157894736842,31.0,7,31 +Stand to sit,0.5,0.03571428571428571,0.06666666666666667,28.0,2,28 +Sitting,0.8133971291866029,1.0,0.8970976253298153,340.0,418,340 +Stair up,0.8076923076923077,0.42,0.5526315789473685,50.0,26,50 +Stair down,0.13333333333333333,0.07407407407407407,0.09523809523809523,27.0,15,27 +Ramp up,0.2608695652173913,0.10909090909090909,0.15384615384615385,55.0,23,55 +Ramp down,0.6,0.04838709677419355,0.08955223880597014,124.0,10,124 +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,0.6428571428571429,0.10227272727272728,0.17647058823529413,176.0,28,176 +accuracy,0.647887323943662,0.647887323943662,0.647887323943662,0.647887323943662,0,0 +macro avg,0.50159881200225,0.2572911088642578,0.2662862084662781,2272.0,0,0 +weighted avg,0.5944450269455684,0.647887323943662,0.5453826703309229,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..14396f16e350d3ba1a8b1ef177a8442fd467fb3c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.6193853427895981,0.9632352941176471,0.753956834532374,1088.0,1692,1088 +Sit to stand,0.16666666666666666,0.045454545454545456,0.07142857142857142,22.0,6,22 +Stand to sit,0.5,0.05,0.09090909090909091,20.0,2,20 +Sitting,0.8447837150127226,1.0,0.9158620689655173,332.0,393,332 +Stair up,0.8333333333333334,0.43478260869565216,0.5714285714285714,46.0,24,46 +Stair down,0.13333333333333333,0.08,0.1,25.0,15,25 +Ramp up,0.2608695652173913,0.11320754716981132,0.15789473684210525,53.0,23,53 +Ramp down,0.6,0.05,0.09230769230769231,120.0,10,120 +Grass walking,1.0,0.05084745762711865,0.0967741935483871,118.0,6,118 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.6666666666666666,0.10344827586206896,0.1791044776119403,174.0,27,174 +accuracy,0.6551410373066424,0.6551410373066424,0.6551410373066424,0.6551410373066424,0,0 +macro avg,0.5113671475472465,0.26281597535698575,0.2754242034158409,2198.0,0,0 +weighted avg,0.604876645418181,0.6551410373066424,0.5544019315813655,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9ed4f3eb51d0b0049b25a96ce18f204847f40d1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5111111111111111,0.7931034482758621,0.6216216216216216,29.0,45,29 +Sit to stand,0.0,0.0,0.0,9.0,1,9 +Stand to sit,0.0,0.0,0.0,8.0,0,8 +Sitting,0.32,1.0,0.48484848484848486,8.0,25,8 +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,0.0,0.0,0.0,4.0,0,4 +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,0.43243243243243246,0.43243243243243246,0.43243243243243246,0.43243243243243246,0,0 +macro avg,0.12101010101010101,0.18573667711598746,0.13089122180031268,74.0,0,0 +weighted avg,0.26192192192192193,0.43243243243243246,0.3140425437722735,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..66fa29cd7b78c50bd29c6d81eb73684fbe91a7a5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1867,0,0,0,3,0,0,0,1,0,4 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,52,0,1,0,0,0,0,0,0,0,7 +Sitting,382,0,0,1,0,0,0,0,0,0,0 +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,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,149,0,0,0,9,0,0,0,10,0,0 +Uneven ground walking,199,0,0,0,3,0,0,0,2,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..45edae4e821332f87a93413e57774f665cc669b7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1835,0,0,0,3,0,0,0,1,0,4 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,42,0,1,0,0,0,0,0,0,0,7 +Sitting,372,0,0,1,0,0,0,0,0,0,0 +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,133,0,0,0,0,0,0,0,0,0,0 +Grass walking,145,0,0,0,9,0,0,0,10,0,0 +Uneven ground walking,196,0,0,0,2,0,0,0,2,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ed61c4becc9bbcb119b153fbf8ff0f48b3bf18b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,32,0,0,0,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0 +Stand to sit,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,3,0,0,0,1,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9a0ae2c7b84de34e344b02d2291c8298c4938ade --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5911969601013299,0.9957333333333334,0.7419034373137294,1875.0,3158,1875 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,1.0,0.016666666666666666,0.03278688524590164,60.0,1,60 +Sitting,1.0,0.0026109660574412533,0.005208333333333333,383.0,1,383 +Stair up,0.0625,0.013888888888888888,0.022727272727272728,72.0,16,72 +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,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.7692307692307693,0.05952380952380952,0.11049723756906077,168.0,13,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,11,0 +accuracy,0.5875,0.5875,0.5875,0.5875,0,0 +macro avg,0.3111752481210999,0.09894760586092179,0.0830111969262998,3200.0,0,0 +weighted avg,0.5266328341939884,0.5875,0.4422596404039467,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9884ee9e876c8f0c37e9f06a954ade85a55a3419 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.597525236079453,0.9956592512208355,0.7468457468457469,1843.0,3071,1843 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,1.0,0.02,0.0392156862745098,50.0,1,50 +Sitting,1.0,0.002680965147453083,0.0053475935828877,373.0,1,373 +Stair up,0.06666666666666667,0.014705882352941176,0.024096385542168676,68.0,15,68 +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,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.7692307692307693,0.06097560975609756,0.11299435028248588,164.0,13,164 +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,0.5938303341902313,0.5938303341902313,0.5938303341902313,0.5938303341902313,0,0 +macro avg,0.3121293338160808,0.09945651895248431,0.08440906932070899,3112.0,0,0 +weighted avg,0.5317886213308519,0.5938303341902313,0.45005198451801065,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..eb1913e2a599f0f19388c516b9c8d4853de630cd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.367816091954023,1.0,0.5378151260504201,32.0,87,32 +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,0.0,0.0,0.0,4.0,1,4 +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 +accuracy,0.36363636363636365,0.36363636363636365,0.36363636363636365,0.36363636363636365,0,0 +macro avg,0.0367816091954023,0.1,0.05378151260504201,88.0,0,0 +weighted avg,0.13375130616509925,0.36363636363636365,0.19556913674560733,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7cb18cefffb305b15b9d141d947038d91e3fc988 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1858,0,0,0,10,0,0,0,1,0,4 +Sit to stand,66,0,0,0,0,0,0,0,0,0,0 +Stand to sit,51,0,4,0,1,0,0,0,0,0,7 +Sitting,380,0,0,1,0,0,0,0,0,0,0 +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,149,0,0,0,8,0,0,0,12,0,0 +Uneven ground walking,200,0,0,0,3,0,0,0,2,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7f8e0b1534b009f41e8ce913d00eb2d083f4b462 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1825,0,0,0,10,0,0,0,1,0,4 +Sit to stand,55,0,0,0,0,0,0,0,0,0,0 +Stand to sit,41,0,4,0,0,0,0,0,0,0,7 +Sitting,370,0,0,1,0,0,0,0,0,0,0 +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,145,0,0,0,8,0,0,0,12,0,0 +Uneven ground walking,196,0,0,0,2,0,0,0,2,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6139525f58a33eda7566b6f2234c3f2313f9fe3f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,10,0,0,0,1,0,0,0,0,0 +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,4,0,0,0,1,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e1736d1932828d6c26715ee064bc995a4a7b7d07 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.590403558945027,0.9919914575547251,0.7402390438247012,1873.0,3147,1873 +Sit to stand,0.0,0.0,0.0,66.0,0,66 +Stand to sit,1.0,0.06349206349206349,0.11940298507462686,63.0,4,63 +Sitting,1.0,0.0026246719160104987,0.005235602094240838,381.0,1,381 +Stair up,0.0,0.0,0.0,72.0,22,72 +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,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.8,0.07100591715976332,0.13043478260869565,169.0,15,169 +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,0.5859375,0.5859375,0.5859375,0.5859375,0,0 +macro avg,0.3082185053586388,0.1026467372838693,0.09048294669111495,3200.0,0,0 +weighted avg,0.5265705830950111,0.5859375,0.4431338624381694,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..04179c9d7eea1338a8700f2a9062a58d88b06de3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5967952910398954,0.9918478260869565,0.7452021233156391,1840.0,3058,1840 +Sit to stand,0.0,0.0,0.0,55.0,0,55 +Stand to sit,1.0,0.07692307692307693,0.14285714285714285,52.0,4,52 +Sitting,1.0,0.0026954177897574125,0.005376344086021506,371.0,1,371 +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,0.0,0.0,0.0,148.0,0,148 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.8,0.07272727272727272,0.13333333333333333,165.0,15,165 +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,0.5924734641363782,0.5924734641363782,0.5924734641363782,0.5924734641363782,0,0 +macro avg,0.30879957191271773,0.10401759941155125,0.0933426312356488,3109.0,0,0 +weighted avg,0.5317154504707003,0.5924734641363782,0.4511402708218917,3109.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a0323ec7a1301679286d41d6458d46a2251bfce8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3707865168539326,1.0,0.5409836065573771,33.0,89,33 +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,0.0,0.0,0.0,4.0,2,4 +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,0.0,0.0,0.0,5.0,0,5 +accuracy,0.3626373626373626,0.3626373626373626,0.3626373626373626,0.3626373626373626,0,0 +macro avg,0.03707865168539326,0.1,0.05409836065573771,91.0,0,0 +weighted avg,0.13446104457340413,0.3626373626373626,0.19618086831201587,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..eaa2cc3c656e8ca24936227a2182758d78eca6fe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1849,0,1,0,17,0,0,0,2,0,6 +Sit to stand,67,0,0,0,0,0,0,0,0,0,0 +Stand to sit,47,0,6,0,1,0,0,0,0,0,7 +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,147,0,0,0,7,0,0,0,15,0,0 +Uneven ground walking,200,0,0,0,1,0,0,0,4,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..72252f1df1e03e05d83741395ef57ab3992755cd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1817,0,1,0,16,0,0,0,2,0,6 +Sit to stand,56,0,0,0,0,0,0,0,0,0,0 +Stand to sit,37,0,6,0,1,0,0,0,0,0,6 +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,143,0,0,0,7,0,0,0,15,0,0 +Uneven ground walking,196,0,0,0,1,0,0,0,4,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9dfe34d5715dbeae13c669ed04420910a305332e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/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,32,0,0,0,1,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,0,0,0,0,1 +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,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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..29555221543ba5c040c2e39034402cffdfa4e3e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5901691669326524,0.9861333333333333,0.7384185303514377,1875.0,3133,1875 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.8571428571428571,0.09836065573770492,0.17647058823529413,61.0,7,61 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,71.0,26,71 +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,0.0,0.0,0.0,138.0,0,138 +Grass walking,0.7142857142857143,0.08875739644970414,0.15789473684210525,169.0,21,169 +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,0.584375,0.584375,0.584375,0.584375,0,0 +macro avg,0.1965088853055658,0.10665921686552203,0.0975258050389852,3200.0,0,0 +weighted avg,0.399864746249601,0.584375,0.44436989400550453,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..319768b86bd64d6b28472ef5351b36545bbb54fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5965200262639527,0.9864277958740499,0.7434533551554828,1842.0,3046,1842 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.8571428571428571,0.12,0.21052631578947367,50.0,7,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,67.0,25,67 +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,0.0,0.0,0.0,134.0,0,134 +Grass walking,0.7142857142857143,0.09090909090909091,0.16129032258064516,165.0,21,165 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.0,0.0,0.0,0.0,12,0 +accuracy,0.5908068145290903,0.5908068145290903,0.5908068145290903,0.5908068145290903,0,0 +macro avg,0.19708623615386586,0.10884880788937643,0.10138818122960015,3111.0,0,0 +weighted avg,0.4048550864971028,0.5908068145290903,0.45213124371960123,3111.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b91554415ad12f753bfd0819b706f48caf862f1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.0,0.0,0.0,4.0,1,4 +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,0.0,0.0,0.0,4.0,0,4 +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,0.3595505617977528,0.3595505617977528,0.3595505617977528,0.3595505617977528,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..716c78f5d36debc9e88442eca953f999cef1f0c7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1839,0,7,0,17,0,1,0,3,0,7 +Sit to stand,67,0,0,0,0,0,0,0,0,0,0 +Stand to sit,47,0,8,0,1,0,0,0,0,0,7 +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,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,135,0,0,0,1,0,0,0,0,0,0 +Grass walking,149,0,0,0,7,0,0,0,13,0,0 +Uneven ground walking,200,0,0,0,1,0,0,0,4,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7e13128c232bed58bcc7c3f5326b45b167ed9612 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1807,0,7,0,16,0,1,0,3,0,7 +Sit to stand,56,0,0,0,0,0,0,0,0,0,0 +Stand to sit,36,0,8,0,1,0,0,0,0,0,7 +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,148,0,0,0,0,0,0,0,0,0,0 +Ramp down,131,0,0,0,1,0,0,0,0,0,0 +Grass walking,145,0,0,0,7,0,0,0,13,0,0 +Uneven ground walking,195,0,0,0,1,0,0,0,4,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a0a99454ac790995d14974e04dfbc77dffef1bb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,32,0,0,0,1,0,0,0,0,0 +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,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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..611e319806cef06503444fd1492edbdf1c3c8086 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5888568683957733,0.9813233724653149,0.736041624974985,1874.0,3123,1874 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.5333333333333333,0.12698412698412698,0.20512820512820512,63.0,15,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,27,72 +Stair down,0.0,0.0,0.0,81.0,0,81 +Ramp up,0.0,0.0,0.0,152.0,1,152 +Ramp down,0.0,0.0,0.0,136.0,0,136 +Grass walking,0.65,0.07692307692307693,0.13756613756613756,169.0,20,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,14,0 +accuracy,0.58125,0.58125,0.58125,0.58125,0,0 +macro avg,0.1611082001571915,0.10774823421568351,0.09806690615175707,3200.0,0,0 +weighted avg,0.3896774285542747,0.58125,0.4423480498046488,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c3cb69f781814ec706501ec3b8f73a92fcbaff6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5955833882663151,0.9815317762085823,0.7413333333333333,1841.0,3034,1841 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.5333333333333333,0.15384615384615385,0.23880597014925373,52.0,15,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,26,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,148.0,1,148 +Ramp down,0.0,0.0,0.0,132.0,0,132 +Grass walking,0.65,0.07878787878787878,0.14054054054054055,165.0,20,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,14,0 +accuracy,0.5877813504823152,0.5877813504823152,0.5877813504823152,0.5877813504823152,0,0 +macro avg,0.16171970196360438,0.11037870989478318,0.10187998582028433,3110.0,0,0 +weighted avg,0.39596538621595484,0.5877813504823152,0.4502899570108093,3110.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b32495c240e53a8bd2ec78761cad9f01e59c89d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3595505617977528,0.9696969696969697,0.5245901639344263,33.0,89,33 +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,0.0,0.0,0.0,4.0,0,4 +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,0.0,0.0,0.0,5.0,0,5 +accuracy,0.35555555555555557,0.35555555555555557,0.35555555555555557,0.35555555555555557,0,0 +macro avg,0.03595505617977528,0.09696969696969697,0.05245901639344262,90.0,0,0 +weighted avg,0.13183520599250936,0.35555555555555557,0.1923497267759563,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f0668c9a75c337a47167b853bd69fe21bd79cf8c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1803,0,20,0,23,0,3,0,14,0,14 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,44,0,7,0,1,0,0,0,0,0,8 +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,151,0,0,0,0,0,0,0,0,0,0 +Ramp down,133,0,3,0,1,0,0,0,0,0,0 +Grass walking,147,0,1,0,8,0,0,0,12,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..53b498ff9521c2e596683086c7ab1e31cf9f34dc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1771,0,20,0,23,0,3,0,14,0,14 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,36,0,6,0,1,0,0,0,0,0,7 +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,129,0,3,0,1,0,0,0,0,0,0 +Grass walking,143,0,1,0,8,0,0,0,12,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f04a13f7089ea6172fcd8c4d3c6b7df78a178642 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,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,8,0,1,0,0,0,0,0,0,0,1 +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,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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4fcff339089322a26396509f1c72af396c3e1d54 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5853896103896103,0.9605753862546617,0.7274561226548315,1877.0,3080,1877 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.22580645161290322,0.11666666666666667,0.15384615384615385,60.0,31,60 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,33,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,3,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.3870967741935484,0.07142857142857142,0.12060301507537688,168.0,31,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,22,0 +accuracy,0.569375,0.569375,0.569375,0.569375,0,0 +macro avg,0.10893571238146019,0.10442460221362725,0.09108229923421475,3200.0,0,0 +weighted avg,0.36792404495705905,0.569375,0.4359147556207973,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..822d0a918579e753caf2af24051f81d8bcba19dd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5915163660654643,0.9598915989159892,0.7319694151684232,1845.0,2994,1845 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.2,0.12,0.15,50.0,30,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,33,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,147.0,3,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.3870967741935484,0.07317073170731707,0.12307692307692308,164.0,31,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,21,0 +accuracy,0.5748714652956298,0.5748714652956298,0.5748714652956298,0.5748714652956298,0,0 +macro avg,0.1071466491144557,0.1048238482384824,0.09136784893139512,3112.0,0,0 +weighted avg,0.37430320255736615,0.5748714652956298,0.44285610101875195,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8aae24d630c6e452f3fe8b22406cb5e2dddd83d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.37209302325581395,1.0,0.5423728813559322,32.0,86,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,1.0,0.1,0.18181818181818182,10.0,1,10 +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,0.375,0.375,0.375,0.375,0,0 +macro avg,0.12473572938689217,0.1,0.06583555119764672,88.0,0,0 +weighted avg,0.2489429175475687,0.375,0.21788765933604146,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e47061d4771a822721c0b14016c68dfe26a021b6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1731,0,23,0,49,1,14,1,40,0,20 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,39,0,9,0,4,0,1,0,1,0,6 +Sitting,376,0,1,0,0,0,1,0,0,0,1 +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,150,0,0,0,0,0,1,0,0,0,0 +Ramp down,133,0,1,0,3,0,0,0,0,0,0 +Grass walking,137,0,0,0,13,0,0,0,18,0,0 +Uneven ground walking,195,0,1,0,1,0,0,2,5,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0a0e51b81c3404419b63c4e6824b1246518e535a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,1699,0,23,0,49,1,14,1,40,0,20 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,33,0,7,0,3,0,1,0,1,0,5 +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,129,0,1,0,3,0,0,0,0,0,0 +Grass walking,133,0,0,0,13,0,0,0,18,0,0 +Uneven ground walking,191,0,1,0,1,0,0,2,5,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..21613f0bd5f004a3a76b4b30b641fb91d4b1d20d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,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,6,0,2,0,1,0,0,0,0,0,1 +Sitting,8,0,0,0,0,0,1,0,0,0,1 +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,3,0,0,0,0,0,1,0,0,0,0 +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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c5556dec2841f303f3fd3745a88ebd38b13f9a27 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5802883003687563,0.9212346993081426,0.7120526532291238,1879.0,2983,1879 +Sit to stand,0.0,0.0,0.0,68.0,0,68 +Stand to sit,0.2571428571428571,0.15,0.18947368421052632,60.0,35,60 +Sitting,0.0,0.0,0.0,379.0,0,379 +Stair up,0.0,0.0,0.0,72.0,70,72 +Stair down,0.0,0.0,0.0,82.0,1,82 +Ramp up,0.058823529411764705,0.006622516556291391,0.011904761904761904,151.0,17,151 +Ramp down,0.0,0.0,0.0,137.0,3,137 +Grass walking,0.28125,0.10714285714285714,0.15517241379310345,168.0,64,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,27,0 +accuracy,0.5496875,0.5496875,0.5496875,0.5496875,0,0 +macro avg,0.107045880629398,0.1077272793642992,0.09714577392159232,3200.0,0,0 +weighted avg,0.3631008252383253,0.5496875,0.43036935657344244,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1f586a1a51b0b2b6e9fb3195f4a5e0e6705d4b44 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.5854583046175051,0.9198700595560368,0.7155190566435039,1847.0,2902,1847 +Sit to stand,0.0,0.0,0.0,57.0,0,57 +Stand to sit,0.21212121212121213,0.14,0.1686746987951807,50.0,33,50 +Sitting,0.0,0.0,0.0,369.0,0,369 +Stair up,0.0,0.0,0.0,68.0,69,68 +Stair down,0.0,0.0,0.0,77.0,1,77 +Ramp up,0.0,0.0,0.0,147.0,15,147 +Ramp down,0.0,0.0,0.0,133.0,3,133 +Grass walking,0.28125,0.10975609756097561,0.15789473684210525,164.0,64,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,25,0 +accuracy,0.5539845758354756,0.5539845758354756,0.5539845758354756,0.5539845758354756,0,0 +macro avg,0.09807541061261067,0.10632965064700114,0.0947353174800718,3112.0,0,0 +weighted avg,0.36570454666921354,0.5539845758354756,0.43569799787995367,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b588f3a57f336200fcc97686dcc5abbf25103a7c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_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,0.3950617283950617,1.0,0.5663716814159292,32.0,81,32 +Sit to stand,0.0,0.0,0.0,11.0,0,11 +Stand to sit,1.0,0.2,0.3333333333333333,10.0,2,10 +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,0.5,0.25,0.3333333333333333,4.0,2,4 +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,0.3977272727272727,0.3977272727272727,0.3977272727272727,0.3977272727272727,0,0 +macro avg,0.1722783389450056,0.1318181818181818,0.11209439528023597,88.0,0,0 +weighted avg,0.28002244668911336,0.3977272727272727,0.25898364172700455,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..411ce166a0406cce1c1f4b1617c6cb8418d353e1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,16753,61,33,188,214,133,12,901,9,38,685 +Sit to stand,123,317,64,357,0,0,0,0,0,0,0 +Stand to sit,476,29,421,235,0,1,0,3,0,0,40 +Sitting,476,41,49,3067,0,0,0,0,0,0,1 +Stair up,469,47,2,87,494,24,10,0,2,4,6 +Stair down,760,2,4,12,5,356,0,0,0,1,0 +Ramp up,1226,22,0,26,36,69,400,0,0,8,20 +Ramp down,1079,0,0,0,12,343,0,939,1,0,1 +Grass walking,1440,0,0,7,82,99,18,178,354,101,14 +Uneven ground walking,1566,4,15,3,37,212,5,39,30,308,13 +Carry,3464,0,4,0,3,107,10,684,0,0,1390 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6fdd6cafce0cb613e2ed4dc5f4ad719afe076d24 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,603,18,5,33,13,19,1,17,3,3,43 +Sit to stand,96,75,6,120,0,0,0,0,0,0,0 +Stand to sit,128,14,36,100,1,2,0,0,0,1,12 +Sitting,35,19,6,179,0,0,0,0,0,0,1 +Stair up,50,1,0,0,20,0,0,0,0,0,5 +Stair down,48,0,0,1,0,18,0,0,0,0,0 +Ramp up,50,0,0,2,0,1,2,1,0,0,8 +Ramp down,54,0,0,0,2,3,0,15,0,0,0 +Grass walking,62,0,0,0,0,0,0,5,4,1,1 +Uneven ground walking,47,0,0,0,1,9,0,2,1,7,4 +Carry,108,1,0,0,1,1,0,1,0,0,13 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..482513559be7f21935f41f059d76f7758016ddc1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.596159791158589,0.8772302249178671,0.709885884903268,19785.0,29113,19785 +Sit to stand,0.6021505376344086,0.3385146804835924,0.43338861249309013,1158.0,651,1158 +Stand to sit,0.7085271317829457,0.304869913275517,0.42630597014925375,1499.0,645,1499 +Sitting,0.7348879329861897,0.8378936499741869,0.7830177300687492,3874.0,4417,3874 +Stair up,0.5580890336590663,0.42096642096642095,0.47992530345471524,1221.0,921,1221 +Stair down,0.2677165354330709,0.30985915492957744,0.2872503840245776,1207.0,1397,1207 +Ramp up,0.8777292576419214,0.21485836451095672,0.34521253756977244,1871.0,458,1871 +Ramp down,0.34254937163375226,0.38954675377705184,0.36453954910202524,2449.0,2785,2449 +Grass walking,0.8861386138613861,0.15131022823330514,0.2584837545126354,2366.0,404,2366 +Uneven ground walking,0.6673728813559322,0.13677811550151975,0.22702702702702704,2303.0,472,2303 +Carry,0.6216216216216216,0.24243995161569035,0.3488314271506713,5787.0,2257,5787 +accuracy,0.5921645220588235,0.5921645220588235,0.5921645220588235,0.5921645220588235,0,0 +macro avg,0.6239038826153531,0.38402431438051693,0.4239880164050714,43520.0,0,0 +weighted avg,0.6231142753817112,0.5921645220588235,0.5478826488864676,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..56d41cf78687c17eb3f62b0cb3a5915cdf9a6db3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6019330267318195,0.8804856256898093,0.7150387332209394,19027.0,27832,19027 +Sit to stand,0.6061185468451242,0.3681765389082462,0.45809248554913296,861.0,523,861 +Stand to sit,0.7111486486486487,0.34937759336099583,0.46855870895937674,1205.0,592,1205 +Sitting,0.7702159718734304,0.8439735828288387,0.8054096638655462,3634.0,3982,3634 +Stair up,0.5594563986409966,0.4314410480349345,0.48717948717948717,1145.0,883,1145 +Stair down,0.2648809523809524,0.312280701754386,0.286634460547504,1140.0,1344,1140 +Ramp up,0.8791208791208791,0.22136137244050913,0.3536693191865606,1807.0,455,1807 +Ramp down,0.342201166180758,0.3953684210526316,0.3668685290095722,2375.0,2744,2375 +Grass walking,0.8939393939393939,0.15438290449193195,0.2632949051692079,2293.0,396,2293 +Uneven ground walking,0.6695652173913044,0.13799283154121864,0.2288261515601783,2232.0,460,2232 +Carry,0.6405529953917051,0.24549629106322854,0.35495403472931564,5662.0,2170,5662 +accuracy,0.5992846958749184,0.5992846958749184,0.5992846958749184,0.5992846958749184,0,0 +macro avg,0.6308302906495465,0.3945760828333391,0.43532058899789283,41381.0,0,0 +weighted avg,0.6318279270125627,0.5992846958749184,0.5560555210439881,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..482513559be7f21935f41f059d76f7758016ddc1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.596159791158589,0.8772302249178671,0.709885884903268,19785.0,29113,19785 +Sit to stand,0.6021505376344086,0.3385146804835924,0.43338861249309013,1158.0,651,1158 +Stand to sit,0.7085271317829457,0.304869913275517,0.42630597014925375,1499.0,645,1499 +Sitting,0.7348879329861897,0.8378936499741869,0.7830177300687492,3874.0,4417,3874 +Stair up,0.5580890336590663,0.42096642096642095,0.47992530345471524,1221.0,921,1221 +Stair down,0.2677165354330709,0.30985915492957744,0.2872503840245776,1207.0,1397,1207 +Ramp up,0.8777292576419214,0.21485836451095672,0.34521253756977244,1871.0,458,1871 +Ramp down,0.34254937163375226,0.38954675377705184,0.36453954910202524,2449.0,2785,2449 +Grass walking,0.8861386138613861,0.15131022823330514,0.2584837545126354,2366.0,404,2366 +Uneven ground walking,0.6673728813559322,0.13677811550151975,0.22702702702702704,2303.0,472,2303 +Carry,0.6216216216216216,0.24243995161569035,0.3488314271506713,5787.0,2257,5787 +accuracy,0.5921645220588235,0.5921645220588235,0.5921645220588235,0.5921645220588235,0,0 +macro avg,0.6239038826153531,0.38402431438051693,0.4239880164050714,43520.0,0,0 +weighted avg,0.6231142753817112,0.5921645220588235,0.5478826488864676,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..56d41cf78687c17eb3f62b0cb3a5915cdf9a6db3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.6019330267318195,0.8804856256898093,0.7150387332209394,19027.0,27832,19027 +Sit to stand,0.6061185468451242,0.3681765389082462,0.45809248554913296,861.0,523,861 +Stand to sit,0.7111486486486487,0.34937759336099583,0.46855870895937674,1205.0,592,1205 +Sitting,0.7702159718734304,0.8439735828288387,0.8054096638655462,3634.0,3982,3634 +Stair up,0.5594563986409966,0.4314410480349345,0.48717948717948717,1145.0,883,1145 +Stair down,0.2648809523809524,0.312280701754386,0.286634460547504,1140.0,1344,1140 +Ramp up,0.8791208791208791,0.22136137244050913,0.3536693191865606,1807.0,455,1807 +Ramp down,0.342201166180758,0.3953684210526316,0.3668685290095722,2375.0,2744,2375 +Grass walking,0.8939393939393939,0.15438290449193195,0.2632949051692079,2293.0,396,2293 +Uneven ground walking,0.6695652173913044,0.13799283154121864,0.2288261515601783,2232.0,460,2232 +Carry,0.6405529953917051,0.24549629106322854,0.35495403472931564,5662.0,2170,5662 +accuracy,0.5992846958749184,0.5992846958749184,0.5992846958749184,0.5992846958749184,0,0 +macro avg,0.6308302906495465,0.3945760828333391,0.43532058899789283,41381.0,0,0 +weighted avg,0.6318279270125627,0.5992846958749184,0.5560555210439881,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..913237007dea0311c693c249c2756f757da3e336 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_contrastive_pretrained_kd_fitnets/seed_2/20260527_011436_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,0.4707259953161593,0.7955145118733509,0.5914664051005395,758.0,1281,758 +Sit to stand,0.5859375,0.25252525252525254,0.35294117647058826,297.0,128,297 +Stand to sit,0.6792452830188679,0.12244897959183673,0.207492795389049,294.0,53,294 +Sitting,0.4114942528735632,0.7458333333333333,0.5303703703703704,240.0,435,240 +Stair up,0.5263157894736842,0.2631578947368421,0.3508771929824561,76.0,38,76 +Stair down,0.33962264150943394,0.26865671641791045,0.3,67.0,53,67 +Ramp up,0.6666666666666666,0.03125,0.05970149253731343,64.0,3,64 +Ramp down,0.36585365853658536,0.20270270270270271,0.2608695652173913,74.0,41,74 +Grass walking,0.5,0.0547945205479452,0.09876543209876543,73.0,8,73 +Uneven ground walking,0.5833333333333334,0.09859154929577464,0.1686746987951807,71.0,12,71 +Carry,0.14942528735632185,0.104,0.12264150943396226,125.0,87,125 +accuracy,0.4544179523141655,0.4544179523141655,0.4544179523141655,0.4544179523141655,0,0 +macro avg,0.4798745825531468,0.26722504191135904,0.27670914894505605,2139.0,0,0 +weighted avg,0.49480124254911834,0.4544179523141655,0.3954439990945758,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7872e28ff83f886f6fbd6c6a961777a3643e7fe2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,664,0,1,5,0,0,1,6,5,0,183 +Sit to stand,24,67,0,30,0,0,0,0,0,0,0 +Stand to sit,21,0,87,19,0,0,0,0,0,0,9 +Sitting,0,0,0,316,0,0,0,0,0,0,0 +Stair up,4,0,0,0,81,0,0,0,0,0,7 +Stair down,39,0,0,0,0,35,0,16,0,0,0 +Ramp up,13,0,0,0,0,0,127,0,1,0,4 +Ramp down,2,0,0,0,0,0,0,137,0,0,0 +Grass walking,20,0,0,0,0,0,0,0,100,0,6 +Uneven ground walking,13,0,0,0,0,0,0,1,1,90,4 +Carry,40,0,0,0,0,0,0,0,0,0,477 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..ef5708b4d0703d26f101c54f15221ec048145c90 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,609,0,1,5,0,0,0,1,2,0,163 +Sit to stand,7,58,0,17,0,0,0,0,0,0,0 +Stand to sit,8,0,81,4,0,0,0,0,0,0,4 +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,31,0,0,0,0,35,0,15,0,0,0 +Ramp up,8,0,0,0,0,0,125,0,0,0,2 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,14,0,0,0,0,0,0,0,97,0,5 +Uneven ground walking,6,0,0,0,0,0,0,1,1,87,4 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..1fc71e5642606e64a7e25b66dd5cc0834f26b2cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,55,0,0,0,0,0,1,5,3,0,20 +Sit to stand,17,9,0,13,0,0,0,0,0,0,0 +Stand to sit,13,0,6,15,0,0,0,0,0,0,5 +Sitting,0,0,0,33,0,0,0,0,0,0,0 +Stair up,3,0,0,0,3,0,0,0,0,0,4 +Stair down,8,0,0,0,0,0,0,1,0,0,0 +Ramp up,5,0,0,0,0,0,2,0,1,0,2 +Ramp down,2,0,0,0,0,0,0,9,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,3,0,1 +Uneven ground walking,7,0,0,0,0,0,0,0,0,3,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ac8c6155ce520d27da6ac46200be064b342cd230 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7904761904761904,0.7676300578034682,0.7788856304985338,865.0,840,865 +Sit to stand,1.0,0.5537190082644629,0.7127659574468085,121.0,67,121 +Stand to sit,0.9886363636363636,0.6397058823529411,0.7767857142857143,136.0,88,136 +Sitting,0.8540540540540541,1.0,0.9212827988338192,316.0,370,316 +Stair up,1.0,0.8804347826086957,0.9364161849710982,92.0,81,92 +Stair down,1.0,0.3888888888888889,0.56,90.0,35,90 +Ramp up,0.9921875,0.8758620689655172,0.9304029304029304,145.0,128,145 +Ramp down,0.85625,0.9856115107913669,0.9163879598662207,139.0,160,139 +Grass walking,0.9345794392523364,0.7936507936507936,0.8583690987124464,126.0,107,126 +Uneven ground walking,1.0,0.8256880733944955,0.9045226130653267,109.0,90,109 +Carry,0.691304347826087,0.9226305609284333,0.7903893951946976,517.0,690,517 +accuracy,0.8211596385542169,0.8211596385542169,0.8211596385542169,0.8211596385542169,0,0 +macro avg,0.9188625359313665,0.7848928752408239,0.8260189348434178,2656.0,0,0 +weighted avg,0.8426750097776402,0.8211596385542169,0.8173811753506618,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..00a17b6cc338c99ee9dfdc759ca0775fdcd85282 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8481894150417827,0.7797695262483995,0.8125416944629753,781.0,718,781 +Sit to stand,1.0,0.7073170731707317,0.8285714285714286,82.0,58,82 +Stand to sit,0.9878048780487805,0.8350515463917526,0.9050279329608939,97.0,82,97 +Sitting,0.9158576051779935,1.0,0.956081081081081,283.0,309,283 +Stair up,1.0,0.9512195121951219,0.975,82.0,78,82 +Stair down,1.0,0.43209876543209874,0.603448275862069,81.0,35,81 +Ramp up,1.0,0.9259259259259259,0.9615384615384616,135.0,125,135 +Ramp down,0.8827586206896552,1.0,0.9377289377289377,128.0,145,128 +Grass walking,0.97,0.8362068965517241,0.8981481481481481,116.0,100,116 +Uneven ground walking,1.0,0.8787878787878788,0.9354838709677419,99.0,87,99 +Carry,0.7211093990755008,0.9322709163346613,0.8132059079061685,502.0,649,502 +accuracy,0.8587594300083823,0.8587594300083823,0.8587594300083823,0.8587594300083823,0,0 +macro avg,0.9387018107303375,0.8435134582762085,0.8751614308389004,2386.0,0,0 +weighted avg,0.8734076824676921,0.8587594300083823,0.8569112895319806,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c7b3aea8dd7ad0ba511e3169784920df6009fa4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.45081967213114754,0.6547619047619048,0.5339805825242718,84.0,122,84 +Sit to stand,1.0,0.23076923076923078,0.375,39.0,9,39 +Stand to sit,1.0,0.15384615384615385,0.26666666666666666,39.0,6,39 +Sitting,0.5409836065573771,1.0,0.7021276595744681,33.0,61,33 +Stair up,1.0,0.3,0.46153846153846156,10.0,3,10 +Stair down,0.0,0.0,0.0,9.0,0,9 +Ramp up,0.6666666666666666,0.2,0.3076923076923077,10.0,3,10 +Ramp down,0.6,0.8181818181818182,0.6923076923076923,11.0,15,11 +Grass walking,0.42857142857142855,0.3,0.35294117647058826,10.0,7,10 +Uneven ground walking,1.0,0.3,0.46153846153846156,10.0,3,10 +Carry,0.21951219512195122,0.6,0.32142857142857145,15.0,41,15 +accuracy,0.4888888888888889,0.4888888888888889,0.4888888888888889,0.4888888888888889,0,0 +macro avg,0.6278685062771429,0.4143235552326461,0.4068383254310444,270.0,0,0 +weighted avg,0.6465421309430371,0.4888888888888889,0.4493462924341024,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..56216b85f2a7c26175ae90da33f9c2b4dfe0dff6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,680,0,1,5,0,0,1,4,7,0,175 +Sit to stand,19,76,0,28,0,0,0,0,0,0,0 +Stand to sit,23,0,83,13,0,0,0,0,0,0,11 +Sitting,0,2,0,315,0,0,0,0,0,0,0 +Stair up,3,0,0,0,78,0,0,0,0,0,7 +Stair down,41,0,0,0,0,35,0,15,0,0,0 +Ramp up,12,0,0,0,0,0,127,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,138,0,0,0 +Grass walking,16,0,0,0,0,0,0,0,99,0,9 +Uneven ground walking,9,0,0,0,0,0,0,1,1,91,7 +Carry,41,0,0,0,0,0,0,0,0,0,479 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..ebe8130fd03250d29755d887be7d72817e0145c6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,614,0,1,5,0,0,0,2,3,0,158 +Sit to stand,4,59,0,21,0,0,0,0,0,0,0 +Stand to sit,8,0,75,2,0,0,0,0,0,0,6 +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,35,0,0,0,0,34,0,11,0,0,0 +Ramp up,7,0,0,0,0,0,124,0,0,0,2 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,94,0,8 +Uneven ground walking,6,0,0,0,0,0,0,1,1,86,5 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..e1986944e80922814072277f21527ade430be50c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,66,0,0,0,0,0,1,2,4,0,17 +Sit to stand,15,17,0,7,0,0,0,0,0,0,0 +Stand to sit,15,0,8,11,0,0,0,0,0,0,5 +Sitting,0,2,0,32,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,4 +Stair down,6,0,0,0,0,1,0,4,0,0,0 +Ramp up,5,0,0,0,0,0,3,0,0,0,2 +Ramp down,0,0,0,0,0,0,0,10,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,5,0,1 +Uneven ground walking,3,0,0,0,0,0,0,0,0,5,2 +Carry,8,0,0,0,0,0,0,0,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ba56844c90ba74fc8eb24f102a0c4bd627ff8653 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8056872037914692,0.7789232531500573,0.7920792079207921,873.0,844,873 +Sit to stand,0.9743589743589743,0.6178861788617886,0.7562189054726368,123.0,78,123 +Stand to sit,0.9880952380952381,0.6384615384615384,0.7757009345794392,130.0,84,130 +Sitting,0.8725761772853186,0.9936908517350158,0.9292035398230089,317.0,361,317 +Stair up,1.0,0.8863636363636364,0.9397590361445783,88.0,78,88 +Stair down,1.0,0.38461538461538464,0.5555555555555556,91.0,35,91 +Ramp up,0.9921875,0.8881118881118881,0.9372693726937269,143.0,128,143 +Ramp down,0.8734177215189873,1.0,0.9324324324324325,138.0,158,138 +Grass walking,0.9252336448598131,0.7983870967741935,0.8571428571428571,124.0,107,124 +Uneven ground walking,1.0,0.8348623853211009,0.91,109.0,91,109 +Carry,0.6921965317919075,0.9211538461538461,0.7904290429042904,520.0,692,520 +accuracy,0.8286897590361446,0.8286897590361446,0.8286897590361446,0.8286897590361446,0,0 +macro avg,0.9203411810637916,0.7947687326862227,0.8341628076972107,2656.0,0,0 +weighted avg,0.8484020099668533,0.8286897590361446,0.8254356478954479,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e46d4dc568c66b692e900dcee61300e13efd2ff8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8527777777777777,0.7841634738186463,0.8170326014637392,783.0,720,783 +Sit to stand,1.0,0.7023809523809523,0.8251748251748252,84.0,59,84 +Stand to sit,0.9868421052631579,0.8241758241758241,0.8982035928143712,91.0,76,91 +Sitting,0.909967845659164,1.0,0.9528619528619529,283.0,311,283 +Stair up,1.0,0.9487179487179487,0.9736842105263158,78.0,74,78 +Stair down,1.0,0.425,0.5964912280701754,80.0,34,80 +Ramp up,1.0,0.9323308270676691,0.9649805447470817,133.0,124,133 +Ramp down,0.9014084507042254,1.0,0.9481481481481482,128.0,142,128 +Grass walking,0.9591836734693877,0.8245614035087719,0.8867924528301887,114.0,98,114 +Uneven ground walking,1.0,0.8686868686868687,0.9297297297297298,99.0,86,99 +Carry,0.7212863705972435,0.9345238095238095,0.8141745894554884,504.0,653,504 +accuracy,0.8590660496424064,0.8590660496424064,0.8590660496424064,0.8590660496424064,0,0 +macro avg,0.9392242021337233,0.8404128279891356,0.8733885341656378,2377.0,0,0 +weighted avg,0.8739184194981711,0.8590660496424064,0.8570893100123164,2377.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9557d0e20702242b19c60823b4ea9ce12027001b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.532258064516129,0.7333333333333333,0.616822429906542,90.0,124,90 +Sit to stand,0.8947368421052632,0.4358974358974359,0.5862068965517241,39.0,19,39 +Stand to sit,1.0,0.20512820512820512,0.3404255319148936,39.0,8,39 +Sitting,0.64,0.9411764705882353,0.7619047619047619,34.0,50,34 +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,0.75,0.3,0.42857142857142855,10.0,4,10 +Ramp down,0.625,1.0,0.7692307692307693,10.0,16,10 +Grass walking,0.5555555555555556,0.5,0.5263157894736842,10.0,9,10 +Uneven ground walking,1.0,0.5,0.6666666666666666,10.0,5,10 +Carry,0.20512820512820512,0.5,0.2909090909090909,16.0,39,16 +accuracy,0.5698924731182796,0.5698924731182796,0.5698924731182796,0.5698924731182796,0,0 +macro avg,0.7456980606641047,0.5096767759869364,0.5204680548386181,279.0,0,0 +weighted avg,0.706614944394852,0.5698924731182796,0.5507794134341891,279.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..51b64aab2fbb9c70675d6346c8eaee065cd37774 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,673,0,1,6,0,0,2,5,6,0,179 +Sit to stand,14,83,0,25,0,0,0,0,0,0,0 +Stand to sit,30,0,71,18,0,0,0,0,0,0,14 +Sitting,0,5,0,312,0,0,0,0,0,0,0 +Stair up,3,0,0,0,78,0,0,0,0,0,8 +Stair down,42,0,0,0,0,32,0,14,1,0,0 +Ramp up,13,0,0,0,0,0,127,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,138,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,99,0,11 +Uneven ground walking,8,0,0,0,0,0,0,1,1,93,8 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..47d484d966b9094a75d57e333e3dc0acd5503b37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,612,0,0,6,0,0,1,2,2,0,160 +Sit to stand,2,61,0,20,0,0,0,0,0,0,0 +Stand to sit,15,0,67,3,0,0,0,0,0,0,9 +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,37,0,0,0,0,31,0,11,1,0,0 +Ramp up,7,0,0,0,0,0,125,0,0,0,3 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,95,0,9 +Uneven ground walking,6,0,0,0,0,0,0,1,1,87,6 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..83a4abf457070e18191597347c2f5b47d846dd2c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,61,0,1,0,0,0,1,3,4,0,19 +Sit to stand,12,22,0,5,0,0,0,0,0,0,0 +Stand to sit,15,0,4,15,0,0,0,0,0,0,5 +Sitting,0,5,0,27,0,0,0,0,0,0,0 +Stair up,2,0,0,0,5,0,0,0,0,0,3 +Stair down,5,0,0,0,0,1,0,3,0,0,0 +Ramp up,6,0,0,0,0,0,2,0,0,0,1 +Ramp down,0,0,0,0,0,0,0,10,0,0,0 +Grass walking,3,0,0,0,0,0,0,0,4,0,2 +Uneven ground walking,2,0,0,0,0,0,0,0,0,6,2 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d2ea6672eb7638631048f0023bdd4921f883633 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8021454112038141,0.7717889908256881,0.7866744593804793,872.0,839,872 +Sit to stand,0.9431818181818182,0.680327868852459,0.7904761904761904,122.0,88,122 +Stand to sit,0.9861111111111112,0.5338345864661654,0.6926829268292682,133.0,72,133 +Sitting,0.8642659279778393,0.9842271293375394,0.9203539823008849,317.0,361,317 +Stair up,1.0,0.8764044943820225,0.9341317365269461,89.0,78,89 +Stair down,1.0,0.3595505617977528,0.5289256198347108,89.0,32,89 +Ramp up,0.9844961240310077,0.8819444444444444,0.9304029304029304,144.0,129,144 +Ramp down,0.8734177215189873,1.0,0.9324324324324325,138.0,158,138 +Grass walking,0.9252336448598131,0.792,0.853448275862069,125.0,107,125 +Uneven ground walking,1.0,0.8378378378378378,0.9117647058823529,111.0,93,111 +Carry,0.6795422031473534,0.9205426356589147,0.7818930041152263,516.0,699,516 +accuracy,0.8211596385542169,0.8211596385542169,0.8211596385542169,0.8211596385542169,0,0 +macro avg,0.9143994510937948,0.7853144136002567,0.8239260240039538,2656.0,0,0 +weighted avg,0.8423422918660606,0.8211596385542169,0.8172088760559445,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..354675eba65a8d2e15503d7a9ad76d34a3eb19be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8418156808803301,0.7816091954022989,0.8105960264900662,783.0,727,783 +Sit to stand,1.0,0.7349397590361446,0.8472222222222222,83.0,61,83 +Stand to sit,1.0,0.7127659574468085,0.8322981366459627,94.0,67,94 +Sitting,0.9076433121019108,1.0,0.9515859766277128,285.0,314,285 +Stair up,1.0,0.9240506329113924,0.9605263157894737,79.0,73,79 +Stair down,1.0,0.3875,0.5585585585585585,80.0,31,80 +Ramp up,0.9920634920634921,0.9259259259259259,0.9578544061302682,135.0,126,135 +Ramp down,0.9014084507042254,1.0,0.9481481481481482,128.0,142,128 +Grass walking,0.9595959595959596,0.8189655172413793,0.8837209302325582,116.0,99,116 +Uneven ground walking,1.0,0.8613861386138614,0.925531914893617,101.0,87,101 +Carry,0.7082066869300911,0.9301397205588823,0.8041415012942191,501.0,658,501 +accuracy,0.8511530398322851,0.8511530398322851,0.8511530398322851,0.8511530398322851,0,0 +macro avg,0.9373394165705465,0.8252075315578812,0.8618349215484371,2385.0,0,0 +weighted avg,0.868030841367783,0.8511530398322851,0.8488716881559845,2385.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..84f9c4f9b325164b44b6dd6e94f6d4bdfffc5941 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5446428571428571,0.6853932584269663,0.6069651741293532,89.0,112,89 +Sit to stand,0.8148148148148148,0.5641025641025641,0.6666666666666666,39.0,27,39 +Stand to sit,0.8,0.10256410256410256,0.18181818181818182,39.0,5,39 +Sitting,0.574468085106383,0.84375,0.6835443037974683,32.0,47,32 +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,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Ramp down,0.625,1.0,0.7692307692307693,10.0,16,10 +Grass walking,0.5,0.4444444444444444,0.47058823529411764,9.0,8,9 +Uneven ground walking,1.0,0.6,0.75,10.0,6,10 +Carry,0.21951219512195122,0.6,0.32142857142857145,15.0,41,15 +accuracy,0.5571955719557196,0.5571955719557196,0.5571955719557196,0.5571955719557196,0,0 +macro avg,0.7041004198956975,0.5157807002610373,0.5136583547604662,271.0,0,0 +weighted avg,0.6600614528181755,0.5571955719557196,0.5339480603615886,271.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..983a6dbaaefd76364acaa888ad8cae3e3dc2f323 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,662,0,1,6,1,2,5,9,9,3,177 +Sit to stand,11,80,0,29,0,0,0,0,0,0,0 +Stand to sit,32,0,69,16,0,0,0,0,0,0,15 +Sitting,0,6,0,312,0,0,0,0,0,0,0 +Stair up,5,0,0,0,75,0,0,0,0,0,10 +Stair down,51,0,0,0,0,25,0,11,2,0,0 +Ramp up,11,0,0,0,0,0,126,0,0,0,6 +Ramp down,1,0,0,0,0,0,0,138,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,97,0,11 +Uneven ground walking,9,0,0,0,0,0,0,1,1,88,10 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..0b48fb63d74b6fd3fec609e8de33eb2944fb54cb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,605,0,0,6,0,0,3,2,4,0,162 +Sit to stand,0,62,0,23,0,0,0,0,0,0,0 +Stand to sit,17,0,64,2,0,0,0,0,0,0,10 +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,46,0,0,0,0,24,0,8,1,0,0 +Ramp up,6,0,0,0,0,0,124,0,0,0,4 +Ramp down,0,0,0,0,0,0,0,129,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,92,0,9 +Uneven ground walking,5,0,0,0,0,0,0,1,1,83,9 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..6fb402c4ee0832bd10022f1118c88ee1cfab638d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,57,0,1,0,1,2,2,7,5,3,15 +Sit to stand,11,18,0,6,0,0,0,0,0,0,0 +Stand to sit,15,0,5,14,0,0,0,0,0,0,5 +Sitting,0,6,0,29,0,0,0,0,0,0,0 +Stair up,3,0,0,0,3,0,0,0,0,0,3 +Stair down,5,0,0,0,0,1,0,3,1,0,0 +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,3,0,0,0,0,0,0,0,5,0,2 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7b50a687114bff39e3a63ca6a9dea28a448f916c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7899761336515513,0.7565714285714286,0.772913018096906,875.0,838,875 +Sit to stand,0.9302325581395349,0.6666666666666666,0.7766990291262136,120.0,86,120 +Stand to sit,0.9857142857142858,0.5227272727272727,0.6831683168316832,132.0,70,132 +Sitting,0.859504132231405,0.9811320754716981,0.9162995594713657,318.0,363,318 +Stair up,0.9868421052631579,0.8333333333333334,0.9036144578313253,90.0,76,90 +Stair down,0.9259259259259259,0.2808988764044944,0.43103448275862066,89.0,27,89 +Ramp up,0.9618320610687023,0.8811188811188811,0.9197080291970803,143.0,131,143 +Ramp down,0.8679245283018868,0.9928057553956835,0.9261744966442953,139.0,159,139 +Grass walking,0.8899082568807339,0.7886178861788617,0.8362068965517241,123.0,109,123 +Uneven ground walking,0.967032967032967,0.8073394495412844,0.88,109.0,91,109 +Carry,0.6756373937677054,0.9208494208494209,0.7794117647058824,518.0,706,518 +accuracy,0.8091114457831325,0.8091114457831325,0.8091114457831325,0.8091114457831325,0,0 +macro avg,0.8945936679979869,0.7665510042053661,0.8022936410195544,2656.0,0,0 +weighted avg,0.8285187476310985,0.8091114457831325,0.8032819532515814,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..41ab88c1ad04c9d5ec5654b2357f15a93feb0575 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8310439560439561,0.7736572890025576,0.8013245033112583,782.0,728,782 +Sit to stand,1.0,0.7294117647058823,0.8435374149659864,85.0,62,85 +Stand to sit,1.0,0.6881720430107527,0.8152866242038217,93.0,64,93 +Sitting,0.9012738853503185,1.0,0.948073701842546,283.0,314,283 +Stair up,1.0,0.8888888888888888,0.9411764705882353,81.0,72,81 +Stair down,1.0,0.3037974683544304,0.46601941747572817,79.0,24,79 +Ramp up,0.9763779527559056,0.9253731343283582,0.9501915708812261,134.0,127,134 +Ramp down,0.9214285714285714,1.0,0.9591078066914498,129.0,140,129 +Grass walking,0.9387755102040817,0.8141592920353983,0.8720379146919431,113.0,98,113 +Uneven ground walking,1.0,0.8383838383838383,0.9120879120879121,99.0,83,99 +Carry,0.6991017964071856,0.9302788844621513,0.7982905982905983,502.0,668,502 +accuracy,0.842436974789916,0.842436974789916,0.842436974789916,0.842436974789916,0,0 +macro avg,0.93345469747182,0.8083747821065689,0.8461030850027914,2380.0,0,0 +weighted avg,0.8607842642914114,0.842436974789916,0.8387156425177281,2380.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..988cdab0b7149ab8109aaadc61b758be74c3cbe2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5181818181818182,0.6129032258064516,0.5615763546798029,93.0,110,93 +Sit to stand,0.75,0.5142857142857142,0.6101694915254238,35.0,24,35 +Stand to sit,0.8333333333333334,0.1282051282051282,0.2222222222222222,39.0,6,39 +Sitting,0.5918367346938775,0.8285714285714286,0.6904761904761905,35.0,49,35 +Stair up,0.75,0.3333333333333333,0.46153846153846156,9.0,4,9 +Stair down,0.3333333333333333,0.1,0.15384615384615385,10.0,3,10 +Ramp up,0.5,0.2222222222222222,0.3076923076923077,9.0,4,9 +Ramp down,0.47368421052631576,0.9,0.6206896551724138,10.0,19,10 +Grass walking,0.45454545454545453,0.5,0.47619047619047616,10.0,11,10 +Uneven ground walking,0.625,0.5,0.5555555555555556,10.0,8,10 +Carry,0.2631578947368421,0.625,0.37037037037037035,16.0,38,16 +accuracy,0.5217391304347826,0.5217391304347826,0.5217391304347826,0.5217391304347826,0,0 +macro avg,0.553915707213725,0.4785928229476617,0.4573024762972162,276.0,0,0 +weighted avg,0.5868889532791135,0.5217391304347826,0.49756408615432496,276.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..301ba1f1708b654d79bbdd32d7517cec97917e53 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,636,0,0,7,1,4,6,14,8,3,188 +Sit to stand,18,72,0,31,0,0,0,0,0,0,0 +Stand to sit,41,1,57,15,0,0,1,0,0,0,21 +Sitting,0,10,0,304,0,0,0,0,0,0,0 +Stair up,6,0,0,0,73,0,0,0,0,0,13 +Stair down,56,0,0,0,0,21,0,10,3,0,0 +Ramp up,13,0,0,0,0,0,125,0,0,0,7 +Ramp down,2,0,0,0,0,0,0,137,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,94,3,14 +Uneven ground walking,5,0,0,0,0,0,0,1,1,92,10 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..afb5a05ebf61a4678d90b39b5fc925643470c557 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,592,0,0,7,0,2,5,5,6,0,166 +Sit to stand,5,54,0,23,0,0,0,0,0,0,0 +Stand to sit,29,0,49,3,0,0,1,0,0,0,15 +Sitting,0,3,0,278,0,0,0,0,0,0,0 +Stair up,4,0,0,0,69,0,0,0,0,0,9 +Stair down,50,0,0,0,0,20,0,9,2,0,0 +Ramp up,8,0,0,0,0,0,121,0,0,0,6 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,11,0,0,0,0,0,0,0,90,2,13 +Uneven ground walking,4,0,0,0,0,0,0,1,1,83,10 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..1873be02a9c251639e21ce8ff070713b0c771604 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,44,0,0,0,1,2,1,9,2,3,22 +Sit to stand,13,18,0,8,0,0,0,0,0,0,0 +Stand to sit,12,1,8,12,0,0,0,0,0,0,6 +Sitting,0,7,0,26,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,4 +Stair down,6,0,0,0,0,1,0,1,1,0,0 +Ramp up,5,0,0,0,0,0,4,0,0,0,1 +Ramp down,2,0,0,0,0,0,0,9,0,0,0 +Grass walking,4,0,0,0,0,0,0,0,4,1,1 +Uneven ground walking,1,0,0,0,0,0,0,0,0,9,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f228e1fe2bcfc44b5cfcbaf923fc73cd0c0fa4d8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7607655502392344,0.7335640138408305,0.7469172049324722,867.0,836,867 +Sit to stand,0.8674698795180723,0.5950413223140496,0.7058823529411765,121.0,83,121 +Stand to sit,1.0,0.41911764705882354,0.5906735751295337,136.0,57,136 +Sitting,0.8515406162464986,0.9681528662420382,0.9061102831594635,314.0,357,314 +Stair up,0.9864864864864865,0.7934782608695652,0.8795180722891566,92.0,74,92 +Stair down,0.84,0.23333333333333334,0.3652173913043478,90.0,25,90 +Ramp up,0.946969696969697,0.8620689655172413,0.9025270758122743,145.0,132,145 +Ramp down,0.845679012345679,0.9856115107913669,0.9102990033222591,139.0,162,139 +Grass walking,0.8867924528301887,0.746031746031746,0.8103448275862069,126.0,106,126 +Uneven ground walking,0.9387755102040817,0.8440366972477065,0.8888888888888888,109.0,98,109 +Carry,0.6515151515151515,0.9148936170212766,0.7610619469026548,517.0,726,517 +accuracy,0.7846385542168675,0.7846385542168675,0.7846385542168675,0.7846385542168675,0,0 +macro avg,0.8705449414868265,0.7359390891152707,0.7697673292971305,2656.0,0,0 +weighted avg,0.8057393823479284,0.7846385542168675,0.7761610676009092,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..df9ed58f9e98cd3b26a8524b0110c2800af1981c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7989203778677463,0.756066411238825,0.7769028871391076,783.0,741,783 +Sit to stand,0.9473684210526315,0.6585365853658537,0.7769784172661871,82.0,57,82 +Stand to sit,1.0,0.5051546391752577,0.6712328767123288,97.0,49,97 +Sitting,0.8938906752411575,0.9893238434163701,0.9391891891891891,281.0,311,281 +Stair up,1.0,0.8414634146341463,0.9139072847682119,82.0,69,82 +Stair down,0.9090909090909091,0.24691358024691357,0.3883495145631068,81.0,22,81 +Ramp up,0.952755905511811,0.8962962962962963,0.9236641221374046,135.0,127,135 +Ramp down,0.8951048951048951,1.0,0.9446494464944649,128.0,143,128 +Grass walking,0.9090909090909091,0.7758620689655172,0.8372093023255814,116.0,99,116 +Uneven ground walking,0.9764705882352941,0.8383838383838383,0.9021739130434783,99.0,85,99 +Carry,0.6793557833089312,0.9243027888446215,0.7831223628691983,502.0,683,502 +accuracy,0.8164291701592624,0.8164291701592624,0.8164291701592624,0.8164291701592624,0,0 +macro avg,0.9056407695003895,0.7665730424152399,0.8052163015007509,2386.0,0,0 +weighted avg,0.8354634201610789,0.8164291701592624,0.8099808710565223,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e7ea61ef39facb5aa6680c1012e0c15bee3d1da2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4631578947368421,0.5238095238095238,0.49162011173184356,84.0,95,84 +Sit to stand,0.6923076923076923,0.46153846153846156,0.5538461538461539,39.0,26,39 +Stand to sit,1.0,0.20512820512820512,0.3404255319148936,39.0,8,39 +Sitting,0.5652173913043478,0.7878787878787878,0.6582278481012658,33.0,46,33 +Stair up,0.8,0.4,0.5333333333333333,10.0,5,10 +Stair down,0.3333333333333333,0.1111111111111111,0.16666666666666666,9.0,3,9 +Ramp up,0.8,0.4,0.5333333333333333,10.0,5,10 +Ramp down,0.47368421052631576,0.8181818181818182,0.6,11.0,19,11 +Grass walking,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Uneven ground walking,0.6923076923076923,0.9,0.782608695652174,10.0,13,10 +Carry,0.20930232558139536,0.6,0.3103448275862069,15.0,43,15 +accuracy,0.5037037037037037,0.5037037037037037,0.5037037037037037,0.5037037037037037,0,0 +macro avg,0.6000671919569265,0.5097861734225371,0.4946358852236354,270.0,0,0 +weighted avg,0.6057217070659677,0.5037037037037037,0.4957333796571118,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a7575ec77836a6936e1870451afac498b795b38e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,622,1,0,13,1,5,9,18,10,8,182 +Sit to stand,22,57,0,42,0,0,0,0,0,0,0 +Stand to sit,61,0,28,10,0,0,3,0,0,0,34 +Sitting,5,10,1,296,0,0,0,0,0,0,0 +Stair up,21,0,0,0,50,0,0,0,0,0,21 +Stair down,67,0,0,0,0,16,0,3,4,0,0 +Ramp up,15,0,0,0,0,0,117,0,1,0,12 +Ramp down,4,0,0,0,0,0,0,135,0,0,0 +Grass walking,18,0,0,0,0,0,0,0,81,10,17 +Uneven ground walking,4,0,0,0,0,0,0,1,1,90,13 +Carry,46,0,0,0,0,0,0,1,0,0,470 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..963b26475f40e29c0c815a091db7ac1e3f5205c9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,580,0,0,13,0,4,4,11,3,4,166 +Sit to stand,10,44,0,28,0,0,0,0,0,0,0 +Stand to sit,39,0,23,4,0,0,3,0,0,0,28 +Sitting,0,3,0,276,0,0,0,0,0,0,0 +Stair up,17,0,0,0,48,0,0,0,0,0,17 +Stair down,60,0,0,0,0,15,0,3,3,0,0 +Ramp up,13,0,0,0,0,0,112,0,0,0,10 +Ramp down,1,0,0,0,0,0,0,127,0,0,0 +Grass walking,16,0,0,0,0,0,0,0,74,9,17 +Uneven ground walking,3,0,0,0,0,0,0,1,1,81,13 +Carry,40,0,0,0,0,0,0,1,0,0,461 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..4db4230510ebf21dbd4ffa67728451a276e7ed85 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,42,1,0,0,1,1,5,7,7,4,16 +Sit to stand,12,13,0,14,0,0,0,0,0,0,0 +Stand to sit,22,0,5,6,0,0,0,0,0,0,6 +Sitting,5,7,1,20,0,0,0,0,0,0,0 +Stair up,4,0,0,0,2,0,0,0,0,0,4 +Stair down,7,0,0,0,0,1,0,0,1,0,0 +Ramp up,2,0,0,0,0,0,5,0,1,0,2 +Ramp down,3,0,0,0,0,0,0,8,0,0,0 +Grass walking,2,0,0,0,0,0,0,0,7,1,0 +Uneven ground walking,1,0,0,0,0,0,0,0,0,9,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..43505ba7af459569cf1fb6b03cc43efb9057ad7c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7028248587570621,0.715765247410817,0.7092360319270239,869.0,885,869 +Sit to stand,0.8382352941176471,0.47107438016528924,0.6031746031746031,121.0,68,121 +Stand to sit,0.9655172413793104,0.20588235294117646,0.3393939393939394,136.0,29,136 +Sitting,0.8199445983379502,0.9487179487179487,0.8796433878157504,312.0,361,312 +Stair up,0.9803921568627451,0.5434782608695652,0.6993006993006993,92.0,51,92 +Stair down,0.7619047619047619,0.17777777777777778,0.2882882882882883,90.0,21,90 +Ramp up,0.9069767441860465,0.8068965517241379,0.8540145985401459,145.0,129,145 +Ramp down,0.8544303797468354,0.9712230215827338,0.9090909090909091,139.0,158,139 +Grass walking,0.8350515463917526,0.6428571428571429,0.726457399103139,126.0,97,126 +Uneven ground walking,0.8333333333333334,0.8256880733944955,0.8294930875576036,109.0,108,109 +Carry,0.6275033377837116,0.9090909090909091,0.7424960505529226,517.0,749,517 +accuracy,0.7387048192771084,0.7387048192771084,0.7387048192771084,0.7387048192771084,0,0 +macro avg,0.8296467502546505,0.6562228787756358,0.6891444540677295,2656.0,0,0 +weighted avg,0.7638660933225188,0.7387048192771084,0.7214656445350165,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7649d165fbb2252182b09ca219fb21b91c9ec515 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7445442875481386,0.7388535031847133,0.7416879795396419,785.0,779,785 +Sit to stand,0.9361702127659575,0.5365853658536586,0.6821705426356589,82.0,47,82 +Stand to sit,1.0,0.23711340206185566,0.38333333333333336,97.0,23,97 +Sitting,0.8598130841121495,0.989247311827957,0.92,279.0,321,279 +Stair up,1.0,0.5853658536585366,0.7384615384615385,82.0,48,82 +Stair down,0.7894736842105263,0.18518518518518517,0.3,81.0,19,81 +Ramp up,0.9411764705882353,0.8296296296296296,0.8818897637795275,135.0,119,135 +Ramp down,0.8881118881118881,0.9921875,0.9372693726937269,128.0,143,128 +Grass walking,0.9135802469135802,0.6379310344827587,0.751269035532995,116.0,81,116 +Uneven ground walking,0.8617021276595744,0.8181818181818182,0.8393782383419689,99.0,94,99 +Carry,0.6474719101123596,0.9183266932270916,0.7594728171334432,502.0,712,502 +accuracy,0.7715842414082146,0.7715842414082146,0.7715842414082146,0.7715842414082146,0,0 +macro avg,0.8710949010929464,0.6789642997539276,0.7213575110410759,2386.0,0,0 +weighted avg,0.7967813518125947,0.7715842414082146,0.7575049596209666,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b173d48a1b5ace0a331b4bb44c7a21707f508ade --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.39622641509433965,0.5,0.4421052631578947,84.0,106,84 +Sit to stand,0.6190476190476191,0.3333333333333333,0.43333333333333335,39.0,21,39 +Stand to sit,0.8333333333333334,0.1282051282051282,0.2222222222222222,39.0,6,39 +Sitting,0.5,0.6060606060606061,0.547945205479452,33.0,40,33 +Stair up,0.6666666666666666,0.2,0.3076923076923077,10.0,3,10 +Stair down,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Ramp up,0.5,0.5,0.5,10.0,10,10 +Ramp down,0.5333333333333333,0.7272727272727273,0.6153846153846154,11.0,15,11 +Grass walking,0.4375,0.7,0.5384615384615384,10.0,16,10 +Uneven ground walking,0.6428571428571429,0.9,0.75,10.0,14,10 +Carry,0.24324324324324326,0.6,0.34615384615384615,15.0,37,15 +accuracy,0.44814814814814813,0.44814814814814813,0.44814814814814813,0.44814814814814813,0,0 +macro avg,0.5338370685068798,0.48236208236208233,0.4441015012457629,270.0,0,0 +weighted avg,0.5293015904493892,0.44814814814814813,0.42720422634145294,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..e4ad20e729e6d48bb65ec76d6bb3c406ee1b1c55 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,991,0,2,0,3,8,76,29,9,0,166 +Sit to stand,13,85,0,0,0,0,0,0,0,0,0 +Stand to sit,4,0,69,0,0,0,0,0,0,0,5 +Sitting,0,63,4,317,0,0,0,0,0,0,0 +Stair up,16,0,0,0,92,0,5,0,0,0,0 +Stair down,26,0,0,0,13,35,1,1,0,0,0 +Ramp up,8,0,0,0,0,0,98,0,0,0,2 +Ramp down,28,0,0,0,0,8,0,133,0,0,2 +Grass walking,38,0,0,0,39,0,29,0,39,3,0 +Uneven ground walking,58,0,0,0,5,0,71,3,2,11,8 +Carry,195,0,2,0,0,16,127,0,4,0,238 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..3b88ae28314e684bb118fbf9d4837c66b864132a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,940,0,2,0,1,6,75,24,8,0,150 +Sit to stand,4,68,0,0,0,0,0,0,0,0,0 +Stand to sit,2,0,48,0,0,0,0,0,0,0,2 +Sitting,0,49,0,310,0,0,0,0,0,0,0 +Stair up,8,0,0,0,92,0,5,0,0,0,0 +Stair down,22,0,0,0,12,35,0,1,0,0,0 +Ramp up,5,0,0,0,0,0,96,0,0,0,1 +Ramp down,21,0,0,0,0,8,0,132,0,0,2 +Grass walking,33,0,0,0,39,0,28,0,37,3,0 +Uneven ground walking,54,0,0,0,5,0,71,3,2,11,4 +Carry,192,0,2,0,0,16,127,0,4,0,230 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..d2b5415e0aef81eb835817e7533529e5f712cde6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,51,0,0,0,2,2,1,5,1,0,16 +Sit to stand,9,17,0,0,0,0,0,0,0,0,0 +Stand to sit,2,0,21,0,0,0,0,0,0,0,3 +Sitting,0,14,4,7,0,0,0,0,0,0,0 +Stair up,8,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,1,0,1,0,0,0,0 +Ramp up,3,0,0,0,0,0,2,0,0,0,1 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,1,0,2,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,4 +Carry,3,0,0,0,0,0,0,0,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3408d87c23313486f116dde9c4d888e4da07da8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.719680464778504,0.7718068535825545,0.7448327696354754,1284.0,1377,1284 +Sit to stand,0.5743243243243243,0.8673469387755102,0.6910569105691057,98.0,148,98 +Stand to sit,0.8961038961038961,0.8846153846153846,0.8903225806451613,78.0,77,78 +Sitting,1.0,0.8255208333333334,0.9044222539229672,384.0,317,384 +Stair up,0.6052631578947368,0.8141592920353983,0.6943396226415094,113.0,152,113 +Stair down,0.5223880597014925,0.4605263157894737,0.48951048951048953,76.0,67,76 +Ramp up,0.24078624078624078,0.9074074074074074,0.38058252427184464,108.0,407,108 +Ramp down,0.8012048192771084,0.7777777777777778,0.7893175074183977,171.0,166,171 +Grass walking,0.7222222222222222,0.2635135135135135,0.38613861386138615,148.0,54,148 +Uneven ground walking,0.7857142857142857,0.06962025316455696,0.12790697674418605,158.0,14,158 +Carry,0.5653206650831354,0.40893470790378006,0.4745762711864407,582.0,421,582 +accuracy,0.65875,0.65875,0.65875,0.65875,0,0 +macro avg,0.6757280123532678,0.6410208434453355,0.597546047309724,3200.0,0,0 +weighted avg,0.7079391078269799,0.65875,0.6519164838135102,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b4dc2a687d10de0bd309fc3ead74764fdb0cdef6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7338017174082748,0.7794361525704809,0.7559308403699236,1206.0,1281,1206 +Sit to stand,0.5811965811965812,0.9444444444444444,0.7195767195767195,72.0,117,72 +Stand to sit,0.9230769230769231,0.9230769230769231,0.9230769230769231,52.0,52,52 +Sitting,1.0,0.8635097493036211,0.9267563527653214,359.0,310,359 +Stair up,0.6174496644295302,0.8761904761904762,0.7244094488188977,105.0,149,105 +Stair down,0.5384615384615384,0.5,0.5185185185185185,70.0,65,70 +Ramp up,0.23880597014925373,0.9411764705882353,0.38095238095238093,102.0,402,102 +Ramp down,0.825,0.8098159509202454,0.8173374613003096,163.0,160,163 +Grass walking,0.7254901960784313,0.2642857142857143,0.387434554973822,140.0,51,140 +Uneven ground walking,0.7857142857142857,0.07333333333333333,0.13414634146341464,150.0,14,150 +Carry,0.5912596401028277,0.4028021015761821,0.4791666666666667,571.0,389,571 +accuracy,0.668561872909699,0.668561872909699,0.668561872909699,0.668561872909699,0,0 +macro avg,0.6872960469652406,0.6707337560263323,0.6152096553166271,2990.0,0,0 +weighted avg,0.7198005957391316,0.668561872909699,0.661062555515816,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b25be0a987726e01687f24f61f0e93f5738215d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.53125,0.6538461538461539,0.5862068965517241,78.0,96,78 +Sit to stand,0.5483870967741935,0.6538461538461539,0.5964912280701754,26.0,31,26 +Stand to sit,0.84,0.8076923076923077,0.8235294117647058,26.0,25,26 +Sitting,1.0,0.28,0.4375,25.0,7,25 +Stair up,0.0,0.0,0.0,8.0,3,8 +Stair down,0.0,0.0,0.0,6.0,2,6 +Ramp up,0.4,0.3333333333333333,0.36363636363636365,6.0,5,6 +Ramp down,0.16666666666666666,0.125,0.14285714285714285,8.0,6,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.25,0.7272727272727273,0.37209302325581395,11.0,32,11 +accuracy,0.5190476190476191,0.5190476190476191,0.5190476190476191,0.5190476190476191,0,0 +macro avg,0.4002700391006843,0.348271879635516,0.3350864027065718,210.0,0,0 +weighted avg,0.544534434203789,0.5190476190476191,0.49480459074438843,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6a3e6e525035cbe7949b7ffb61497fd2bc6e4ba0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,980,0,2,0,3,10,79,32,10,0,163 +Sit to stand,16,84,0,0,0,0,0,0,0,0,0 +Stand to sit,9,0,64,1,0,0,0,0,0,0,7 +Sitting,0,81,7,296,0,0,0,0,0,0,0 +Stair up,19,0,0,0,88,0,5,0,0,0,0 +Stair down,26,0,0,0,13,38,0,1,0,0,0 +Ramp up,9,0,0,0,0,0,97,0,0,0,1 +Ramp down,27,0,0,0,0,7,0,135,0,0,2 +Grass walking,40,0,0,0,39,0,29,0,37,3,0 +Uneven ground walking,56,0,0,0,5,0,72,3,2,10,10 +Carry,190,0,3,0,0,19,130,0,6,0,234 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..d03a4abe32c4f95a49de0ca4ed6549d9e3d3451b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,931,0,2,0,1,8,79,27,9,0,146 +Sit to stand,4,70,0,0,0,0,0,0,0,0,0 +Stand to sit,2,0,49,0,0,0,0,0,0,0,4 +Sitting,0,70,0,289,0,0,0,0,0,0,0 +Stair up,11,0,0,0,88,0,5,0,0,0,0 +Stair down,22,0,0,0,12,37,0,1,0,0,0 +Ramp up,4,0,0,0,0,0,97,0,0,0,0 +Ramp down,21,0,0,0,0,7,0,133,0,0,2 +Grass walking,34,0,0,0,39,0,29,0,35,3,0 +Uneven ground walking,52,0,0,0,5,0,72,3,2,10,6 +Carry,185,0,3,0,0,19,130,0,6,0,228 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..749b04e36ecda99f80a0c52a7b8555727a21d71c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,49,0,0,0,2,2,0,5,1,0,17 +Sit to stand,12,14,0,0,0,0,0,0,0,0,0 +Stand to sit,7,0,15,1,0,0,0,0,0,0,3 +Sitting,0,11,7,7,0,0,0,0,0,0,0 +Stair up,8,0,0,0,0,0,0,0,0,0,0 +Stair down,4,0,0,0,1,1,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,0,0,0,0,1 +Ramp down,6,0,0,0,0,0,0,2,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,2,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,4 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc802a8a2bd9ce9627f276981535e5659a4e5da2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7142857142857143,0.766223612197029,0.7393436439079593,1279.0,1372,1279 +Sit to stand,0.509090909090909,0.84,0.6339622641509434,100.0,165,100 +Stand to sit,0.8421052631578947,0.7901234567901234,0.8152866242038217,81.0,76,81 +Sitting,0.9966329966329966,0.7708333333333334,0.869309838472834,384.0,297,384 +Stair up,0.5945945945945946,0.7857142857142857,0.676923076923077,112.0,148,112 +Stair down,0.5135135135135135,0.48717948717948717,0.5,78.0,74,78 +Ramp up,0.2354368932038835,0.9065420560747663,0.3737957610789981,107.0,412,107 +Ramp down,0.7894736842105263,0.7894736842105263,0.7894736842105263,171.0,171,171 +Grass walking,0.6727272727272727,0.25,0.3645320197044335,148.0,55,148 +Uneven ground walking,0.7692307692307693,0.06329113924050633,0.11695906432748537,158.0,13,158 +Carry,0.5611510791366906,0.4020618556701031,0.46846846846846846,582.0,417,582 +accuracy,0.6446875,0.6446875,0.6446875,0.6446875,0,0 +macro avg,0.6543856990713423,0.6228584464009238,0.5770958586771405,3200.0,0,0 +weighted avg,0.6968532933389049,0.6446875,0.6386751225896679,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..84b43a71b25b70bb6ce6aa12bf74e6539af5f934 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.735387045813586,0.7738985868661679,0.7541514783313082,1203.0,1266,1203 +Sit to stand,0.5,0.9459459459459459,0.6542056074766355,74.0,140,74 +Stand to sit,0.9074074074074074,0.8909090909090909,0.8990825688073395,55.0,54,55 +Sitting,1.0,0.8050139275766016,0.8919753086419753,359.0,289,359 +Stair up,0.6068965517241379,0.8461538461538461,0.7068273092369478,104.0,145,104 +Stair down,0.5211267605633803,0.5138888888888888,0.5174825174825175,72.0,71,72 +Ramp up,0.2354368932038835,0.9603960396039604,0.37816764132553604,101.0,412,101 +Ramp down,0.8109756097560976,0.8159509202453987,0.8134556574923547,163.0,164,163 +Grass walking,0.6730769230769231,0.25,0.3645833333333333,140.0,52,140 +Uneven ground walking,0.7692307692307693,0.06666666666666667,0.12269938650306748,150.0,13,150 +Carry,0.5906735751295337,0.39929947460595444,0.47648902821316613,571.0,386,571 +accuracy,0.6574197860962567,0.6574197860962567,0.6574197860962567,0.6574197860962567,0,0 +macro avg,0.6682010487187018,0.6607384897693201,0.598101803349471,2992.0,0,0 +weighted avg,0.7132602066441209,0.6574197860962567,0.651204183017737,2992.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f18fd607400f55c485bb29fa4eadadcee286425d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.46226415094339623,0.6447368421052632,0.5384615384615384,76.0,106,76 +Sit to stand,0.56,0.5384615384615384,0.5490196078431373,26.0,25,26 +Stand to sit,0.6818181818181818,0.5769230769230769,0.625,26.0,22,26 +Sitting,0.875,0.28,0.42424242424242425,25.0,8,25 +Stair up,0.0,0.0,0.0,8.0,3,8 +Stair down,0.3333333333333333,0.16666666666666666,0.2222222222222222,6.0,3,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.2857142857142857,0.25,0.26666666666666666,8.0,7,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.1935483870967742,0.5454545454545454,0.2857142857142857,11.0,31,11 +accuracy,0.46153846153846156,0.46153846153846156,0.46153846153846156,0.46153846153846156,0,0 +macro avg,0.36894045505205797,0.2956584245100991,0.2977239189806035,208.0,0,0 +weighted avg,0.4857809042119374,0.46153846153846156,0.44025125986381636,208.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b5a845a5b8adf97ba9680ef5368739e792c1d56 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,977,0,3,0,3,10,85,37,10,0,155 +Sit to stand,18,83,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,59,2,0,0,0,0,0,0,10 +Sitting,0,91,4,287,0,0,0,0,0,0,0 +Stair up,21,0,0,0,87,0,4,0,0,0,0 +Stair down,23,0,0,0,11,43,0,1,0,0,0 +Ramp up,11,0,0,0,0,0,97,0,0,0,1 +Ramp down,25,0,0,0,0,7,0,137,0,0,2 +Grass walking,39,0,0,0,38,0,30,0,36,3,0 +Uneven ground walking,62,0,0,0,5,0,65,3,2,10,11 +Carry,174,0,3,0,0,24,134,0,8,0,239 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..74e320311a8460bbb9dbec009dc57d85287c7d5b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,925,0,3,0,2,7,85,32,9,0,142 +Sit to stand,5,70,0,0,0,0,0,0,0,0,0 +Stand to sit,3,0,49,0,0,0,0,0,0,0,5 +Sitting,0,82,0,275,0,0,0,0,0,0,0 +Stair up,14,0,0,0,87,0,4,0,0,0,0 +Stair down,21,0,0,0,9,41,0,1,0,0,0 +Ramp up,5,0,0,0,0,0,96,0,0,0,1 +Ramp down,21,0,0,0,0,7,0,133,0,0,2 +Grass walking,34,0,0,0,38,0,30,0,33,3,0 +Uneven ground walking,58,0,0,0,5,0,65,3,2,10,7 +Carry,166,0,3,0,0,24,134,0,8,0,235 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..b0f770b35b49fbf27ee7fa0037a18461d57b045e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,52,0,0,0,1,3,0,5,1,0,13 +Sit to stand,13,13,0,0,0,0,0,0,0,0,0 +Stand to sit,7,0,10,2,0,0,0,0,0,0,5 +Sitting,0,9,4,12,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,0 +Stair down,2,0,0,0,2,2,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,1,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,4,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,3,0,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,4 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f5a3da083bea8ef35753488d1ad3ddf364bbb845 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7183823529411765,0.76328125,0.7401515151515151,1280.0,1360,1280 +Sit to stand,0.47701149425287354,0.8217821782178217,0.6036363636363636,101.0,174,101 +Stand to sit,0.855072463768116,0.7283950617283951,0.7866666666666666,81.0,69,81 +Sitting,0.9930795847750865,0.7513089005235603,0.8554396423248882,382.0,289,382 +Stair up,0.6041666666666666,0.7767857142857143,0.6796875,112.0,144,112 +Stair down,0.5119047619047619,0.5512820512820513,0.5308641975308642,78.0,84,78 +Ramp up,0.23373493975903614,0.8899082568807339,0.3702290076335878,109.0,415,109 +Ramp down,0.7696629213483146,0.8011695906432749,0.7851002865329513,171.0,178,171 +Grass walking,0.6428571428571429,0.2465753424657534,0.3564356435643564,146.0,56,146 +Uneven ground walking,0.7692307692307693,0.06329113924050633,0.11695906432748537,158.0,13,158 +Carry,0.5717703349282297,0.4106529209621993,0.478,582.0,418,582 +accuracy,0.6421875,0.6421875,0.6421875,0.6421875,0,0 +macro avg,0.6497157665847431,0.6185847642027283,0.5730154443062435,3200.0,0,0 +weighted avg,0.6966173403240361,0.6421875,0.6374105655781441,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f87f6251d38ecd0dde574e7536a0d83a74cf1cfd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7388178913738019,0.7676348547717843,0.752950752950753,1205.0,1252,1205 +Sit to stand,0.4605263157894737,0.9333333333333333,0.6167400881057269,75.0,152,75 +Stand to sit,0.8909090909090909,0.8596491228070176,0.875,57.0,55,57 +Sitting,1.0,0.7703081232492998,0.870253164556962,357.0,275,357 +Stair up,0.6170212765957447,0.8285714285714286,0.7073170731707317,105.0,141,105 +Stair down,0.5189873417721519,0.5694444444444444,0.543046357615894,72.0,79,72 +Ramp up,0.2318840579710145,0.9411764705882353,0.37209302325581395,102.0,414,102 +Ramp down,0.7869822485207101,0.8159509202453987,0.8012048192771084,163.0,169,163 +Grass walking,0.6346153846153846,0.2391304347826087,0.3473684210526316,138.0,52,138 +Uneven ground walking,0.7692307692307693,0.06666666666666667,0.12269938650306748,150.0,13,150 +Carry,0.5994897959183674,0.41228070175438597,0.4885654885654886,570.0,392,570 +accuracy,0.6526386105544422,0.6526386105544422,0.6526386105544422,0.6526386105544422,0,0 +macro avg,0.6589512884269553,0.6549224092013275,0.5906580522776524,2994.0,0,0 +weighted avg,0.7118744743415281,0.6526386105544422,0.6482492072708775,2994.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5c43a91d5acc207fed4f267f5bdd4db5c9e73ca5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.48148148148148145,0.6933333333333334,0.5683060109289617,75.0,108,75 +Sit to stand,0.5909090909090909,0.5,0.5416666666666666,26.0,22,26 +Stand to sit,0.7142857142857143,0.4166666666666667,0.5263157894736842,24.0,14,24 +Sitting,0.8571428571428571,0.48,0.6153846153846154,25.0,14,25 +Stair up,0.0,0.0,0.0,7.0,3,7 +Stair down,0.4,0.3333333333333333,0.36363636363636365,6.0,5,6 +Ramp up,1.0,0.14285714285714285,0.25,7.0,1,7 +Ramp down,0.4444444444444444,0.5,0.47058823529411764,8.0,9,8 +Grass walking,0.75,0.375,0.5,8.0,4,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.15384615384615385,0.3333333333333333,0.21052631578947367,12.0,26,12 +accuracy,0.49029126213592233,0.49029126213592233,0.49029126213592233,0.49029126213592233,0,0 +macro avg,0.4901917947372494,0.34313852813852813,0.3678567270158075,206.0,0,0 +weighted avg,0.5380965313004147,0.49029126213592233,0.48031707931375767,206.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..92e75c6bd01f23886f5fe53ce04c3dadb71fdb59 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,973,0,2,0,4,10,88,42,11,0,156 +Sit to stand,17,83,0,1,0,0,0,0,0,0,0 +Stand to sit,17,0,50,4,0,0,0,0,0,0,10 +Sitting,0,96,1,284,0,0,0,0,0,0,0 +Stair up,23,0,0,0,84,0,4,0,0,0,0 +Stair down,22,0,0,0,9,45,0,1,0,0,0 +Ramp up,11,0,0,0,0,0,95,0,0,0,1 +Ramp down,26,0,0,0,0,5,0,136,0,0,2 +Grass walking,47,0,0,0,35,0,27,0,34,4,0 +Uneven ground walking,65,0,0,0,5,0,60,3,2,10,11 +Carry,168,0,3,0,0,28,133,0,10,0,242 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..7dd4a604706f6884bccd70f42247b1928dd606e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,920,0,2,0,3,8,88,38,9,0,142 +Sit to stand,6,68,0,0,0,0,0,0,0,0,0 +Stand to sit,9,0,41,0,0,0,0,0,0,0,5 +Sitting,0,89,0,269,0,0,0,0,0,0,0 +Stair up,16,0,0,0,83,0,4,0,0,0,0 +Stair down,19,0,0,0,8,43,0,1,0,0,0 +Ramp up,6,0,0,0,0,0,94,0,0,0,1 +Ramp down,22,0,0,0,0,5,0,132,0,0,2 +Grass walking,41,0,0,0,35,0,27,0,32,4,0 +Uneven ground walking,62,0,0,0,5,0,60,3,2,9,7 +Carry,161,0,3,0,0,28,133,0,10,0,238 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..997daff6455f6f13bef3d2659112aa6a9b0e6458 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,53,0,0,0,1,2,0,4,2,0,14 +Sit to stand,11,15,0,1,0,0,0,0,0,0,0 +Stand to sit,8,0,9,4,0,0,0,0,0,0,5 +Sitting,0,7,1,15,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,3,0,0,0,1,2,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,4,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,2,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,7,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..acbb86e6ba580e593e01af2d91f91bf781659797 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7107377647918188,0.7566096423017107,0.7329566854990583,1286.0,1369,1286 +Sit to stand,0.46368715083798884,0.8217821782178217,0.5928571428571429,101.0,179,101 +Stand to sit,0.8928571428571429,0.6172839506172839,0.7299270072992701,81.0,56,81 +Sitting,0.9826989619377162,0.7454068241469817,0.8477611940298507,381.0,289,381 +Stair up,0.6131386861313869,0.7567567567567568,0.6774193548387096,111.0,137,111 +Stair down,0.5113636363636364,0.5844155844155844,0.5454545454545454,77.0,88,77 +Ramp up,0.2334152334152334,0.8878504672897196,0.36964980544747084,107.0,407,107 +Ramp down,0.7472527472527473,0.8047337278106509,0.7749287749287749,169.0,182,169 +Grass walking,0.5964912280701754,0.23129251700680273,0.3333333333333333,147.0,57,147 +Uneven ground walking,0.7142857142857143,0.0641025641025641,0.11764705882352941,156.0,14,156 +Carry,0.5734597156398105,0.4143835616438356,0.48111332007952284,584.0,422,584 +accuracy,0.63625,0.63625,0.63625,0.63625,0,0 +macro avg,0.6399443619621246,0.6076925249372466,0.5639134747810188,3200.0,0,0 +weighted avg,0.6875870922302748,0.63625,0.6314419162915079,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..002e1a4098f5ecd64fe9bccf89bfa7f1e66df4cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7290015847860539,0.7603305785123967,0.7443365695792881,1210.0,1262,1210 +Sit to stand,0.43312101910828027,0.918918918918919,0.5887445887445888,74.0,157,74 +Stand to sit,0.8913043478260869,0.7454545454545455,0.8118811881188119,55.0,46,55 +Sitting,1.0,0.7513966480446927,0.8580542264752791,358.0,269,358 +Stair up,0.6194029850746269,0.8058252427184466,0.70042194092827,103.0,134,103 +Stair down,0.5119047619047619,0.6056338028169014,0.5548387096774193,71.0,84,71 +Ramp up,0.2315270935960591,0.9306930693069307,0.3708086785009862,101.0,406,101 +Ramp down,0.7586206896551724,0.8198757763975155,0.7880597014925373,161.0,174,161 +Grass walking,0.6037735849056604,0.2302158273381295,0.3333333333333333,139.0,53,139 +Uneven ground walking,0.6923076923076923,0.060810810810810814,0.11180124223602485,148.0,13,148 +Carry,0.6025316455696202,0.41535776614310643,0.49173553719008267,573.0,395,573 +accuracy,0.644503842298697,0.644503842298697,0.644503842298697,0.644503842298697,0,0 +macro avg,0.6430450367940013,0.6404102714965814,0.5776377923887838,2993.0,0,0 +weighted avg,0.7011250333631808,0.644503842298697,0.6403481135811934,2993.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..44613b120ac615657f6f6b52ccb7882a2fca1b62 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4953271028037383,0.6973684210526315,0.5792349726775956,76.0,107,76 +Sit to stand,0.6818181818181818,0.5555555555555556,0.6122448979591837,27.0,22,27 +Stand to sit,0.9,0.34615384615384615,0.5,26.0,10,26 +Sitting,0.75,0.6521739130434783,0.6976744186046512,23.0,20,23 +Stair up,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Stair down,0.5,0.3333333333333333,0.4,6.0,4,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.5,0.5,0.5,8.0,8,8 +Grass walking,0.5,0.25,0.3333333333333333,8.0,4,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.14814814814814814,0.36363636363636365,0.21052631578947367,11.0,27,11 +accuracy,0.5169082125603864,0.5169082125603864,0.5169082125603864,0.5169082125603864,0,0 +macro avg,0.6189660696457637,0.37408073631289773,0.41116078437444786,207.0,0,0 +weighted avg,0.6086968454998615,0.5169082125603864,0.5117296950882223,207.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..08720ae114964c45f5dcd2c57df456392b004fd2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,954,0,2,0,6,12,94,53,17,0,148 +Sit to stand,29,64,0,5,0,0,0,0,0,0,0 +Stand to sit,22,0,25,17,0,0,0,0,0,0,14 +Sitting,0,105,0,277,0,0,0,0,0,0,0 +Stair up,30,0,0,0,80,0,3,0,0,0,0 +Stair down,21,0,0,0,7,46,0,2,0,0,0 +Ramp up,14,0,0,0,0,0,92,0,0,0,2 +Ramp down,33,0,0,0,0,3,0,132,0,0,3 +Grass walking,62,0,0,0,30,0,24,0,28,4,0 +Uneven ground walking,81,0,0,0,5,0,43,3,1,10,15 +Carry,161,0,3,0,0,31,135,0,12,0,240 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..f8abd7829648bb4310b74437952318622dae40ec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,901,0,2,0,5,10,93,51,12,0,134 +Sit to stand,18,53,0,1,0,0,0,0,0,0,0 +Stand to sit,14,0,24,5,0,0,0,0,0,0,9 +Sitting,0,102,0,255,0,0,0,0,0,0,0 +Stair up,22,0,0,0,80,0,3,0,0,0,0 +Stair down,18,0,0,0,7,43,0,2,0,0,0 +Ramp up,8,0,0,0,0,0,92,0,0,0,2 +Ramp down,29,0,0,0,0,3,0,128,0,0,3 +Grass walking,57,0,0,0,29,0,24,0,26,4,0 +Uneven ground walking,79,0,0,0,5,0,42,3,1,9,11 +Carry,154,0,3,0,0,31,135,0,12,0,236 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..5ab81c3fb83772da91c6bf608fabd9630cdddef6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,53,0,0,0,1,2,1,2,5,0,14 +Sit to stand,11,11,0,4,0,0,0,0,0,0,0 +Stand to sit,8,0,1,12,0,0,0,0,0,0,5 +Sitting,0,3,0,22,0,0,0,0,0,0,0 +Stair up,8,0,0,0,0,0,0,0,0,0,0 +Stair down,3,0,0,0,0,3,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,0,0,0,0,0 +Ramp down,4,0,0,0,0,0,0,4,0,0,0 +Grass walking,5,0,0,0,1,0,0,0,2,0,0 +Uneven ground walking,2,0,0,0,0,0,1,0,0,1,4 +Carry,7,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..27f096201f3aae80e3b566557c4b2d7f8762b16f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6780383795309168,0.7418351477449455,0.7085035276643149,1286.0,1407,1286 +Sit to stand,0.378698224852071,0.6530612244897959,0.4794007490636704,98.0,169,98 +Stand to sit,0.8333333333333334,0.32051282051282054,0.46296296296296297,78.0,30,78 +Sitting,0.9264214046822743,0.725130890052356,0.8135095447870778,382.0,299,382 +Stair up,0.625,0.7079646017699115,0.6639004149377593,113.0,128,113 +Stair down,0.5,0.6052631578947368,0.5476190476190477,76.0,92,76 +Ramp up,0.23529411764705882,0.8518518518518519,0.3687374749498998,108.0,391,108 +Ramp down,0.6947368421052632,0.7719298245614035,0.7313019390581718,171.0,190,171 +Grass walking,0.4827586206896552,0.1891891891891892,0.27184466019417475,148.0,58,148 +Uneven ground walking,0.7142857142857143,0.06329113924050633,0.11627906976744186,158.0,14,158 +Carry,0.5687203791469194,0.41237113402061853,0.47808764940239046,582.0,422,582 +accuracy,0.60875,0.60875,0.60875,0.60875,0,0 +macro avg,0.6033897287521097,0.5493091801207397,0.5129224582188101,3200.0,0,0 +weighted avg,0.6550313133717164,0.60875,0.601048986021581,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e239e3c4a724a0b91182743ca684d679da35bef7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.693076923076923,0.7458609271523179,0.7185007974481659,1208.0,1300,1208 +Sit to stand,0.3419354838709677,0.7361111111111112,0.4669603524229075,72.0,155,72 +Stand to sit,0.8275862068965517,0.46153846153846156,0.5925925925925926,52.0,29,52 +Sitting,0.9770114942528736,0.7142857142857143,0.8252427184466019,357.0,261,357 +Stair up,0.6349206349206349,0.7619047619047619,0.6926406926406926,105.0,126,105 +Stair down,0.4942528735632184,0.6142857142857143,0.5477707006369427,70.0,87,70 +Ramp up,0.2365038560411311,0.9019607843137255,0.37474541751527496,102.0,389,102 +Ramp down,0.6956521739130435,0.7852760736196319,0.7377521613832853,163.0,184,163 +Grass walking,0.5098039215686274,0.18571428571428572,0.27225130890052357,140.0,51,140 +Uneven ground walking,0.6923076923076923,0.06,0.11042944785276074,150.0,13,150 +Carry,0.5974683544303797,0.4133099824868651,0.4886128364389234,571.0,395,571 +accuracy,0.6177257525083613,0.6177257525083613,0.6177257525083613,0.6177257525083613,0,0 +macro avg,0.6091381468038221,0.5800225287647808,0.5297726387526065,2990.0,0,0 +weighted avg,0.6718515260361709,0.6177257525083613,0.612114702570766,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2f31f5cfdd7a116f212d5053205119d4d9367224 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4953271028037383,0.6794871794871795,0.572972972972973,78.0,107,78 +Sit to stand,0.7857142857142857,0.4230769230769231,0.55,26.0,14,26 +Stand to sit,1.0,0.038461538461538464,0.07407407407407407,26.0,1,26 +Sitting,0.5789473684210527,0.88,0.6984126984126984,25.0,38,25 +Stair up,0.0,0.0,0.0,8.0,2,8 +Stair down,0.6,0.5,0.5454545454545454,6.0,5,6 +Ramp up,0.0,0.0,0.0,6.0,2,6 +Ramp down,0.6666666666666666,0.5,0.5714285714285714,8.0,6,8 +Grass walking,0.2857142857142857,0.25,0.26666666666666666,8.0,7,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.14814814814814814,0.36363636363636365,0.21052631578947367,11.0,27,11 +accuracy,0.48095238095238096,0.48095238095238096,0.48095238095238096,0.48095238095238096,0,0 +macro avg,0.505501623406198,0.3417874549692732,0.33743255154738405,210.0,0,0 +weighted avg,0.573268794792698,0.48095238095238096,0.4402342462242212,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..df31103c041f3a396a508022ebf38d14bbf41f48 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,938,0,1,1,7,22,99,66,18,1,135 +Sit to stand,58,17,6,17,0,0,0,0,0,0,0 +Stand to sit,41,0,2,14,0,0,0,0,0,0,21 +Sitting,45,63,0,272,0,0,0,0,0,0,0 +Stair up,46,0,0,0,63,0,4,0,0,0,0 +Stair down,29,0,0,0,7,40,0,0,0,0,0 +Ramp up,23,0,0,0,0,0,81,0,0,0,4 +Ramp down,79,0,0,0,0,1,0,86,0,0,5 +Grass walking,84,0,0,0,20,0,15,2,23,3,1 +Uneven ground walking,99,0,0,0,4,0,19,3,1,9,23 +Carry,156,0,2,1,1,34,136,0,14,0,238 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..d9f86918cdc975457a85e1b354b57f569c57be95 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,885,0,1,1,6,19,98,64,15,1,120 +Sit to stand,44,13,5,10,0,0,0,0,0,0,0 +Stand to sit,33,0,1,4,0,0,0,0,0,0,14 +Sitting,44,57,0,254,0,0,0,0,0,0,0 +Stair up,39,0,0,0,62,0,4,0,0,0,0 +Stair down,25,0,0,0,7,38,0,0,0,0,0 +Ramp up,17,0,0,0,0,0,81,0,0,0,4 +Ramp down,72,0,0,0,0,1,0,86,0,0,4 +Grass walking,80,0,0,0,19,0,15,0,22,3,1 +Uneven ground walking,97,0,0,0,4,0,17,3,1,9,19 +Carry,147,0,2,1,1,34,136,0,13,0,237 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..0a58206b7001f3dd8e1661c28030f772bb2dc87b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,53,0,0,0,1,3,1,2,3,0,15 +Sit to stand,14,4,1,7,0,0,0,0,0,0,0 +Stand to sit,8,0,1,10,0,0,0,0,0,0,7 +Sitting,1,6,0,18,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,4,0,0,0,0,2,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,0,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,0,0,0,1 +Grass walking,4,0,0,0,1,0,0,2,1,0,0 +Uneven ground walking,2,0,0,0,0,0,2,0,0,0,4 +Carry,9,0,0,0,0,0,0,0,1,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..fab9cff0c804ab1ef2d1a41ead7eae345e8c62e9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5869837296620776,0.7282608695652174,0.65003465003465,1288.0,1598,1288 +Sit to stand,0.2125,0.17346938775510204,0.19101123595505617,98.0,80,98 +Stand to sit,0.18181818181818182,0.02564102564102564,0.0449438202247191,78.0,11,78 +Sitting,0.8918032786885246,0.7157894736842105,0.7941605839416058,380.0,305,380 +Stair up,0.6176470588235294,0.5575221238938053,0.586046511627907,113.0,102,113 +Stair down,0.41237113402061853,0.5263157894736842,0.4624277456647399,76.0,97,76 +Ramp up,0.2288135593220339,0.75,0.35064935064935066,108.0,354,108 +Ramp down,0.5477707006369427,0.5029239766081871,0.524390243902439,171.0,157,171 +Grass walking,0.4107142857142857,0.1554054054054054,0.22549019607843138,148.0,56,148 +Uneven ground walking,0.6923076923076923,0.056962025316455694,0.10526315789473684,158.0,13,158 +Carry,0.5573770491803278,0.40893470790378006,0.4717542120911794,582.0,427,582 +accuracy,0.5528125,0.5528125,0.5528125,0.5528125,0,0 +macro avg,0.4854642427431104,0.4182931622951704,0.40056106436952865,3200.0,0,0 +weighted avg,0.5762518306968176,0.5528125,0.5358512736592269,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..dc5571ae3a935a7726ddec14b6fc4c86b709613b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5967633175994606,0.731404958677686,0.6572595618269588,1210.0,1483,1210 +Sit to stand,0.18571428571428572,0.18055555555555555,0.18309859154929578,72.0,70,72 +Stand to sit,0.1111111111111111,0.019230769230769232,0.03278688524590164,52.0,9,52 +Sitting,0.9407407407407408,0.7154929577464789,0.8128,355.0,270,355 +Stair up,0.6262626262626263,0.5904761904761905,0.6078431372549019,105.0,99,105 +Stair down,0.41304347826086957,0.5428571428571428,0.4691358024691358,70.0,92,70 +Ramp up,0.23076923076923078,0.7941176470588235,0.3576158940397351,102.0,351,102 +Ramp down,0.5620915032679739,0.5276073619631901,0.5443037974683544,163.0,153,163 +Grass walking,0.43137254901960786,0.15714285714285714,0.23036649214659685,140.0,51,140 +Uneven ground walking,0.6923076923076923,0.06,0.11042944785276074,150.0,13,150 +Carry,0.5939849624060151,0.415061295971979,0.488659793814433,571.0,399,571 +accuracy,0.5645484949832776,0.5645484949832776,0.5645484949832776,0.5645484949832776,0,0 +macro avg,0.48946922704178314,0.43035879424369755,0.40857267306073397,2990.0,0,0 +weighted avg,0.5981369577448924,0.5645484949832776,0.5513103446640247,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8a2b56350940d5c960f2936ca22e9a05c970406e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4608695652173913,0.6794871794871795,0.5492227979274611,78.0,115,78 +Sit to stand,0.4,0.15384615384615385,0.2222222222222222,26.0,10,26 +Stand to sit,0.5,0.038461538461538464,0.07142857142857142,26.0,2,26 +Sitting,0.5142857142857142,0.72,0.6,25.0,35,25 +Stair up,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Stair down,0.4,0.3333333333333333,0.36363636363636365,6.0,5,6 +Ramp up,0.0,0.0,0.0,6.0,3,6 +Ramp down,0.0,0.0,0.0,8.0,4,8 +Grass walking,0.2,0.125,0.15384615384615385,8.0,5,8 +Uneven ground walking,0.0,0.0,0.0,8.0,0,8 +Carry,0.03571428571428571,0.09090909090909091,0.05128205128205128,11.0,28,11 +accuracy,0.38571428571428573,0.38571428571428573,0.38571428571428573,0.38571428571428573,0,0 +macro avg,0.2585638998682477,0.2060033905488451,0.19940512201463684,210.0,0,0 +weighted avg,0.3774499654934437,0.38571428571428573,0.3376454014499906,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b6417e3e25055e280be0b376adca8c1872f7e7c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,1735,0,0,3,0,0,0,681,4,0,4 +Sit to stand,15,13,0,22,0,0,0,0,0,0,0 +Stand to sit,31,0,33,2,0,0,0,2,0,0,0 +Sitting,1,0,0,247,0,0,0,0,0,0,0 +Stair up,93,2,0,37,12,5,0,20,0,0,0 +Stair down,123,0,0,0,1,0,0,24,0,0,0 +Ramp up,213,0,0,1,0,0,0,15,0,0,0 +Ramp down,52,0,0,0,0,1,0,128,0,0,0 +Grass walking,244,0,0,0,0,1,0,46,0,0,0 +Uneven ground walking,266,0,0,0,1,0,0,4,0,0,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..b215e79d3deb7626704e9e7cc0133f0f723b2c69 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,1708,0,0,3,0,0,0,673,4,0,4 +Sit to stand,10,13,0,18,0,0,0,0,0,0,0 +Stand to sit,27,0,31,0,0,0,0,1,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,90,1,0,37,12,5,0,20,0,0,0 +Stair down,120,0,0,0,1,0,0,23,0,0,0 +Ramp up,208,0,0,1,0,0,0,15,0,0,0 +Ramp down,48,0,0,0,0,1,0,128,0,0,0 +Grass walking,244,0,0,0,0,1,0,42,0,0,0 +Uneven ground walking,262,0,0,0,1,0,0,3,0,0,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..796362a51d7e09e124ae761b9240fa8b6911d512 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,27,0,0,0,0,0,0,8,0,0,0 +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,1,0,0,7,0,0,0,0,0,0,0 +Stair up,3,1,0,0,0,0,0,0,0,0,0 +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,4,0,0,0,0,0,0,0,0,0,0 +Grass walking,0,0,0,0,0,0,0,4,0,0,0 +Uneven ground walking,4,0,0,0,0,0,0,1,0,0,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..698b288b757638a29a1ffb1ae3151382732bb464 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.626099706744868,0.7140468227424749,0.6671875,2392.0,2728,2392 +Sit to stand,0.9285714285714286,0.3170731707317073,0.4727272727272727,41.0,14,41 +Stand to sit,1.0,0.5254237288135594,0.6888888888888889,59.0,31,59 +Sitting,0.802675585284281,1.0,0.8905380333951762,240.0,299,240 +Stair up,0.8571428571428571,0.07272727272727272,0.1340782122905028,165.0,14,165 +Stair down,0.0,0.0,0.0,144.0,7,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.1414364640883978,0.7231638418079096,0.2365988909426987,177.0,905,177 +Grass walking,0.0,0.0,0.0,287.0,4,287 +Uneven ground walking,0.0,0.0,0.0,266.0,0,266 +Carry,0.0,0.0,0.0,11.0,4,11 +accuracy,0.5322016974538193,0.5322016974538193,0.5322016974538193,0.5322016974538193,0,0 +macro avg,0.3959932765301666,0.30476680334753853,0.2809107998404127,4006.0,0,0 +weighted avg,0.48772014307179185,0.5322016974538193,0.482693160101322,4006.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c4fffc4a701b9e01e50de8b9123b47827e7891a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4918032786885246,0.7692307692307693,0.6,39.0,61,39 +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,0.0,0.0,0.0,4.0,0,4 +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,0.0,0.0,0.0,4.0,15,4 +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,0.43010752688172044,0.43010752688172044,0.43010752688172044,0.43010752688172044,0,0 +macro avg,0.1875665318288269,0.18104118104118105,0.1537190082644628,93.0,0,0 +weighted avg,0.35216942408904334,0.43010752688172044,0.3493646138807429,93.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6aca13ee8eadc3d842aa7d90eecc8e12bf48d434 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,1719,0,1,3,0,0,0,694,8,0,5 +Sit to stand,14,9,0,29,0,0,0,0,0,0,0 +Stand to sit,32,0,30,1,0,0,0,4,0,0,0 +Sitting,0,0,1,244,0,0,0,0,0,0,0 +Stair up,95,0,0,36,12,5,0,21,0,0,0 +Stair down,124,0,0,0,1,0,0,23,0,0,0 +Ramp up,209,0,0,1,0,0,0,17,0,0,0 +Ramp down,57,0,0,0,0,0,0,123,0,0,0 +Grass walking,240,0,0,0,0,0,0,53,0,0,0 +Uneven ground walking,265,0,0,0,1,0,0,5,0,0,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..c9105165db5db5c95ea2d356ca19c6842748b0cc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,1689,0,1,3,0,0,0,687,8,0,5 +Sit to stand,9,9,0,25,0,0,0,0,0,0,0 +Stand to sit,28,0,27,0,0,0,0,3,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,91,0,0,36,12,5,0,21,0,0,0 +Stair down,120,0,0,0,1,0,0,23,0,0,0 +Ramp up,205,0,0,1,0,0,0,17,0,0,0 +Ramp down,53,0,0,0,0,0,0,123,0,0,0 +Grass walking,240,0,0,0,0,0,0,49,0,0,0 +Uneven ground walking,262,0,0,0,1,0,0,4,0,0,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_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..50d0f694d159911cdc38437b027a63082f5b2758 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,30,0,0,0,0,0,0,7,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,4,0,3,1,0,0,0,1,0,0,0 +Sitting,0,0,1,7,0,0,0,0,0,0,0 +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,0,0,0,0,0,0,0,4,0,0,0 +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_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f2a65dbaf0f571d166cfba84225df073c7888aba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6208017334777898,0.7074074074074074,0.6612810155799193,2430.0,2769,2430 +Sit to stand,1.0,0.17307692307692307,0.29508196721311475,52.0,9,52 +Stand to sit,0.9375,0.44776119402985076,0.6060606060606061,67.0,32,67 +Sitting,0.7770700636942676,0.9959183673469387,0.8729874776386404,245.0,314,245 +Stair up,0.8571428571428571,0.07100591715976332,0.13114754098360656,169.0,14,169 +Stair down,0.0,0.0,0.0,148.0,5,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.13085106382978723,0.6833333333333333,0.21964285714285714,180.0,940,180 +Grass walking,0.0,0.0,0.0,293.0,8,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,5,14 +accuracy,0.521728515625,0.521728515625,0.521728515625,0.521728515625,0,0 +macro avg,0.3930332471040638,0.2798639220322015,0.25329104223806764,4096.0,0,0 +weighted avg,0.48392412409732155,0.521728515625,0.47325311804046805,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ae80ca1dfb608eefed0f7816fc26b94e767ca9a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6239379386775028,0.7058086084412871,0.6623529411764706,2393.0,2707,2393 +Sit to stand,1.0,0.20930232558139536,0.34615384615384615,43.0,9,43 +Stand to sit,0.9642857142857143,0.46551724137931033,0.627906976744186,58.0,28,58 +Sitting,0.7847682119205298,1.0,0.8794063079777366,237.0,302,237 +Stair up,0.8571428571428571,0.07272727272727272,0.1340782122905028,165.0,14,165 +Stair down,0.0,0.0,0.0,144.0,5,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.13268608414239483,0.6988636363636364,0.2230281051677244,176.0,927,176 +Grass walking,0.0,0.0,0.0,289.0,8,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,5,10 +accuracy,0.5235955056179775,0.5235955056179775,0.5235955056179775,0.5235955056179775,0,0 +macro avg,0.39662007328809074,0.2865653713175365,0.2611751263191333,4005.0,0,0 +weighted avg,0.4850894999117688,0.5235955056179775,0.47593232329569246,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5607cfcfbda27ee03e9f203a3ac70b327e1508dc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4838709677419355,0.8108108108108109,0.6060606060606061,37.0,62,37 +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,0.0,0.0,0.0,4.0,0,4 +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,0.0,0.0,0.0,4.0,13,4 +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,0.43956043956043955,0.43956043956043955,0.43956043956043955,0.43956043956043955,0,0 +macro avg,0.16520039100684264,0.18355855855855854,0.16069082432718795,91.0,0,0 +weighted avg,0.32219662058371734,0.43956043956043955,0.35360536898998435,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..27d70c33f7dc5989ed75bcccf98f393f0f6deb8f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14763,54,21,176,315,119,115,3223,51,10,921 +Sit to stand,200,384,83,493,0,0,0,0,0,0,0 +Stand to sit,560,38,492,280,1,1,1,27,0,0,96 +Sitting,460,109,108,3199,0,3,0,0,0,0,7 +Stair up,534,7,0,70,530,24,5,41,2,2,9 +Stair down,794,4,1,12,40,282,1,68,0,0,1 +Ramp up,1234,15,0,22,54,64,379,68,3,2,31 +Ramp down,955,1,0,3,22,183,0,1286,0,0,2 +Grass walking,1304,2,0,0,152,105,32,441,287,25,16 +Uneven ground walking,1494,5,0,4,64,71,89,343,33,182,17 +Carry,2021,0,8,1,7,252,134,1217,6,0,2147 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7f862366b022f536fed356eea6438b1860d1c05d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14263,46,16,140,297,103,112,3132,46,9,863 +Sit to stand,103,302,76,383,0,0,0,0,0,0,0 +Stand to sit,440,28,452,174,1,1,1,18,0,0,85 +Sitting,422,82,96,3028,0,3,0,0,0,0,6 +Stair up,485,7,0,69,517,24,5,33,2,2,4 +Stair down,745,4,1,11,36,275,0,66,0,0,1 +Ramp up,1188,15,0,22,53,63,375,67,2,2,22 +Ramp down,908,1,0,3,17,182,0,1264,0,0,2 +Grass walking,1260,2,0,0,152,105,31,421,282,25,15 +Uneven ground walking,1451,5,0,3,64,68,88,329,33,178,13 +Carry,1936,0,8,1,6,250,134,1207,6,0,2122 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bcfe8e40f7c421af9736ae253fda77a9e0892c35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,500,8,5,36,18,16,3,91,5,1,58 +Sit to stand,97,82,7,110,0,0,0,0,0,0,0 +Stand to sit,120,10,40,106,0,0,0,9,0,0,11 +Sitting,38,27,12,171,0,0,0,0,0,0,1 +Stair up,49,0,0,1,13,0,0,8,0,0,5 +Stair down,49,0,0,1,4,7,1,2,0,0,0 +Ramp up,46,0,0,0,1,1,4,1,1,0,9 +Ramp down,47,0,0,0,5,1,0,22,0,0,0 +Grass walking,44,0,0,0,0,0,1,20,5,0,1 +Uneven ground walking,43,0,0,1,0,3,1,14,0,4,4 +Carry,85,0,0,0,1,2,0,10,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2338ea0a17185b2ad5c4b0839ffc72613562c25b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6070562111928944,0.7468130311614731,0.6697212330165355,19768.0,24319,19768 +Sit to stand,0.6203554119547657,0.3310344827586207,0.4317032040472175,1160.0,619,1160 +Stand to sit,0.6900420757363254,0.32887700534759357,0.44545043005885016,1496.0,713,1496 +Sitting,0.7509389671361503,0.8232115285640762,0.7854161551681808,3886.0,4260,3886 +Stair up,0.4472573839662447,0.43300653594771243,0.44001660440016604,1224.0,1185,1224 +Stair down,0.2554347826086957,0.2344139650872818,0.2444733420026008,1203.0,1104,1203 +Ramp up,0.5013227513227513,0.20245726495726496,0.2884322678843227,1872.0,756,1872 +Ramp down,0.1915400655347036,0.5244698205546493,0.28060222561640846,2452.0,6714,2452 +Grass walking,0.7513089005235603,0.12140439932318105,0.2090313182811362,2364.0,382,2364 +Uneven ground walking,0.8235294117647058,0.0790616854908775,0.14427269124058661,2302.0,221,2302 +Carry,0.6612257468432399,0.37061971344726397,0.475,5793.0,3247,5793 +accuracy,0.5498851102941177,0.5498851102941177,0.5498851102941177,0.5498851102941177,0,0 +macro avg,0.5727283371440034,0.38139722114909047,0.4012835883378186,43520.0,0,0 +weighted avg,0.6074346149614994,0.5498851102941177,0.5307203690688302,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8df44ce4206d08a9672fa49053a08e82b6f66a10 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6147579845696306,0.7496189625269354,0.6755233494363929,19027.0,23201,19027 +Sit to stand,0.6138211382113821,0.34953703703703703,0.44542772861356933,864.0,492,864 +Stand to sit,0.6964560862865947,0.37666666666666665,0.4889129259058951,1200.0,649,1200 +Sitting,0.7897756911841419,0.8325543029969755,0.8106009904965868,3637.0,3834,3637 +Stair up,0.45231846019247596,0.45034843205574915,0.4513312963771279,1148.0,1143,1148 +Stair down,0.25605214152700184,0.2414398595258999,0.24853140533212834,1139.0,1074,1139 +Ramp up,0.5026809651474531,0.20729684908789386,0.29354207436399216,1809.0,746,1809 +Ramp down,0.1933608689001071,0.5317627261253681,0.283598833295939,2377.0,6537,2377 +Grass walking,0.7601078167115903,0.1229829917139119,0.21171171171171171,2293.0,371,2293 +Uneven ground walking,0.8240740740740741,0.07974910394265233,0.1454248366013072,2232.0,216,2232 +Carry,0.6773060963932334,0.3742504409171076,0.4821083721458594,5670.0,3133,5670 +accuracy,0.5570103391632042,0.5570103391632042,0.5570103391632042,0.5570103391632042,0,0 +macro avg,0.5800646657452442,0.3923824884178362,0.412428502207319,41396.0,0,0 +weighted avg,0.6169186125382112,0.5570103391632042,0.5392506266129766,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..06c8df6bc68507dd0fab05e98fbc33f0c07d884e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4472271914132379,0.6747638326585695,0.5379236148466918,741.0,1118,741 +Sit to stand,0.6456692913385826,0.27702702702702703,0.3877068557919622,296.0,127,296 +Stand to sit,0.625,0.13513513513513514,0.2222222222222222,296.0,64,296 +Sitting,0.4014084507042254,0.6867469879518072,0.5066666666666667,249.0,426,249 +Stair up,0.30952380952380953,0.17105263157894737,0.22033898305084745,76.0,42,76 +Stair down,0.23333333333333334,0.109375,0.14893617021276595,64.0,30,64 +Ramp up,0.4,0.06349206349206349,0.1095890410958904,63.0,10,63 +Ramp down,0.12429378531073447,0.29333333333333333,0.1746031746031746,75.0,177,75 +Grass walking,0.45454545454545453,0.07042253521126761,0.12195121951219512,71.0,11,71 +Uneven ground walking,0.8,0.05714285714285714,0.10666666666666667,70.0,5,70 +Carry,0.21929824561403508,0.2032520325203252,0.2109704641350211,123.0,114,123 +accuracy,0.4110169491525424,0.4110169491525424,0.4110169491525424,0.4110169491525424,0,0 +macro avg,0.4236635965257649,0.2492494032773939,0.24977955261855495,2124.0,0,0 +weighted avg,0.4687804856579489,0.4110169491525424,0.3736591343333323,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2338ea0a17185b2ad5c4b0839ffc72613562c25b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6070562111928944,0.7468130311614731,0.6697212330165355,19768.0,24319,19768 +Sit to stand,0.6203554119547657,0.3310344827586207,0.4317032040472175,1160.0,619,1160 +Stand to sit,0.6900420757363254,0.32887700534759357,0.44545043005885016,1496.0,713,1496 +Sitting,0.7509389671361503,0.8232115285640762,0.7854161551681808,3886.0,4260,3886 +Stair up,0.4472573839662447,0.43300653594771243,0.44001660440016604,1224.0,1185,1224 +Stair down,0.2554347826086957,0.2344139650872818,0.2444733420026008,1203.0,1104,1203 +Ramp up,0.5013227513227513,0.20245726495726496,0.2884322678843227,1872.0,756,1872 +Ramp down,0.1915400655347036,0.5244698205546493,0.28060222561640846,2452.0,6714,2452 +Grass walking,0.7513089005235603,0.12140439932318105,0.2090313182811362,2364.0,382,2364 +Uneven ground walking,0.8235294117647058,0.0790616854908775,0.14427269124058661,2302.0,221,2302 +Carry,0.6612257468432399,0.37061971344726397,0.475,5793.0,3247,5793 +accuracy,0.5498851102941177,0.5498851102941177,0.5498851102941177,0.5498851102941177,0,0 +macro avg,0.5727283371440034,0.38139722114909047,0.4012835883378186,43520.0,0,0 +weighted avg,0.6074346149614994,0.5498851102941177,0.5307203690688302,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..8df44ce4206d08a9672fa49053a08e82b6f66a10 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6147579845696306,0.7496189625269354,0.6755233494363929,19027.0,23201,19027 +Sit to stand,0.6138211382113821,0.34953703703703703,0.44542772861356933,864.0,492,864 +Stand to sit,0.6964560862865947,0.37666666666666665,0.4889129259058951,1200.0,649,1200 +Sitting,0.7897756911841419,0.8325543029969755,0.8106009904965868,3637.0,3834,3637 +Stair up,0.45231846019247596,0.45034843205574915,0.4513312963771279,1148.0,1143,1148 +Stair down,0.25605214152700184,0.2414398595258999,0.24853140533212834,1139.0,1074,1139 +Ramp up,0.5026809651474531,0.20729684908789386,0.29354207436399216,1809.0,746,1809 +Ramp down,0.1933608689001071,0.5317627261253681,0.283598833295939,2377.0,6537,2377 +Grass walking,0.7601078167115903,0.1229829917139119,0.21171171171171171,2293.0,371,2293 +Uneven ground walking,0.8240740740740741,0.07974910394265233,0.1454248366013072,2232.0,216,2232 +Carry,0.6773060963932334,0.3742504409171076,0.4821083721458594,5670.0,3133,5670 +accuracy,0.5570103391632042,0.5570103391632042,0.5570103391632042,0.5570103391632042,0,0 +macro avg,0.5800646657452442,0.3923824884178362,0.412428502207319,41396.0,0,0 +weighted avg,0.6169186125382112,0.5570103391632042,0.5392506266129766,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..06c8df6bc68507dd0fab05e98fbc33f0c07d884e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4472271914132379,0.6747638326585695,0.5379236148466918,741.0,1118,741 +Sit to stand,0.6456692913385826,0.27702702702702703,0.3877068557919622,296.0,127,296 +Stand to sit,0.625,0.13513513513513514,0.2222222222222222,296.0,64,296 +Sitting,0.4014084507042254,0.6867469879518072,0.5066666666666667,249.0,426,249 +Stair up,0.30952380952380953,0.17105263157894737,0.22033898305084745,76.0,42,76 +Stair down,0.23333333333333334,0.109375,0.14893617021276595,64.0,30,64 +Ramp up,0.4,0.06349206349206349,0.1095890410958904,63.0,10,63 +Ramp down,0.12429378531073447,0.29333333333333333,0.1746031746031746,75.0,177,75 +Grass walking,0.45454545454545453,0.07042253521126761,0.12195121951219512,71.0,11,71 +Uneven ground walking,0.8,0.05714285714285714,0.10666666666666667,70.0,5,70 +Carry,0.21929824561403508,0.2032520325203252,0.2109704641350211,123.0,114,123 +accuracy,0.4110169491525424,0.4110169491525424,0.4110169491525424,0.4110169491525424,0,0 +macro avg,0.4236635965257649,0.2492494032773939,0.24977955261855495,2124.0,0,0 +weighted avg,0.4687804856579489,0.4110169491525424,0.3736591343333323,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a61b7e09c86ab87425c393cebd89dfd2ecf15901 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14710,56,22,184,316,129,124,3274,47,14,909 +Sit to stand,182,396,85,495,0,0,0,0,0,0,0 +Stand to sit,576,39,473,276,1,1,1,34,0,0,98 +Sitting,457,140,110,3157,0,2,0,0,0,0,8 +Stair up,544,7,0,69,517,21,5,44,2,2,10 +Stair down,799,3,1,13,39,280,0,71,0,0,1 +Ramp up,1238,12,0,23,54,68,372,69,2,1,32 +Ramp down,948,1,0,3,23,176,0,1296,0,0,2 +Grass walking,1304,1,0,0,149,100,31,458,280,24,19 +Uneven ground walking,1483,5,0,4,64,70,87,357,32,181,20 +Carry,1965,0,9,1,7,271,139,1248,9,0,2138 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..49ad5283943b679cde4b71f984b03ac4bb79bbe0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14191,49,19,147,293,115,122,3183,41,14,853 +Sit to stand,95,304,78,384,0,0,0,0,0,0,0 +Stand to sit,456,29,428,181,1,1,1,20,0,0,88 +Sitting,417,110,98,3000,0,2,0,0,0,0,7 +Stair up,496,7,0,68,499,21,5,40,2,2,5 +Stair down,752,3,1,12,34,271,0,66,0,0,1 +Ramp up,1189,12,0,23,53,66,369,69,2,1,23 +Ramp down,901,1,0,3,19,175,0,1274,0,0,2 +Grass walking,1264,1,0,0,149,99,31,436,271,24,18 +Uneven ground walking,1443,5,0,3,64,66,86,343,32,176,14 +Carry,1877,0,9,1,6,269,139,1238,9,0,2114 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c6910c28e91a1ad82d64e4b3d6d9180ad645f7f0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,519,7,3,37,23,14,2,91,6,0,56 +Sit to stand,87,92,7,111,0,0,0,0,0,0,0 +Stand to sit,120,10,45,95,0,0,0,14,0,0,10 +Sitting,40,30,12,157,0,0,0,0,0,0,1 +Stair up,48,0,0,1,18,0,0,4,0,0,5 +Stair down,47,0,0,1,5,9,0,5,0,0,0 +Ramp up,49,0,0,0,1,2,3,0,0,0,9 +Ramp down,47,0,0,0,4,1,0,22,0,0,0 +Grass walking,40,0,0,0,0,1,0,22,9,0,1 +Uneven ground walking,40,0,0,1,0,4,1,14,0,5,6 +Carry,88,0,0,0,1,2,0,10,0,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b48f12302c64dcc0253bf065b812e9996a62a93a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6077005701065852,0.743492544857215,0.6687731581459844,19785.0,24206,19785 +Sit to stand,0.6,0.34196891191709844,0.43564356435643564,1158.0,660,1158 +Stand to sit,0.6757142857142857,0.31554369579719815,0.43019554342883126,1499.0,700,1499 +Sitting,0.7472189349112426,0.8149199793495095,0.7796024200518582,3874.0,4225,3874 +Stair up,0.44188034188034186,0.42342342342342343,0.43245503973232957,1221.0,1170,1221 +Stair down,0.2504472271914132,0.231980115990058,0.24086021505376345,1207.0,1118,1207 +Ramp up,0.4901185770750988,0.1988241582041689,0.2828897338403042,1871.0,759,1871 +Ramp down,0.1891694643117793,0.5291955900367497,0.2787096774193548,2449.0,6851,2449 +Grass walking,0.7526881720430108,0.11834319526627218,0.20452885317750183,2366.0,372,2366 +Uneven ground walking,0.8153153153153153,0.07859313938341293,0.14336633663366335,2303.0,222,2303 +Carry,0.6604881062712388,0.36944876447209263,0.47384751773049644,5787.0,3237,5787 +accuracy,0.546875,0.546875,0.546875,0.546875,0,0 +macro avg,0.5664309995291192,0.3787030471542909,0.3973520054155021,43520.0,0,0 +weighted avg,0.6049785680461911,0.546875,0.5282176281345066,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..92872564528cbab77a98383bf9adc86f962794e5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6148347125341189,0.7458348662427078,0.6740286881352712,19027.0,23081,19027 +Sit to stand,0.5834932821497121,0.3530778164924506,0.4399421128798842,861.0,521,861 +Stand to sit,0.6761453396524486,0.35518672199170126,0.4657236126224157,1205.0,633,1205 +Sitting,0.7849293563579278,0.825536598789213,0.8047210300429185,3634.0,3822,3634 +Stair up,0.44633273703041143,0.43580786026200874,0.4410075121520106,1145.0,1118,1145 +Stair down,0.24976958525345622,0.23771929824561402,0.24359550561797752,1140.0,1085,1140 +Ramp up,0.4900398406374502,0.20420586607636967,0.28828125,1807.0,753,1807 +Ramp down,0.19103313840155944,0.5364210526315789,0.28173374613003094,2375.0,6669,2375 +Grass walking,0.7591036414565826,0.11818578281726995,0.20452830188679244,2293.0,357,2293 +Uneven ground walking,0.8110599078341014,0.07885304659498207,0.14373213556553696,2232.0,217,2232 +Carry,0.67648,0.37336630166019075,0.48116535791510184,5662.0,3125,5662 +accuracy,0.553321572702448,0.553321572702448,0.553321572702448,0.553321572702448,0,0 +macro avg,0.5712019583007062,0.3876541101640079,0.40622356844981267,41381.0,0,0 +weighted avg,0.6134257349405158,0.553321572702448,0.5358965058281996,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0dd59e51305327040775afe3a474999e8b48a19 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4613333333333333,0.6846965699208444,0.5512480084970791,758.0,1125,758 +Sit to stand,0.6618705035971223,0.30976430976430974,0.42201834862385323,297.0,139,297 +Stand to sit,0.6716417910447762,0.15306122448979592,0.24930747922437674,294.0,67,294 +Sitting,0.38957816377171217,0.6541666666666667,0.48833592534992226,240.0,403,240 +Stair up,0.34615384615384615,0.23684210526315788,0.28125,76.0,52,76 +Stair down,0.2727272727272727,0.13432835820895522,0.18,67.0,33,67 +Ramp up,0.5,0.046875,0.08571428571428572,64.0,6,64 +Ramp down,0.12087912087912088,0.2972972972972973,0.171875,74.0,182,74 +Grass walking,0.6,0.1232876712328767,0.20454545454545456,73.0,15,73 +Uneven ground walking,1.0,0.07042253521126761,0.13157894736842105,71.0,5,71 +Carry,0.21428571428571427,0.192,0.20253164556962025,125.0,112,125 +accuracy,0.4221598877980365,0.4221598877980365,0.4221598877980365,0.4221598877980365,0,0 +macro avg,0.4762245223448089,0.26388561255047016,0.2698550086266376,2139.0,0,0 +weighted avg,0.49758711590396243,0.4221598877980365,0.3903283330457744,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b48f12302c64dcc0253bf065b812e9996a62a93a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6077005701065852,0.743492544857215,0.6687731581459844,19785.0,24206,19785 +Sit to stand,0.6,0.34196891191709844,0.43564356435643564,1158.0,660,1158 +Stand to sit,0.6757142857142857,0.31554369579719815,0.43019554342883126,1499.0,700,1499 +Sitting,0.7472189349112426,0.8149199793495095,0.7796024200518582,3874.0,4225,3874 +Stair up,0.44188034188034186,0.42342342342342343,0.43245503973232957,1221.0,1170,1221 +Stair down,0.2504472271914132,0.231980115990058,0.24086021505376345,1207.0,1118,1207 +Ramp up,0.4901185770750988,0.1988241582041689,0.2828897338403042,1871.0,759,1871 +Ramp down,0.1891694643117793,0.5291955900367497,0.2787096774193548,2449.0,6851,2449 +Grass walking,0.7526881720430108,0.11834319526627218,0.20452885317750183,2366.0,372,2366 +Uneven ground walking,0.8153153153153153,0.07859313938341293,0.14336633663366335,2303.0,222,2303 +Carry,0.6604881062712388,0.36944876447209263,0.47384751773049644,5787.0,3237,5787 +accuracy,0.546875,0.546875,0.546875,0.546875,0,0 +macro avg,0.5664309995291192,0.3787030471542909,0.3973520054155021,43520.0,0,0 +weighted avg,0.6049785680461911,0.546875,0.5282176281345066,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..92872564528cbab77a98383bf9adc86f962794e5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6148347125341189,0.7458348662427078,0.6740286881352712,19027.0,23081,19027 +Sit to stand,0.5834932821497121,0.3530778164924506,0.4399421128798842,861.0,521,861 +Stand to sit,0.6761453396524486,0.35518672199170126,0.4657236126224157,1205.0,633,1205 +Sitting,0.7849293563579278,0.825536598789213,0.8047210300429185,3634.0,3822,3634 +Stair up,0.44633273703041143,0.43580786026200874,0.4410075121520106,1145.0,1118,1145 +Stair down,0.24976958525345622,0.23771929824561402,0.24359550561797752,1140.0,1085,1140 +Ramp up,0.4900398406374502,0.20420586607636967,0.28828125,1807.0,753,1807 +Ramp down,0.19103313840155944,0.5364210526315789,0.28173374613003094,2375.0,6669,2375 +Grass walking,0.7591036414565826,0.11818578281726995,0.20452830188679244,2293.0,357,2293 +Uneven ground walking,0.8110599078341014,0.07885304659498207,0.14373213556553696,2232.0,217,2232 +Carry,0.67648,0.37336630166019075,0.48116535791510184,5662.0,3125,5662 +accuracy,0.553321572702448,0.553321572702448,0.553321572702448,0.553321572702448,0,0 +macro avg,0.5712019583007062,0.3876541101640079,0.40622356844981267,41381.0,0,0 +weighted avg,0.6134257349405158,0.553321572702448,0.5358965058281996,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0dd59e51305327040775afe3a474999e8b48a19 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.4613333333333333,0.6846965699208444,0.5512480084970791,758.0,1125,758 +Sit to stand,0.6618705035971223,0.30976430976430974,0.42201834862385323,297.0,139,297 +Stand to sit,0.6716417910447762,0.15306122448979592,0.24930747922437674,294.0,67,294 +Sitting,0.38957816377171217,0.6541666666666667,0.48833592534992226,240.0,403,240 +Stair up,0.34615384615384615,0.23684210526315788,0.28125,76.0,52,76 +Stair down,0.2727272727272727,0.13432835820895522,0.18,67.0,33,67 +Ramp up,0.5,0.046875,0.08571428571428572,64.0,6,64 +Ramp down,0.12087912087912088,0.2972972972972973,0.171875,74.0,182,74 +Grass walking,0.6,0.1232876712328767,0.20454545454545456,73.0,15,73 +Uneven ground walking,1.0,0.07042253521126761,0.13157894736842105,71.0,5,71 +Carry,0.21428571428571427,0.192,0.20253164556962025,125.0,112,125 +accuracy,0.4221598877980365,0.4221598877980365,0.4221598877980365,0.4221598877980365,0,0 +macro avg,0.4762245223448089,0.26388561255047016,0.2698550086266376,2139.0,0,0 +weighted avg,0.49758711590396243,0.4221598877980365,0.3903283330457744,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ab66f8f7ee800c6556d9ab4b19b281853c68d1a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14608,59,25,191,322,144,132,3358,48,17,895 +Sit to stand,165,397,83,515,0,0,0,0,0,0,0 +Stand to sit,599,36,411,292,1,1,2,43,0,0,104 +Sitting,466,165,99,3133,0,2,0,0,0,0,7 +Stair up,548,7,0,67,510,19,4,47,2,2,11 +Stair down,797,3,1,14,35,280,0,74,1,0,1 +Ramp up,1235,9,0,25,54,73,362,77,2,1,35 +Ramp down,941,1,0,3,25,161,0,1317,0,0,2 +Grass walking,1292,1,0,0,140,93,32,481,278,23,21 +Uneven ground walking,1482,5,0,4,60,66,76,379,30,185,22 +Carry,1891,0,8,1,8,301,147,1274,12,0,2142 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b9ad735515c1ea6eed92a1ef0008961b0f8d5ebe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14092,49,20,153,299,127,129,3272,43,17,841 +Sit to stand,91,306,75,394,0,0,0,0,0,0,0 +Stand to sit,483,26,386,185,1,1,1,27,0,0,89 +Sitting,423,137,93,2970,0,2,0,0,0,0,6 +Stair up,505,6,0,64,491,19,4,44,1,2,7 +Stair down,757,3,1,13,30,269,0,69,1,0,1 +Ramp up,1187,8,0,24,53,69,359,77,2,1,28 +Ramp down,898,1,0,3,20,161,0,1291,0,0,2 +Grass walking,1255,1,0,0,140,93,32,457,269,23,19 +Uneven ground walking,1446,5,0,3,60,62,76,364,30,178,16 +Carry,1805,0,8,1,7,299,147,1264,12,0,2120 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c594292e28f5cf0ed1bc4aaf09b2dd411490cbf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,516,10,5,38,23,17,3,86,5,0,54 +Sit to stand,74,91,8,121,0,0,0,0,0,0,0 +Stand to sit,116,10,25,107,0,0,1,16,0,0,15 +Sitting,43,28,6,163,0,0,0,0,0,0,1 +Stair up,43,1,0,3,19,0,0,3,1,0,4 +Stair down,40,0,0,1,5,11,0,5,0,0,0 +Ramp up,48,1,0,1,1,4,3,0,0,0,7 +Ramp down,43,0,0,0,5,0,0,26,0,0,0 +Grass walking,37,0,0,0,0,0,0,24,9,0,2 +Uneven ground walking,36,0,0,1,0,4,0,15,0,7,6 +Carry,86,0,0,0,1,2,0,10,0,0,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0f11d77c366b5ced7503151f664528c914308a3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.608058608058608,0.7378150411636951,0.6666818793784086,19799.0,24024,19799 +Sit to stand,0.5812591508052709,0.3422413793103448,0.43081931633206727,1160.0,683,1160 +Stand to sit,0.6555023923444976,0.27602417730020146,0.388468809073724,1489.0,627,1489 +Sitting,0.7380447585394582,0.8091425619834711,0.7719600837747936,3872.0,4245,3872 +Stair up,0.44155844155844154,0.419063270336894,0.4300168634064081,1217.0,1155,1217 +Stair down,0.24561403508771928,0.23217247097844113,0.23870417732310314,1206.0,1140,1206 +Ramp up,0.4794701986754967,0.19327282434596904,0.2754946727549467,1873.0,755,1873 +Ramp down,0.18680851063829787,0.5375510204081633,0.2772631578947368,2450.0,7050,2450 +Grass walking,0.7453083109919572,0.11774671749258789,0.2033650329188003,2361.0,373,2361 +Uneven ground walking,0.8114035087719298,0.08012126461671719,0.14584154513204572,2309.0,228,2309 +Carry,0.6611111111111111,0.3703319502074689,0.4747340425531915,5784.0,3240,5784 +accuracy,0.5428079044117647,0.5428079044117647,0.5428079044117647,0.5428079044117647,0,0 +macro avg,0.5594671842347989,0.3741347889221776,0.3912135982311114,43520.0,0,0 +weighted avg,0.6018692862293369,0.5428079044117647,0.5247266344194235,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ef8463d6612cb59cfc948161e8f740c7d947de77 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6142446168599076,0.7400483142527046,0.6713033536585366,19042.0,22942,19042 +Sit to stand,0.5645756457564576,0.3533487297921478,0.4346590909090909,866.0,542,866 +Stand to sit,0.6620926243567753,0.3219349457881568,0.4332210998877666,1199.0,583,1199 +Sitting,0.7795275590551181,0.8179564858165794,0.7982798011020025,3631.0,3810,3631 +Stair up,0.44595821980018163,0.42957130358705164,0.4376114081996435,1143.0,1101,1143 +Stair down,0.2441016333938294,0.23513986013986013,0.23953695458593055,1144.0,1102,1144 +Ramp up,0.4799465240641711,0.19856194690265486,0.2809076682316119,1808.0,748,1808 +Ramp down,0.18805535324107794,0.5433501683501684,0.2794069905854345,2376.0,6865,2376 +Grass walking,0.7513966480446927,0.11751856705985146,0.20324896108802418,2289.0,358,2289 +Uneven ground walking,0.8054298642533937,0.07946428571428571,0.14465664364079642,2240.0,221,2240 +Carry,0.6775327580696708,0.3743598799223027,0.4822565969062784,5663.0,3129,5663 +accuracy,0.5490447090649985,0.5490447090649985,0.5490447090649985,0.5490447090649985,0,0 +macro avg,0.5648055860813886,0.38284131702961494,0.4004625971631924,41401.0,0,0 +weighted avg,0.610473305183396,0.5490447090649985,0.5324416883900945,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d495991da897216551a31410faae78ef2fef7b6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.47689463955637706,0.6816380449141347,0.5611745513866232,757.0,1082,757 +Sit to stand,0.6453900709219859,0.30952380952380953,0.41839080459770117,294.0,141,294 +Stand to sit,0.5681818181818182,0.08620689655172414,0.1497005988023952,290.0,44,290 +Sitting,0.37471264367816093,0.6763485477178424,0.4822485207100592,241.0,435,241 +Stair up,0.35185185185185186,0.25675675675675674,0.296875,74.0,54,74 +Stair down,0.2894736842105263,0.1774193548387097,0.22,62.0,38,62 +Ramp up,0.42857142857142855,0.046153846153846156,0.08333333333333333,65.0,7,65 +Ramp down,0.14054054054054055,0.35135135135135137,0.20077220077220076,74.0,185,74 +Grass walking,0.6,0.125,0.20689655172413793,72.0,15,72 +Uneven ground walking,1.0,0.10144927536231885,0.18421052631578946,69.0,7,69 +Carry,0.1981981981981982,0.18181818181818182,0.1896551724137931,121.0,111,121 +accuracy,0.4209532798489854,0.4209532798489854,0.4209532798489854,0.4209532798489854,0,0 +macro avg,0.4612558977918988,0.2721514604535159,0.27211429636873025,2119.0,0,0 +weighted avg,0.4833675921149693,0.4209532798489854,0.3840910866073727,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0f11d77c366b5ced7503151f664528c914308a3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.608058608058608,0.7378150411636951,0.6666818793784086,19799.0,24024,19799 +Sit to stand,0.5812591508052709,0.3422413793103448,0.43081931633206727,1160.0,683,1160 +Stand to sit,0.6555023923444976,0.27602417730020146,0.388468809073724,1489.0,627,1489 +Sitting,0.7380447585394582,0.8091425619834711,0.7719600837747936,3872.0,4245,3872 +Stair up,0.44155844155844154,0.419063270336894,0.4300168634064081,1217.0,1155,1217 +Stair down,0.24561403508771928,0.23217247097844113,0.23870417732310314,1206.0,1140,1206 +Ramp up,0.4794701986754967,0.19327282434596904,0.2754946727549467,1873.0,755,1873 +Ramp down,0.18680851063829787,0.5375510204081633,0.2772631578947368,2450.0,7050,2450 +Grass walking,0.7453083109919572,0.11774671749258789,0.2033650329188003,2361.0,373,2361 +Uneven ground walking,0.8114035087719298,0.08012126461671719,0.14584154513204572,2309.0,228,2309 +Carry,0.6611111111111111,0.3703319502074689,0.4747340425531915,5784.0,3240,5784 +accuracy,0.5428079044117647,0.5428079044117647,0.5428079044117647,0.5428079044117647,0,0 +macro avg,0.5594671842347989,0.3741347889221776,0.3912135982311114,43520.0,0,0 +weighted avg,0.6018692862293369,0.5428079044117647,0.5247266344194235,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..ef8463d6612cb59cfc948161e8f740c7d947de77 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6142446168599076,0.7400483142527046,0.6713033536585366,19042.0,22942,19042 +Sit to stand,0.5645756457564576,0.3533487297921478,0.4346590909090909,866.0,542,866 +Stand to sit,0.6620926243567753,0.3219349457881568,0.4332210998877666,1199.0,583,1199 +Sitting,0.7795275590551181,0.8179564858165794,0.7982798011020025,3631.0,3810,3631 +Stair up,0.44595821980018163,0.42957130358705164,0.4376114081996435,1143.0,1101,1143 +Stair down,0.2441016333938294,0.23513986013986013,0.23953695458593055,1144.0,1102,1144 +Ramp up,0.4799465240641711,0.19856194690265486,0.2809076682316119,1808.0,748,1808 +Ramp down,0.18805535324107794,0.5433501683501684,0.2794069905854345,2376.0,6865,2376 +Grass walking,0.7513966480446927,0.11751856705985146,0.20324896108802418,2289.0,358,2289 +Uneven ground walking,0.8054298642533937,0.07946428571428571,0.14465664364079642,2240.0,221,2240 +Carry,0.6775327580696708,0.3743598799223027,0.4822565969062784,5663.0,3129,5663 +accuracy,0.5490447090649985,0.5490447090649985,0.5490447090649985,0.5490447090649985,0,0 +macro avg,0.5648055860813886,0.38284131702961494,0.4004625971631924,41401.0,0,0 +weighted avg,0.610473305183396,0.5490447090649985,0.5324416883900945,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..d495991da897216551a31410faae78ef2fef7b6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.47689463955637706,0.6816380449141347,0.5611745513866232,757.0,1082,757 +Sit to stand,0.6453900709219859,0.30952380952380953,0.41839080459770117,294.0,141,294 +Stand to sit,0.5681818181818182,0.08620689655172414,0.1497005988023952,290.0,44,290 +Sitting,0.37471264367816093,0.6763485477178424,0.4822485207100592,241.0,435,241 +Stair up,0.35185185185185186,0.25675675675675674,0.296875,74.0,54,74 +Stair down,0.2894736842105263,0.1774193548387097,0.22,62.0,38,62 +Ramp up,0.42857142857142855,0.046153846153846156,0.08333333333333333,65.0,7,65 +Ramp down,0.14054054054054055,0.35135135135135137,0.20077220077220076,74.0,185,74 +Grass walking,0.6,0.125,0.20689655172413793,72.0,15,72 +Uneven ground walking,1.0,0.10144927536231885,0.18421052631578946,69.0,7,69 +Carry,0.1981981981981982,0.18181818181818182,0.1896551724137931,121.0,111,121 +accuracy,0.4209532798489854,0.4209532798489854,0.4209532798489854,0.4209532798489854,0,0 +macro avg,0.4612558977918988,0.2721514604535159,0.27211429636873025,2119.0,0,0 +weighted avg,0.4833675921149693,0.4209532798489854,0.3840910866073727,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5f3ff17f5e1a7e00c3d560734dd52ff365ea2d90 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14494,58,17,208,326,150,149,3426,52,24,894 +Sit to stand,167,380,74,542,0,0,0,0,0,0,0 +Stand to sit,646,38,352,309,1,1,2,51,0,0,104 +Sitting,460,186,86,3115,0,2,0,0,0,0,9 +Stair up,575,5,0,65,488,16,4,49,2,2,14 +Stair down,823,1,1,12,32,259,0,71,2,0,1 +Ramp up,1252,2,0,25,53,67,352,78,2,1,40 +Ramp down,961,0,0,3,20,131,0,1331,0,0,2 +Grass walking,1319,1,0,0,131,77,29,489,268,26,23 +Uneven ground walking,1491,3,0,4,55,60,68,391,28,179,24 +Carry,1830,0,8,1,9,318,152,1305,17,0,2149 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..701b54726e8b010f39f4e3e319ba71ef586c9080 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14003,44,14,160,297,133,144,3336,45,21,845 +Sit to stand,99,292,66,413,0,0,0,0,0,0,0 +Stand to sit,529,27,326,202,1,1,1,35,0,0,88 +Sitting,421,155,83,2950,0,2,0,0,0,0,7 +Stair up,532,4,0,62,470,16,4,46,1,2,10 +Stair down,777,1,1,11,30,250,0,65,1,0,1 +Ramp up,1206,2,0,23,52,65,349,78,2,1,31 +Ramp down,916,0,0,3,15,131,0,1307,0,0,2 +Grass walking,1281,1,0,0,130,77,29,468,259,26,21 +Uneven ground walking,1452,3,0,4,54,55,68,376,27,172,19 +Carry,1744,0,8,1,8,314,152,1293,17,0,2127 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b77b6a3ccd93ffeb140b16d8b85dfc547692fee --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,491,14,3,48,29,17,5,90,7,3,49 +Sit to stand,68,88,8,129,0,0,0,0,0,0,0 +Stand to sit,117,11,26,107,0,0,1,16,0,0,16 +Sitting,39,31,3,165,0,0,0,0,0,0,2 +Stair up,43,1,0,3,18,0,0,3,1,0,4 +Stair down,46,0,0,1,2,9,0,6,1,0,0 +Ramp up,46,0,0,2,1,2,3,0,0,0,9 +Ramp down,45,0,0,0,5,0,0,24,0,0,0 +Grass walking,38,0,0,0,1,0,0,21,9,0,2 +Uneven ground walking,39,0,0,0,1,5,0,15,1,7,5 +Carry,86,0,0,0,1,4,0,12,0,0,22 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f38b1cea97dccac04568342c510164ead4fa6e7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6034640686152053,0.7320941509243358,0.6615848092021179,19798.0,24018,19798 +Sit to stand,0.5637982195845698,0.32674118658641443,0.41371801850843765,1163.0,674,1163 +Stand to sit,0.654275092936803,0.23404255319148937,0.34476003917727716,1504.0,538,1504 +Sitting,0.7271241830065359,0.8074131674442716,0.7651682633259641,3858.0,4284,3858 +Stair up,0.43766816143497755,0.4,0.41798715203426123,1220.0,1115,1220 +Stair down,0.23959296947271044,0.21547420965058237,0.22689443714410862,1202.0,1081,1202 +Ramp up,0.4656084656084656,0.18803418803418803,0.2678843226788432,1872.0,756,1872 +Ramp down,0.18509247670699486,0.5437091503267973,0.2761697271501193,2448.0,7191,2448 +Grass walking,0.7223719676549866,0.11341515023275497,0.1960497439648866,2363.0,371,2363 +Uneven ground walking,0.771551724137931,0.07772470690403821,0.14122287968441816,2303.0,232,2303 +Carry,0.65920245398773,0.37122128174123337,0.4749696099016466,5789.0,3260,5789 +accuracy,0.5369255514705882,0.5369255514705882,0.5369255514705882,0.5369255514705882,0,0 +macro avg,0.5481590711951736,0.3645336131851005,0.3805826366156437,43520.0,0,0 +weighted avg,0.5937269467115087,0.5369255514705882,0.5181080803909286,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8cab340f0f5ba556904a0c44523ccf1004403bb4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6098867595818815,0.7353744354584603,0.6667777724870244,19042.0,22960,19042 +Sit to stand,0.5519848771266541,0.335632183908046,0.4174410293066476,870.0,529,870 +Stand to sit,0.6546184738955824,0.2694214876033058,0.38173302107728335,1210.0,498,1210 +Sitting,0.770436145207626,0.8153676064123825,0.7922653417483551,3618.0,3829,3618 +Stair up,0.4446546830652791,0.4097646033129904,0.426497277676951,1147.0,1057,1147 +Stair down,0.23946360153256704,0.2198768689533861,0.22925263640531865,1137.0,1044,1137 +Ramp up,0.46720214190093706,0.19292426755113323,0.2730829420970266,1809.0,747,1809 +Ramp down,0.1866076527698458,0.550547598989048,0.2787374706760503,2374.0,7004,2374 +Grass walking,0.7357954545454546,0.11300174520069808,0.19591527987897125,2292.0,352,2292 +Uneven ground walking,0.7747747747747747,0.07713004484304933,0.1402936378466558,2230.0,222,2230 +Carry,0.6750238019676293,0.3755296610169492,0.4825865002836075,5664.0,3151,5664 +accuracy,0.5436909622399922,0.5436909622399922,0.5436909622399922,0.5436909622399922,0,0 +macro avg,0.5554953060334756,0.3722336821135863,0.3895075372258084,41393.0,0,0 +weighted avg,0.6035128371593413,0.5436909622399922,0.5263961055095677,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..67d36614cfcfe263608dcf24de876b6edcde73b8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.46408317580340264,0.6494708994708994,0.5413450937155457,756.0,1058,756 +Sit to stand,0.6068965517241379,0.3003412969283277,0.4018264840182648,293.0,145,293 +Stand to sit,0.65,0.08843537414965986,0.15568862275449102,294.0,40,294 +Sitting,0.3626373626373626,0.6875,0.4748201438848921,240.0,455,240 +Stair up,0.3103448275862069,0.2465753424657534,0.2748091603053435,73.0,58,73 +Stair down,0.24324324324324326,0.13846153846153847,0.17647058823529413,65.0,37,65 +Ramp up,0.3333333333333333,0.047619047619047616,0.08333333333333333,63.0,9,63 +Ramp down,0.12834224598930483,0.32432432432432434,0.1839080459770115,74.0,187,74 +Grass walking,0.47368421052631576,0.1267605633802817,0.2,71.0,19,71 +Uneven ground walking,0.7,0.0958904109589041,0.1686746987951807,73.0,10,73 +Carry,0.2018348623853211,0.176,0.18803418803418803,125.0,109,125 +accuracy,0.40526563234602725,0.40526563234602725,0.40526563234602725,0.40526563234602725,0,0 +macro avg,0.4067636193844208,0.26194352706897606,0.25899185082304954,2127.0,0,0 +weighted avg,0.4634343130083958,0.40526563234602725,0.3700656883614027,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f38b1cea97dccac04568342c510164ead4fa6e7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6034640686152053,0.7320941509243358,0.6615848092021179,19798.0,24018,19798 +Sit to stand,0.5637982195845698,0.32674118658641443,0.41371801850843765,1163.0,674,1163 +Stand to sit,0.654275092936803,0.23404255319148937,0.34476003917727716,1504.0,538,1504 +Sitting,0.7271241830065359,0.8074131674442716,0.7651682633259641,3858.0,4284,3858 +Stair up,0.43766816143497755,0.4,0.41798715203426123,1220.0,1115,1220 +Stair down,0.23959296947271044,0.21547420965058237,0.22689443714410862,1202.0,1081,1202 +Ramp up,0.4656084656084656,0.18803418803418803,0.2678843226788432,1872.0,756,1872 +Ramp down,0.18509247670699486,0.5437091503267973,0.2761697271501193,2448.0,7191,2448 +Grass walking,0.7223719676549866,0.11341515023275497,0.1960497439648866,2363.0,371,2363 +Uneven ground walking,0.771551724137931,0.07772470690403821,0.14122287968441816,2303.0,232,2303 +Carry,0.65920245398773,0.37122128174123337,0.4749696099016466,5789.0,3260,5789 +accuracy,0.5369255514705882,0.5369255514705882,0.5369255514705882,0.5369255514705882,0,0 +macro avg,0.5481590711951736,0.3645336131851005,0.3805826366156437,43520.0,0,0 +weighted avg,0.5937269467115087,0.5369255514705882,0.5181080803909286,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..8cab340f0f5ba556904a0c44523ccf1004403bb4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6098867595818815,0.7353744354584603,0.6667777724870244,19042.0,22960,19042 +Sit to stand,0.5519848771266541,0.335632183908046,0.4174410293066476,870.0,529,870 +Stand to sit,0.6546184738955824,0.2694214876033058,0.38173302107728335,1210.0,498,1210 +Sitting,0.770436145207626,0.8153676064123825,0.7922653417483551,3618.0,3829,3618 +Stair up,0.4446546830652791,0.4097646033129904,0.426497277676951,1147.0,1057,1147 +Stair down,0.23946360153256704,0.2198768689533861,0.22925263640531865,1137.0,1044,1137 +Ramp up,0.46720214190093706,0.19292426755113323,0.2730829420970266,1809.0,747,1809 +Ramp down,0.1866076527698458,0.550547598989048,0.2787374706760503,2374.0,7004,2374 +Grass walking,0.7357954545454546,0.11300174520069808,0.19591527987897125,2292.0,352,2292 +Uneven ground walking,0.7747747747747747,0.07713004484304933,0.1402936378466558,2230.0,222,2230 +Carry,0.6750238019676293,0.3755296610169492,0.4825865002836075,5664.0,3151,5664 +accuracy,0.5436909622399922,0.5436909622399922,0.5436909622399922,0.5436909622399922,0,0 +macro avg,0.5554953060334756,0.3722336821135863,0.3895075372258084,41393.0,0,0 +weighted avg,0.6035128371593413,0.5436909622399922,0.5263961055095677,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..67d36614cfcfe263608dcf24de876b6edcde73b8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.46408317580340264,0.6494708994708994,0.5413450937155457,756.0,1058,756 +Sit to stand,0.6068965517241379,0.3003412969283277,0.4018264840182648,293.0,145,293 +Stand to sit,0.65,0.08843537414965986,0.15568862275449102,294.0,40,294 +Sitting,0.3626373626373626,0.6875,0.4748201438848921,240.0,455,240 +Stair up,0.3103448275862069,0.2465753424657534,0.2748091603053435,73.0,58,73 +Stair down,0.24324324324324326,0.13846153846153847,0.17647058823529413,65.0,37,65 +Ramp up,0.3333333333333333,0.047619047619047616,0.08333333333333333,63.0,9,63 +Ramp down,0.12834224598930483,0.32432432432432434,0.1839080459770115,74.0,187,74 +Grass walking,0.47368421052631576,0.1267605633802817,0.2,71.0,19,71 +Uneven ground walking,0.7,0.0958904109589041,0.1686746987951807,73.0,10,73 +Carry,0.2018348623853211,0.176,0.18803418803418803,125.0,109,125 +accuracy,0.40526563234602725,0.40526563234602725,0.40526563234602725,0.40526563234602725,0,0 +macro avg,0.4067636193844208,0.26194352706897606,0.25899185082304954,2127.0,0,0 +weighted avg,0.4634343130083958,0.40526563234602725,0.3700656883614027,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4adcf964e0da961da0aef1314980f96d451ddf4c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14387,59,17,227,324,154,162,3471,58,35,892 +Sit to stand,184,361,57,557,0,0,0,0,0,0,0 +Stand to sit,702,42,223,346,1,3,5,67,0,0,108 +Sitting,474,213,61,3109,0,2,0,0,0,0,9 +Stair up,607,2,0,61,463,14,3,55,0,2,17 +Stair down,867,1,1,12,29,223,0,66,3,0,1 +Ramp up,1278,1,0,23,50,66,325,78,1,1,49 +Ramp down,1073,0,0,3,23,80,0,1270,0,0,3 +Grass walking,1359,0,0,0,123,55,26,500,244,30,27 +Uneven ground walking,1536,2,0,3,51,37,45,403,20,178,27 +Carry,1787,0,8,1,10,334,161,1315,19,0,2158 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..36052d992e47f0c90043507839a8421018798338 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,13912,47,15,171,300,137,159,3385,51,31,836 +Sit to stand,122,278,52,411,0,0,0,0,0,0,0 +Stand to sit,592,29,209,223,1,2,4,50,0,0,90 +Sitting,435,177,58,2941,0,2,0,0,0,0,7 +Stair up,560,2,0,58,447,14,3,50,0,2,12 +Stair down,818,1,1,12,28,212,0,64,2,0,1 +Ramp up,1234,1,0,19,49,64,321,78,1,1,41 +Ramp down,1028,0,0,3,18,80,0,1245,0,0,3 +Grass walking,1320,0,0,0,119,55,26,481,237,29,26 +Uneven ground walking,1503,2,0,3,49,34,44,388,20,166,23 +Carry,1698,0,8,1,9,331,161,1306,19,0,2137 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..b88cb569531c1cacfa6f8370382cef860c097c58 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,475,12,2,56,24,17,3,86,7,4,56 +Sit to stand,62,83,5,146,0,0,0,0,0,0,0 +Stand to sit,110,13,14,123,0,1,1,17,0,0,18 +Sitting,39,36,3,168,0,0,0,0,0,0,2 +Stair up,47,0,0,3,16,0,0,5,0,0,5 +Stair down,49,0,0,0,1,11,0,2,1,0,0 +Ramp up,44,0,0,4,1,2,4,0,0,0,8 +Ramp down,45,0,0,0,5,0,0,25,0,0,0 +Grass walking,39,0,0,0,4,0,0,19,7,1,1 +Uneven ground walking,33,0,0,0,2,3,1,15,0,12,4 +Carry,89,0,0,0,1,3,0,9,0,0,21 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..cf1b23bce398fd8f8205443521076d483ab0100d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5931805063082378,0.727130294147377,0.6533605812897366,19786.0,24254,19786 +Sit to stand,0.5301027900146843,0.3114754098360656,0.3923913043478261,1159.0,681,1159 +Stand to sit,0.6076294277929155,0.14896459585838343,0.23927038626609443,1497.0,367,1497 +Sitting,0.7160294795025334,0.8037745604963805,0.7573690621193666,3868.0,4342,3868 +Stair up,0.43109869646182497,0.37826797385620914,0.40295909486510006,1224.0,1074,1224 +Stair down,0.2303719008264463,0.1853699085619285,0.20543528327959465,1203.0,968,1203 +Ramp up,0.4470426409903714,0.1736111111111111,0.2500961908426318,1872.0,727,1872 +Ramp down,0.17577854671280277,0.5179445350734094,0.26247804071509767,2452.0,7225,2452 +Grass walking,0.7072463768115942,0.10321489001692047,0.18014027316352899,2364.0,345,2364 +Uneven ground walking,0.7235772357723578,0.07732406602953953,0.13971742543171115,2302.0,246,2302 +Carry,0.65572774232756,0.3725185568789919,0.47512109202994274,5793.0,3291,5793 +accuracy,0.5271369485294117,0.5271369485294117,0.5271369485294117,0.5271369485294117,0,0 +macro avg,0.5288895766837571,0.3454178092605742,0.3598489758500574,43520.0,0,0 +weighted avg,0.5799446915449217,0.5271369485294117,0.5060169965964801,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f9fe6b13bd4068bb4e6eeba948ab13318e255964 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5990870726035655,0.7305187985717286,0.6583069133582549,19044.0,23222,19044 +Sit to stand,0.5176908752327747,0.32213209733487835,0.39714285714285713,863.0,537,863 +Stand to sit,0.60932944606414,0.17416666666666666,0.27090084251458196,1200.0,343,1200 +Sitting,0.7654867256637168,0.8124309392265193,0.7882605199678371,3620.0,3842,3620 +Stair up,0.43823529411764706,0.3893728222996516,0.4123616236162362,1148.0,1020,1148 +Stair down,0.22771213748657357,0.1861281826163301,0.20483091787439614,1139.0,931,1139 +Ramp up,0.44707520891364905,0.17744610281923714,0.25405619311436484,1809.0,718,1809 +Ramp down,0.17667092379736057,0.5237694572991165,0.2642190152801358,2377.0,7047,2377 +Grass walking,0.7181818181818181,0.10335804622764937,0.18070911170415555,2293.0,330,2293 +Uneven ground walking,0.7248908296943232,0.07437275985663082,0.1349045103616416,2232.0,229,2232 +Carry,0.6728589420654912,0.37689594356261025,0.4831562288039792,5670.0,3176,5670 +accuracy,0.5340016910254862,0.5340016910254862,0.5340016910254862,0.5340016910254862,0,0 +macro avg,0.5361108430746419,0.35187198331645625,0.36807715761258547,41395.0,0,0 +weighted avg,0.5901451924552039,0.5340016910254862,0.5147339950870511,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..af47fedc53c6a6cba50a50713e887424f70bec70 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.46027131782945735,0.6401617250673854,0.5355129650507328,742.0,1032,742 +Sit to stand,0.5763888888888888,0.28040540540540543,0.37727272727272726,296.0,144,296 +Stand to sit,0.5833333333333334,0.04713804713804714,0.08722741433021806,297.0,24,297 +Sitting,0.336,0.6774193548387096,0.44919786096256686,248.0,500,248 +Stair up,0.2962962962962963,0.21052631578947367,0.24615384615384617,76.0,54,76 +Stair down,0.2972972972972973,0.171875,0.21782178217821782,64.0,37,64 +Ramp up,0.4444444444444444,0.06349206349206349,0.1111111111111111,63.0,9,63 +Ramp down,0.1404494382022472,0.3333333333333333,0.1976284584980237,75.0,178,75 +Grass walking,0.4666666666666667,0.09859154929577464,0.16279069767441862,71.0,15,71 +Uneven ground walking,0.7058823529411765,0.17142857142857143,0.27586206896551724,70.0,17,70 +Carry,0.1826086956521739,0.17073170731707318,0.17647058823529413,123.0,115,123 +accuracy,0.39341176470588235,0.39341176470588235,0.39341176470588235,0.39341176470588235,0,0 +macro avg,0.40814897559563473,0.2604639157368943,0.2579135927666067,2125.0,0,0 +weighted avg,0.4488450117438661,0.39341176470588235,0.35452976300471695,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..cf1b23bce398fd8f8205443521076d483ab0100d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5931805063082378,0.727130294147377,0.6533605812897366,19786.0,24254,19786 +Sit to stand,0.5301027900146843,0.3114754098360656,0.3923913043478261,1159.0,681,1159 +Stand to sit,0.6076294277929155,0.14896459585838343,0.23927038626609443,1497.0,367,1497 +Sitting,0.7160294795025334,0.8037745604963805,0.7573690621193666,3868.0,4342,3868 +Stair up,0.43109869646182497,0.37826797385620914,0.40295909486510006,1224.0,1074,1224 +Stair down,0.2303719008264463,0.1853699085619285,0.20543528327959465,1203.0,968,1203 +Ramp up,0.4470426409903714,0.1736111111111111,0.2500961908426318,1872.0,727,1872 +Ramp down,0.17577854671280277,0.5179445350734094,0.26247804071509767,2452.0,7225,2452 +Grass walking,0.7072463768115942,0.10321489001692047,0.18014027316352899,2364.0,345,2364 +Uneven ground walking,0.7235772357723578,0.07732406602953953,0.13971742543171115,2302.0,246,2302 +Carry,0.65572774232756,0.3725185568789919,0.47512109202994274,5793.0,3291,5793 +accuracy,0.5271369485294117,0.5271369485294117,0.5271369485294117,0.5271369485294117,0,0 +macro avg,0.5288895766837571,0.3454178092605742,0.3598489758500574,43520.0,0,0 +weighted avg,0.5799446915449217,0.5271369485294117,0.5060169965964801,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f9fe6b13bd4068bb4e6eeba948ab13318e255964 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5990870726035655,0.7305187985717286,0.6583069133582549,19044.0,23222,19044 +Sit to stand,0.5176908752327747,0.32213209733487835,0.39714285714285713,863.0,537,863 +Stand to sit,0.60932944606414,0.17416666666666666,0.27090084251458196,1200.0,343,1200 +Sitting,0.7654867256637168,0.8124309392265193,0.7882605199678371,3620.0,3842,3620 +Stair up,0.43823529411764706,0.3893728222996516,0.4123616236162362,1148.0,1020,1148 +Stair down,0.22771213748657357,0.1861281826163301,0.20483091787439614,1139.0,931,1139 +Ramp up,0.44707520891364905,0.17744610281923714,0.25405619311436484,1809.0,718,1809 +Ramp down,0.17667092379736057,0.5237694572991165,0.2642190152801358,2377.0,7047,2377 +Grass walking,0.7181818181818181,0.10335804622764937,0.18070911170415555,2293.0,330,2293 +Uneven ground walking,0.7248908296943232,0.07437275985663082,0.1349045103616416,2232.0,229,2232 +Carry,0.6728589420654912,0.37689594356261025,0.4831562288039792,5670.0,3176,5670 +accuracy,0.5340016910254862,0.5340016910254862,0.5340016910254862,0.5340016910254862,0,0 +macro avg,0.5361108430746419,0.35187198331645625,0.36807715761258547,41395.0,0,0 +weighted avg,0.5901451924552039,0.5340016910254862,0.5147339950870511,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..af47fedc53c6a6cba50a50713e887424f70bec70 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.46027131782945735,0.6401617250673854,0.5355129650507328,742.0,1032,742 +Sit to stand,0.5763888888888888,0.28040540540540543,0.37727272727272726,296.0,144,296 +Stand to sit,0.5833333333333334,0.04713804713804714,0.08722741433021806,297.0,24,297 +Sitting,0.336,0.6774193548387096,0.44919786096256686,248.0,500,248 +Stair up,0.2962962962962963,0.21052631578947367,0.24615384615384617,76.0,54,76 +Stair down,0.2972972972972973,0.171875,0.21782178217821782,64.0,37,64 +Ramp up,0.4444444444444444,0.06349206349206349,0.1111111111111111,63.0,9,63 +Ramp down,0.1404494382022472,0.3333333333333333,0.1976284584980237,75.0,178,75 +Grass walking,0.4666666666666667,0.09859154929577464,0.16279069767441862,71.0,15,71 +Uneven ground walking,0.7058823529411765,0.17142857142857143,0.27586206896551724,70.0,17,70 +Carry,0.1826086956521739,0.17073170731707318,0.17647058823529413,123.0,115,123 +accuracy,0.39341176470588235,0.39341176470588235,0.39341176470588235,0.39341176470588235,0,0 +macro avg,0.40814897559563473,0.2604639157368943,0.2579135927666067,2125.0,0,0 +weighted avg,0.4488450117438661,0.39341176470588235,0.35452976300471695,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9078b27878b865ced4736436749b4e4ddf9bcc4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14545,35,7,310,304,146,190,3269,63,76,860 +Sit to stand,348,220,6,585,0,0,0,0,0,0,0 +Stand to sit,856,58,71,268,1,5,13,89,1,0,136 +Sitting,581,184,1,3071,0,1,1,0,0,0,10 +Stair up,769,0,0,54,299,0,4,71,0,0,26 +Stair down,992,0,0,11,28,133,0,34,4,0,1 +Ramp up,1359,0,0,15,37,45,273,70,3,0,70 +Ramp down,1589,0,0,3,16,12,0,827,0,0,5 +Grass walking,1538,0,0,0,83,10,16,458,194,37,28 +Uneven ground walking,1630,0,0,4,36,9,19,385,9,173,37 +Carry,1893,0,3,6,13,297,185,1271,26,0,2099 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6efb52c1cc3f0a77509c960696fdec560be216e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,14088,19,6,234,288,132,181,3184,53,65,812 +Sit to stand,256,171,5,431,0,0,0,0,0,0,0 +Stand to sit,729,33,63,167,1,5,12,73,0,0,118 +Sitting,526,136,0,2930,0,1,0,0,0,0,8 +Stair up,717,0,0,53,286,0,4,66,0,0,21 +Stair down,938,0,0,11,27,127,0,33,3,0,0 +Ramp up,1318,0,0,11,35,43,268,70,2,0,62 +Ramp down,1534,0,0,3,15,12,0,809,0,0,4 +Grass walking,1500,0,0,0,79,10,16,439,186,35,28 +Uneven ground walking,1598,0,0,4,34,8,17,366,8,164,33 +Carry,1801,0,3,6,12,296,185,1260,25,0,2082 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..63e3fd44525fdc2b385309a51c5306f32bfe8b1a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,457,16,1,76,16,14,9,85,10,11,48 +Sit to stand,92,49,1,154,0,0,0,0,0,0,0 +Stand to sit,127,25,8,101,0,0,1,16,1,0,18 +Sitting,55,48,1,141,0,0,1,0,0,0,2 +Stair up,52,0,0,1,13,0,0,5,0,0,5 +Stair down,54,0,0,0,1,6,0,1,1,0,1 +Ramp up,41,0,0,4,2,2,5,0,1,0,8 +Ramp down,55,0,0,0,1,0,0,18,0,0,1 +Grass walking,38,0,0,0,4,0,0,19,8,2,0 +Uneven ground walking,32,0,0,0,2,1,2,19,1,9,4 +Carry,92,0,0,0,1,1,0,11,1,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c3b821ae72c22f3d300ca36187bc243904648c37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.55727969348659,0.7344105023983842,0.633700032676179,19805.0,26100,19805 +Sit to stand,0.4426559356136821,0.1898188093183779,0.26570048309178745,1159.0,497,1159 +Stand to sit,0.8068181818181818,0.04739652870493992,0.08953341740226986,1498.0,88,1498 +Sitting,0.7097296048070256,0.7978695765133801,0.7512230919765166,3849.0,4327,3849 +Stair up,0.3659730722154223,0.24448078495502862,0.2931372549019608,1223.0,817,1223 +Stair down,0.20212765957446807,0.11055694098088113,0.1429339065018807,1203.0,658,1203 +Ramp up,0.38944365192582026,0.14583333333333334,0.2122036533229693,1872.0,701,1872 +Ramp down,0.1277417361754711,0.33727569331158236,0.18530136679363657,2452.0,6474,2452 +Grass walking,0.6466666666666666,0.08206429780033841,0.14564564564564564,2364.0,300,2364 +Uneven ground walking,0.6048951048951049,0.07515204170286707,0.13369397217928902,2302.0,286,2302 +Carry,0.6415036674816625,0.3623338511997238,0.463099834528406,5793.0,3272,5793 +accuracy,0.5033318014705882,0.5033318014705882,0.5033318014705882,0.5033318014705882,0,0 +macro avg,0.4995304522418269,0.28429021456534875,0.3014702417291401,43520.0,0,0 +weighted avg,0.5482709240953306,0.5033318014705882,0.47336448671169257,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..95815576195a96fa3f77f1982b86152f2966f085 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5634073185362928,0.7390620081838212,0.6393900197426646,19062.0,25005,19062 +Sit to stand,0.4763231197771588,0.1981460023174971,0.27986906710310966,863.0,359,863 +Stand to sit,0.8181818181818182,0.05245628642797669,0.09859154929577464,1201.0,77,1201 +Sitting,0.7610389610389611,0.8136628714246043,0.7864716145483828,3601.0,3850,3601 +Stair up,0.3680823680823681,0.24934612031386225,0.2972972972972973,1147.0,777,1147 +Stair down,0.20031545741324921,0.11150131694468832,0.14326001128031585,1139.0,634,1139 +Ramp up,0.3923865300146413,0.14814814814814814,0.21508828250401285,1809.0,683,1809 +Ramp down,0.12841269841269842,0.34034497265460667,0.186469978103031,2377.0,6300,2377 +Grass walking,0.6714801444043321,0.08111644134321849,0.14474708171206227,2293.0,277,2293 +Uneven ground walking,0.6212121212121212,0.07347670250896057,0.13141025641025642,2232.0,264,2232 +Carry,0.6571969696969697,0.3671957671957672,0.4711473183978276,5670.0,3168,5670 +accuracy,0.5115234091897376,0.5115234091897376,0.5115234091897376,0.5115234091897376,0,0 +macro avg,0.5143670460700555,0.2885869670421046,0.30852204330861227,41394.0,0,0 +weighted avg,0.5602706929409627,0.5115234091897376,0.48348063332308266,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9836896b5b843af117cdbfb9b3e5c22567da260 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.41735159817351597,0.6150740242261103,0.4972796517954298,743.0,1095,743 +Sit to stand,0.35507246376811596,0.16554054054054054,0.22580645161290322,296.0,138,296 +Stand to sit,0.7272727272727273,0.026936026936026935,0.05194805194805195,297.0,11,297 +Sitting,0.29559748427672955,0.5685483870967742,0.3889655172413793,248.0,477,248 +Stair up,0.325,0.17105263157894737,0.22413793103448276,76.0,40,76 +Stair down,0.25,0.09375,0.13636363636363635,64.0,24,64 +Ramp up,0.2777777777777778,0.07936507936507936,0.12345679012345678,63.0,18,63 +Ramp down,0.10344827586206896,0.24,0.14457831325301204,75.0,174,75 +Grass walking,0.34782608695652173,0.11267605633802817,0.1702127659574468,71.0,23,71 +Uneven ground walking,0.4090909090909091,0.12857142857142856,0.1956521739130435,70.0,22,70 +Carry,0.16346153846153846,0.13821138211382114,0.14977973568281938,123.0,104,123 +accuracy,0.3438381937911571,0.3438381937911571,0.3438381937911571,0.3438381937911571,0,0 +macro avg,0.33380898742180953,0.2127023233424324,0.20983463808415106,2126.0,0,0 +weighted avg,0.3969418008229608,0.3438381937911571,0.29952779090751774,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..c3b821ae72c22f3d300ca36187bc243904648c37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.55727969348659,0.7344105023983842,0.633700032676179,19805.0,26100,19805 +Sit to stand,0.4426559356136821,0.1898188093183779,0.26570048309178745,1159.0,497,1159 +Stand to sit,0.8068181818181818,0.04739652870493992,0.08953341740226986,1498.0,88,1498 +Sitting,0.7097296048070256,0.7978695765133801,0.7512230919765166,3849.0,4327,3849 +Stair up,0.3659730722154223,0.24448078495502862,0.2931372549019608,1223.0,817,1223 +Stair down,0.20212765957446807,0.11055694098088113,0.1429339065018807,1203.0,658,1203 +Ramp up,0.38944365192582026,0.14583333333333334,0.2122036533229693,1872.0,701,1872 +Ramp down,0.1277417361754711,0.33727569331158236,0.18530136679363657,2452.0,6474,2452 +Grass walking,0.6466666666666666,0.08206429780033841,0.14564564564564564,2364.0,300,2364 +Uneven ground walking,0.6048951048951049,0.07515204170286707,0.13369397217928902,2302.0,286,2302 +Carry,0.6415036674816625,0.3623338511997238,0.463099834528406,5793.0,3272,5793 +accuracy,0.5033318014705882,0.5033318014705882,0.5033318014705882,0.5033318014705882,0,0 +macro avg,0.4995304522418269,0.28429021456534875,0.3014702417291401,43520.0,0,0 +weighted avg,0.5482709240953306,0.5033318014705882,0.47336448671169257,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..95815576195a96fa3f77f1982b86152f2966f085 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.5634073185362928,0.7390620081838212,0.6393900197426646,19062.0,25005,19062 +Sit to stand,0.4763231197771588,0.1981460023174971,0.27986906710310966,863.0,359,863 +Stand to sit,0.8181818181818182,0.05245628642797669,0.09859154929577464,1201.0,77,1201 +Sitting,0.7610389610389611,0.8136628714246043,0.7864716145483828,3601.0,3850,3601 +Stair up,0.3680823680823681,0.24934612031386225,0.2972972972972973,1147.0,777,1147 +Stair down,0.20031545741324921,0.11150131694468832,0.14326001128031585,1139.0,634,1139 +Ramp up,0.3923865300146413,0.14814814814814814,0.21508828250401285,1809.0,683,1809 +Ramp down,0.12841269841269842,0.34034497265460667,0.186469978103031,2377.0,6300,2377 +Grass walking,0.6714801444043321,0.08111644134321849,0.14474708171206227,2293.0,277,2293 +Uneven ground walking,0.6212121212121212,0.07347670250896057,0.13141025641025642,2232.0,264,2232 +Carry,0.6571969696969697,0.3671957671957672,0.4711473183978276,5670.0,3168,5670 +accuracy,0.5115234091897376,0.5115234091897376,0.5115234091897376,0.5115234091897376,0,0 +macro avg,0.5143670460700555,0.2885869670421046,0.30852204330861227,41394.0,0,0 +weighted avg,0.5602706929409627,0.5115234091897376,0.48348063332308266,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9836896b5b843af117cdbfb9b3e5c22567da260 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.41735159817351597,0.6150740242261103,0.4972796517954298,743.0,1095,743 +Sit to stand,0.35507246376811596,0.16554054054054054,0.22580645161290322,296.0,138,296 +Stand to sit,0.7272727272727273,0.026936026936026935,0.05194805194805195,297.0,11,297 +Sitting,0.29559748427672955,0.5685483870967742,0.3889655172413793,248.0,477,248 +Stair up,0.325,0.17105263157894737,0.22413793103448276,76.0,40,76 +Stair down,0.25,0.09375,0.13636363636363635,64.0,24,64 +Ramp up,0.2777777777777778,0.07936507936507936,0.12345679012345678,63.0,18,63 +Ramp down,0.10344827586206896,0.24,0.14457831325301204,75.0,174,75 +Grass walking,0.34782608695652173,0.11267605633802817,0.1702127659574468,71.0,23,71 +Uneven ground walking,0.4090909090909091,0.12857142857142856,0.1956521739130435,70.0,22,70 +Carry,0.16346153846153846,0.13821138211382114,0.14977973568281938,123.0,104,123 +accuracy,0.3438381937911571,0.3438381937911571,0.3438381937911571,0.3438381937911571,0,0 +macro avg,0.33380898742180953,0.2127023233424324,0.20983463808415106,2126.0,0,0 +weighted avg,0.3969418008229608,0.3438381937911571,0.29952779090751774,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f0fc1750537be01b76cf9ab71fe87f451847af3b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,3079,15,41,0,6,9,6,1,23,14,31 +Sit to stand,21,474,0,17,0,0,0,0,0,0,0 +Stand to sit,18,1,531,28,0,0,0,0,0,0,0 +Sitting,8,38,10,890,0,0,0,0,0,0,0 +Stair up,9,0,0,0,213,0,0,0,0,0,0 +Stair down,4,0,0,0,0,259,0,0,0,0,0 +Ramp up,21,0,2,0,0,2,421,0,0,0,0 +Ramp down,8,0,0,0,1,0,0,318,0,0,0 +Grass walking,27,0,0,0,1,0,0,2,488,2,4 +Uneven ground walking,8,0,0,0,0,0,3,0,1,338,0 +Carry,67,0,6,0,0,0,1,0,0,1,1332 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..deb05cfdae862b6763b5c5b87d394b324e049748 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2766,4,17,0,4,2,2,0,15,2,19 +Sit to stand,0,211,0,0,0,0,0,0,0,0,0 +Stand to sit,4,0,284,5,0,0,0,0,0,0,0 +Sitting,8,14,5,728,0,0,0,0,0,0,0 +Stair up,3,0,0,0,195,0,0,0,0,0,0 +Stair down,0,0,0,0,0,228,0,0,0,0,0 +Ramp up,9,0,1,0,0,1,396,0,0,0,0 +Ramp down,0,0,0,0,1,0,0,298,0,0,0 +Grass walking,16,0,0,0,1,0,0,2,459,1,4 +Uneven ground walking,3,0,0,0,0,0,3,0,1,309,0 +Carry,46,0,5,0,0,0,1,0,0,1,1305 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0e4f47ec6b3837189737a8a98f617dfe98411241 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,313,11,24,0,2,7,4,1,8,12,12 +Sit to stand,21,263,0,17,0,0,0,0,0,0,0 +Stand to sit,14,1,247,23,0,0,0,0,0,0,0 +Sitting,0,24,5,162,0,0,0,0,0,0,0 +Stair up,6,0,0,0,18,0,0,0,0,0,0 +Stair down,4,0,0,0,0,31,0,0,0,0,0 +Ramp up,12,0,1,0,0,1,25,0,0,0,0 +Ramp down,8,0,0,0,0,0,0,20,0,0,0 +Grass walking,11,0,0,0,0,0,0,0,29,1,0 +Uneven ground walking,5,0,0,0,0,0,0,0,0,29,0 +Carry,21,0,1,0,0,0,0,0,0,0,27 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b62507c6b3fbb9ab51eb4ca93188383417f86709 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9415902140672783,0.9547286821705426,0.9481139337952271,3225.0,3270,3225 +Sit to stand,0.8977272727272727,0.92578125,0.9115384615384615,512.0,528,512 +Stand to sit,0.9,0.9186851211072664,0.9092465753424658,578.0,590,578 +Sitting,0.9518716577540107,0.9408033826638478,0.9463051568314726,946.0,935,946 +Stair up,0.9638009049773756,0.9594594594594594,0.9616252821670429,222.0,221,222 +Stair down,0.9592592592592593,0.9847908745247148,0.9718574108818011,263.0,270,263 +Ramp up,0.9767981438515081,0.9439461883408071,0.9600912200684151,446.0,431,446 +Ramp down,0.9906542056074766,0.9724770642201835,0.9814814814814815,327.0,321,327 +Grass walking,0.953125,0.9312977099236641,0.9420849420849421,524.0,512,524 +Uneven ground walking,0.952112676056338,0.9657142857142857,0.9588652482269504,350.0,355,350 +Carry,0.9743964886613021,0.9466950959488273,0.9603460706560922,1407.0,1367,1407 +accuracy,0.9480681818181819,0.9480681818181819,0.9480681818181819,0.9480681818181819,0,0 +macro avg,0.9510305293601656,0.9494890103703273,0.9501414348249412,8800.0,0,0 +weighted avg,0.9484583036234523,0.9480681818181819,0.9481603449944134,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..85db5c9135e72cf8d2ccf9fc979052dc47b935ed --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9688266199649738,0.9770399152243023,0.9729159338726697,2831.0,2855,2831 +Sit to stand,0.9213973799126638,1.0,0.9590909090909091,211.0,229,211 +Stand to sit,0.9102564102564102,0.9692832764505119,0.9388429752066115,293.0,312,293 +Sitting,0.9931787175989086,0.9642384105960264,0.978494623655914,755.0,733,755 +Stair up,0.9701492537313433,0.9848484848484849,0.9774436090225563,198.0,201,198 +Stair down,0.987012987012987,1.0,0.9934640522875817,228.0,231,228 +Ramp up,0.9850746268656716,0.972972972972973,0.9789864029666254,407.0,402,407 +Ramp down,0.9933333333333333,0.9966555183946488,0.994991652754591,299.0,300,299 +Grass walking,0.9663157894736842,0.9503105590062112,0.9582463465553236,483.0,475,483 +Uneven ground walking,0.987220447284345,0.9778481012658228,0.9825119236883942,316.0,313,316 +Carry,0.9826807228915663,0.9609720176730486,0.9717051377513031,1358.0,1328,1358 +accuracy,0.9728960563762027,0.9728960563762027,0.9728960563762027,0.9728960563762027,0,0 +macro avg,0.9695860262114443,0.9776517505847301,0.973335778804771,7379.0,0,0 +weighted avg,0.9732960063284821,0.9728960563762027,0.9729521022136548,7379.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..866cbada148a502f22d1776dd156677f1de9a32d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7542168674698795,0.7944162436548223,0.7737948084054388,394.0,415,394 +Sit to stand,0.8795986622073578,0.8737541528239202,0.8766666666666667,301.0,299,301 +Stand to sit,0.8884892086330936,0.8666666666666667,0.8774422735346359,285.0,278,285 +Sitting,0.801980198019802,0.8481675392670157,0.8244274809160306,191.0,202,191 +Stair up,0.9,0.75,0.8181818181818182,24.0,20,24 +Stair down,0.7948717948717948,0.8857142857142857,0.8378378378378378,35.0,39,35 +Ramp up,0.8620689655172413,0.6410256410256411,0.7352941176470589,39.0,29,39 +Ramp down,0.9523809523809523,0.7142857142857143,0.8163265306122449,28.0,21,28 +Grass walking,0.7837837837837838,0.7073170731707317,0.7435897435897436,41.0,37,41 +Uneven ground walking,0.6904761904761905,0.8529411764705882,0.7631578947368421,34.0,42,34 +Carry,0.6923076923076923,0.5510204081632653,0.6136363636363636,49.0,39,49 +accuracy,0.8191414496833216,0.8191414496833216,0.8191414496833216,0.8191414496833216,0,0 +macro avg,0.8181976650607079,0.7713917182947864,0.789123230524062,1421.0,0,0 +weighted avg,0.8216471196808695,0.8191414496833216,0.8186386693337245,1421.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2ddf4e2768450636a221d49a5b87b19d627d4b0d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9442905509387504,0.9513178294573643,0.9477911646586346,3225.0,3249,3225 +Sit to stand,0.8603839441535777,0.962890625,0.9087557603686636,512.0,573,512 +Stand to sit,0.9156626506024096,0.9204152249134948,0.9180327868852459,578.0,581,578 +Sitting,0.9606986899563319,0.9302325581395349,0.9452201933404941,946.0,916,946 +Stair up,0.9547511312217195,0.9504504504504504,0.9525959367945824,222.0,221,222 +Stair down,0.9589552238805971,0.9771863117870723,0.967984934086629,263.0,268,263 +Ramp up,0.9573033707865168,0.9551569506726457,0.9562289562289562,446.0,445,446 +Ramp down,0.9937694704049844,0.9755351681957186,0.9845679012345679,327.0,321,327 +Grass walking,0.958904109589041,0.9351145038167938,0.9468599033816425,524.0,511,524 +Uneven ground walking,0.9597701149425287,0.9542857142857143,0.9570200573065902,350.0,348,350 +Carry,0.9736649597659107,0.9459843638948117,0.9596250901225667,1407.0,1367,1407 +accuracy,0.9478409090909091,0.9478409090909091,0.9478409090909091,0.9478409090909091,0,0 +macro avg,0.9489231105674879,0.9507790636921455,0.9495166076735067,8800.0,0,0 +weighted avg,0.948674927975136,0.9478409090909091,0.9480117016022008,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..56dff61a63b27ef1113704dfb428f156dc1290d4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9668758716875872,0.9795125397386083,0.9731531847692577,2831.0,2868,2831 +Sit to stand,0.8940677966101694,1.0,0.9440715883668904,211.0,236,211 +Stand to sit,0.9311475409836065,0.9692832764505119,0.9498327759197325,293.0,305,293 +Sitting,0.9944979367262724,0.9576158940397351,0.9757085020242915,755.0,727,755 +Stair up,0.9651741293532339,0.9797979797979798,0.9724310776942355,198.0,201,198 +Stair down,0.9827586206896551,1.0,0.991304347826087,228.0,232,228 +Ramp up,0.9827160493827161,0.9778869778869779,0.9802955665024631,407.0,405,407 +Ramp down,0.9966555183946488,0.9966555183946488,0.9966555183946488,299.0,299,299 +Grass walking,0.9685534591194969,0.9565217391304348,0.9625,483.0,477,483 +Uneven ground walking,0.9935064935064936,0.9683544303797469,0.9807692307692307,316.0,308,316 +Carry,0.9841029523088569,0.9572901325478645,0.9705113848450915,1358.0,1321,1358 +accuracy,0.9726250169399647,0.9726250169399647,0.9726250169399647,0.9726250169399647,0,0 +macro avg,0.9690960335238853,0.9766289534878645,0.9724757433738116,7379.0,0,0 +weighted avg,0.9731475981481206,0.9726250169399647,0.9726874605498067,7379.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..e1bec4aa6fe500f06fa90f10daba89cc34161f59 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7742782152230971,0.748730964467005,0.7612903225806451,394.0,381,394 +Sit to stand,0.8367952522255193,0.9368770764119602,0.8840125391849529,301.0,337,301 +Stand to sit,0.8985507246376812,0.8701754385964913,0.8841354723707665,285.0,276,285 +Sitting,0.8306878306878307,0.8219895287958116,0.8263157894736842,191.0,189,191 +Stair up,0.85,0.7083333333333334,0.7727272727272727,24.0,20,24 +Stair down,0.8055555555555556,0.8285714285714286,0.8169014084507042,35.0,36,35 +Ramp up,0.7,0.717948717948718,0.7088607594936709,39.0,40,39 +Ramp down,0.9545454545454546,0.75,0.84,28.0,22,28 +Grass walking,0.8235294117647058,0.6829268292682927,0.7466666666666667,41.0,34,41 +Uneven ground walking,0.7,0.8235294117647058,0.7567567567567568,34.0,40,34 +Carry,0.6739130434782609,0.6326530612244898,0.6526315789473685,49.0,46,49 +accuracy,0.8191414496833216,0.8191414496833216,0.8191414496833216,0.8191414496833216,0,0 +macro avg,0.8043504989198277,0.7747032536711124,0.7863907787865898,1421.0,0,0 +weighted avg,0.819773034542858,0.8191414496833216,0.818061696481037,1421.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9b098a614bd003b8cf8f8e98c652e2bb7be30750 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,3042,22,46,0,6,17,8,3,28,13,31 +Sit to stand,10,473,0,29,0,0,0,0,0,0,0 +Stand to sit,35,2,523,27,0,0,0,0,0,0,0 +Sitting,8,36,20,875,0,0,0,0,0,0,0 +Stair up,10,0,0,0,211,0,0,0,0,0,0 +Stair down,5,0,0,0,0,261,0,0,0,0,0 +Ramp up,23,0,3,0,0,1,422,0,0,0,0 +Ramp down,4,0,0,0,3,0,0,317,0,0,0 +Grass walking,29,0,0,0,1,0,0,2,483,2,4 +Uneven ground walking,8,0,0,0,0,0,3,0,3,342,0 +Carry,72,0,6,0,0,0,1,0,1,1,1328 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9bf7061b6a8ce77b14e152cc2936ec3b45f0b2f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2752,3,24,0,5,2,2,0,15,3,18 +Sit to stand,0,208,0,1,0,0,0,0,0,0,0 +Stand to sit,5,0,301,3,0,0,0,0,0,0,0 +Sitting,8,22,5,712,0,0,0,0,0,0,0 +Stair up,2,0,0,0,195,0,0,0,0,0,0 +Stair down,0,0,0,0,0,229,0,0,0,0,0 +Ramp up,11,0,2,0,0,1,394,0,0,0,0 +Ramp down,0,0,0,0,0,0,0,295,0,0,0 +Grass walking,17,0,0,0,1,0,0,2,455,1,4 +Uneven ground walking,4,0,0,0,0,0,3,0,1,314,0 +Carry,50,0,5,0,0,0,1,0,0,1,1302 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3c3bf0386120b64f64d9b3aeb40590913637857a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,290,19,22,0,1,15,6,3,13,10,13 +Sit to stand,10,265,0,28,0,0,0,0,0,0,0 +Stand to sit,30,2,222,24,0,0,0,0,0,0,0 +Sitting,0,14,15,163,0,0,0,0,0,0,0 +Stair up,8,0,0,0,16,0,0,0,0,0,0 +Stair down,5,0,0,0,0,32,0,0,0,0,0 +Ramp up,12,0,1,0,0,0,28,0,0,0,0 +Ramp down,4,0,0,0,3,0,0,22,0,0,0 +Grass walking,12,0,0,0,0,0,0,0,28,1,0 +Uneven ground walking,4,0,0,0,0,0,0,0,2,28,0 +Carry,22,0,1,0,0,0,0,0,1,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..31c9aabc8af9be476c31c134bdc843c3d02647e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9371534195933456,0.9458955223880597,0.9415041782729805,3216.0,3246,3216 +Sit to stand,0.8874296435272045,0.923828125,0.9052631578947369,512.0,533,512 +Stand to sit,0.8745819397993311,0.8909710391822828,0.8827004219409282,587.0,598,587 +Sitting,0.9398496240601504,0.9318423855165069,0.9358288770053476,939.0,931,939 +Stair up,0.9547511312217195,0.9547511312217195,0.9547511312217195,221.0,221,221 +Stair down,0.9354838709677419,0.981203007518797,0.9577981651376147,266.0,279,266 +Ramp up,0.9723502304147466,0.9398663697104677,0.9558323895809739,449.0,434,449 +Ramp down,0.984472049689441,0.9783950617283951,0.9814241486068112,324.0,322,324 +Grass walking,0.9378640776699029,0.927063339731286,0.9324324324324325,521.0,515,521 +Uneven ground walking,0.9553072625698324,0.9606741573033708,0.957983193277311,356.0,358,356 +Carry,0.9743213499633162,0.9425124201561391,0.9581529581529582,1409.0,1363,1409 +accuracy,0.9405681818181818,0.9405681818181818,0.9405681818181818,0.9405681818181818,0,0 +macro avg,0.9412331454069758,0.9433638690415478,0.9421519139567103,8800.0,0,0 +weighted avg,0.9410313670255713,0.9405681818181818,0.9406888577834052,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fa5044001a97dbb6aa37bb93577e1c69c9fe8d5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.965952965952966,0.9745042492917847,0.9702097655561431,2824.0,2849,2824 +Sit to stand,0.8927038626609443,0.9952153110047847,0.9411764705882353,209.0,233,209 +Stand to sit,0.8931750741839762,0.9741100323624595,0.9318885448916409,309.0,337,309 +Sitting,0.994413407821229,0.9531459170013387,0.9733424470266575,747.0,716,747 +Stair up,0.9701492537313433,0.9898477157360406,0.9798994974874372,197.0,201,197 +Stair down,0.9870689655172413,1.0,0.9934924078091106,229.0,232,229 +Ramp up,0.985,0.9656862745098039,0.9752475247524752,408.0,400,408 +Ramp down,0.9932659932659933,1.0,0.9966216216216216,295.0,297,295 +Grass walking,0.9660297239915074,0.9479166666666666,0.9568874868559412,480.0,471,480 +Uneven ground walking,0.9843260188087775,0.9751552795031055,0.9797191887675507,322.0,319,322 +Carry,0.9833836858006042,0.9580573951434879,0.9705553484904957,1359.0,1324,1359 +accuracy,0.969914622577585,0.969914622577585,0.969914622577585,0.969914622577585,0,0 +macro avg,0.9650426319758711,0.9757853492017702,0.9699127548952099,7379.0,0,0 +weighted avg,0.9706412163423204,0.969914622577585,0.9700275444541545,7379.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ec8e07bacae09e160811223e8b895937566a0b63 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7304785894206549,0.7397959183673469,0.7351077313054499,392.0,397,392 +Sit to stand,0.8833333333333333,0.8745874587458746,0.87893864013267,303.0,300,303 +Stand to sit,0.8505747126436781,0.7985611510791367,0.8237476808905381,278.0,261,278 +Sitting,0.7581395348837209,0.8489583333333334,0.800982800982801,192.0,215,192 +Stair up,0.8,0.6666666666666666,0.7272727272727273,24.0,20,24 +Stair down,0.6808510638297872,0.8648648648648649,0.7619047619047619,37.0,47,37 +Ramp up,0.8235294117647058,0.6829268292682927,0.7466666666666667,41.0,34,41 +Ramp down,0.88,0.7586206896551724,0.8148148148148148,29.0,25,29 +Grass walking,0.6363636363636364,0.6829268292682927,0.6588235294117647,41.0,44,41 +Uneven ground walking,0.717948717948718,0.8235294117647058,0.7671232876712328,34.0,39,34 +Carry,0.6666666666666666,0.52,0.5842696629213483,50.0,39,50 +accuracy,0.7881773399014779,0.7881773399014779,0.7881773399014779,0.7881773399014779,0,0 +macro avg,0.7661714242595365,0.7510398320921532,0.7545138458158888,1421.0,0,0 +weighted avg,0.7906621125574014,0.7881773399014779,0.7878019816671069,1421.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..e68d69156acb240fdca5b798ad3bbc6321b3cddb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9405422057917436,0.9493159203980099,0.9449086969978335,3216.0,3246,3216 +Sit to stand,0.8466898954703833,0.94921875,0.8950276243093923,512.0,574,512 +Stand to sit,0.8956228956228957,0.9063032367972743,0.9009314140558848,587.0,594,587 +Sitting,0.9543429844097996,0.9126730564430245,0.9330430048992924,939.0,898,939 +Stair up,0.9590909090909091,0.9547511312217195,0.9569160997732427,221.0,220,221 +Stair down,0.9452554744525548,0.9736842105263158,0.9592592592592593,266.0,274,266 +Ramp up,0.963963963963964,0.9532293986636972,0.9585666293393057,449.0,444,449 +Ramp down,0.9875776397515528,0.9814814814814815,0.9845201238390093,324.0,322,324 +Grass walking,0.9512670565302144,0.9366602687140115,0.9439071566731141,521.0,513,521 +Uneven ground walking,0.96,0.9438202247191011,0.9518413597733711,356.0,350,356 +Carry,0.9743589743589743,0.9439318665720369,0.958904109589041,1409.0,1365,1409 +accuracy,0.9429545454545455,0.9429545454545455,0.9429545454545455,0.9429545454545455,0,0 +macro avg,0.9435192726766356,0.9459154132306065,0.9443477707735224,8800.0,0,0 +weighted avg,0.9439297290835632,0.9429545454545455,0.9431595495079192,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..d816d921e7ad1d7ce08ee59408b4eb9138bd7f5b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9654208871812784,0.9787535410764873,0.9720414981536838,2824.0,2863,2824 +Sit to stand,0.8636363636363636,1.0,0.926829268292683,209.0,242,209 +Stand to sit,0.9179331306990881,0.9773462783171522,0.9467084639498433,309.0,329,309 +Sitting,0.9957627118644068,0.9437751004016064,0.9690721649484536,747.0,708,747 +Stair up,0.965,0.9796954314720813,0.9722921914357683,197.0,200,197 +Stair down,0.9828326180257511,1.0,0.9913419913419913,229.0,233,229 +Ramp up,0.980246913580247,0.9730392156862745,0.976629766297663,408.0,405,408 +Ramp down,0.9966216216216216,1.0,0.9983079526226735,295.0,296,295 +Grass walking,0.9682875264270613,0.9541666666666667,0.9611752360965372,480.0,473,480 +Uneven ground walking,0.9936102236421726,0.9658385093167702,0.9795275590551181,322.0,313,322 +Carry,0.9855732725892179,0.9551140544518028,0.9701046337817638,1359.0,1317,1359 +accuracy,0.970456701450061,0.970456701450061,0.970456701450061,0.970456701450061,0,0 +macro avg,0.9649932062970188,0.9752480724898948,0.9694573387251072,7379.0,0,0 +weighted avg,0.9713453095734099,0.970456701450061,0.9705720535968249,7379.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..79301f173e0e5b8716a8732a399007b30bdea922 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7545691906005222,0.7372448979591837,0.7458064516129033,392.0,383,392 +Sit to stand,0.8343373493975904,0.9141914191419142,0.8724409448818897,303.0,332,303 +Stand to sit,0.8679245283018868,0.8273381294964028,0.8471454880294659,278.0,265,278 +Sitting,0.8,0.7916666666666666,0.7958115183246073,192.0,190,192 +Stair up,0.9,0.75,0.8181818181818182,24.0,20,24 +Stair down,0.7317073170731707,0.8108108108108109,0.7692307692307693,37.0,41,37 +Ramp up,0.7948717948717948,0.7560975609756098,0.775,41.0,39,41 +Ramp down,0.8846153846153846,0.7931034482758621,0.8363636363636363,29.0,26,29 +Grass walking,0.75,0.7317073170731707,0.7407407407407407,41.0,40,41 +Uneven ground walking,0.6756756756756757,0.7352941176470589,0.704225352112676,34.0,37,34 +Carry,0.6666666666666666,0.64,0.6530612244897959,50.0,48,50 +accuracy,0.8001407459535539,0.8001407459535539,0.8001407459535539,0.8001407459535539,0,0 +macro avg,0.7873061733820628,0.7715867607315164,0.7780007221789366,1421.0,0,0 +weighted avg,0.8004584273275176,0.8001407459535539,0.7995091721612426,1421.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5d83d0e8822aae2832d4ca18690104993e63e014 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,3034,15,51,0,7,14,9,4,28,19,34 +Sit to stand,10,483,1,38,0,0,0,0,0,0,0 +Stand to sit,35,1,519,27,0,0,0,0,0,0,0 +Sitting,9,42,16,861,0,0,0,0,0,0,0 +Stair up,10,0,0,0,210,0,0,0,0,0,0 +Stair down,2,0,0,0,0,262,0,0,0,0,0 +Ramp up,26,0,3,0,0,3,418,0,0,0,1 +Ramp down,3,0,0,0,1,0,0,319,0,0,0 +Grass walking,27,0,0,0,1,0,0,2,485,4,4 +Uneven ground walking,12,0,0,0,0,0,3,0,3,337,0 +Carry,73,0,6,0,0,0,1,0,3,1,1323 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..73546d7ed27ad3579de5c18670bb0ac9e7a170db --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2736,1,33,0,6,5,2,2,16,3,19 +Sit to stand,0,221,0,1,0,0,0,0,0,0,0 +Stand to sit,6,0,286,4,0,0,0,0,0,0,0 +Sitting,8,26,4,712,0,0,0,0,0,0,0 +Stair up,4,0,0,0,191,0,0,0,0,0,0 +Stair down,0,0,0,0,0,225,0,0,0,0,0 +Ramp up,11,0,2,0,0,3,395,0,0,0,0 +Ramp down,1,0,0,0,0,0,0,294,0,0,0 +Grass walking,17,0,0,0,1,0,0,2,455,1,4 +Uneven ground walking,6,0,0,0,0,0,3,0,1,311,0 +Carry,50,0,6,0,0,0,1,0,0,1,1299 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..49e52d1f28e1fc12a301ddac5ea4ab2406cda28e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,298,14,18,0,1,9,7,2,12,16,15 +Sit to stand,10,262,1,37,0,0,0,0,0,0,0 +Stand to sit,29,1,233,23,0,0,0,0,0,0,0 +Sitting,1,16,12,149,0,0,0,0,0,0,0 +Stair up,6,0,0,0,19,0,0,0,0,0,0 +Stair down,2,0,0,0,0,37,0,0,0,0,0 +Ramp up,15,0,1,0,0,0,23,0,0,0,1 +Ramp down,2,0,0,0,1,0,0,25,0,0,0 +Grass walking,10,0,0,0,0,0,0,0,30,3,0 +Uneven ground walking,6,0,0,0,0,0,0,0,2,26,0 +Carry,23,0,0,0,0,0,0,0,3,0,24 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..97adce49030103f8aa938334ec1ef10b5926d4da --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9361308238198087,0.943701399688958,0.9399008674101611,3215.0,3241,3215 +Sit to stand,0.8927911275415896,0.9078947368421053,0.9002795899347623,532.0,541,532 +Stand to sit,0.8708053691275168,0.8917525773195877,0.8811544991511036,582.0,596,582 +Sitting,0.9298056155507559,0.927801724137931,0.9288025889967637,928.0,926,928 +Stair up,0.958904109589041,0.9545454545454546,0.9567198177676538,220.0,219,220 +Stair down,0.9390681003584229,0.9924242424242424,0.9650092081031307,264.0,279,264 +Ramp up,0.9698375870069605,0.926829268292683,0.9478458049886621,451.0,431,451 +Ramp down,0.9815384615384616,0.9876160990712074,0.9845679012345679,323.0,325,323 +Grass walking,0.9344894026974951,0.9273422562141491,0.9309021113243762,523.0,519,523 +Uneven ground walking,0.9335180055401662,0.9492957746478873,0.9413407821229051,355.0,361,355 +Carry,0.9713656387665198,0.9402985074626866,0.9555796316359697,1407.0,1362,1407 +accuracy,0.9376136363636364,0.9376136363636364,0.9376136363636364,0.9376136363636364,0,0 +macro avg,0.9380231128669763,0.9408638218769902,0.9392820729700052,8800.0,0,0 +weighted avg,0.9380055312772095,0.9376136363636364,0.9377004268464492,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..20a516fec413c20ac1938ad462a2be5128b18a1b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9637196195843607,0.9691817215727949,0.9664429530201343,2823.0,2839,2823 +Sit to stand,0.8911290322580645,0.9954954954954955,0.9404255319148936,222.0,248,222 +Stand to sit,0.8640483383685801,0.9662162162162162,0.9122807017543859,296.0,331,296 +Sitting,0.99302649930265,0.9493333333333334,0.9706884798909339,750.0,717,750 +Stair up,0.9646464646464646,0.9794871794871794,0.9720101781170484,195.0,198,195 +Stair down,0.9656652360515021,1.0,0.982532751091703,225.0,233,225 +Ramp up,0.9850374064837906,0.9610705596107056,0.9729064039408867,411.0,401,411 +Ramp down,0.9865771812080537,0.9966101694915255,0.9915682967959528,295.0,298,295 +Grass walking,0.9639830508474576,0.9479166666666666,0.9558823529411765,480.0,472,480 +Uneven ground walking,0.9841772151898734,0.9688473520249221,0.9764521193092621,321.0,316,321 +Carry,0.9826021180030258,0.9572586588061901,0.9697648376259799,1357.0,1322,1357 +accuracy,0.9661016949152542,0.9661016949152542,0.9661016949152542,0.9661016949152542,0,0 +macro avg,0.9586011056312568,0.9719470320640934,0.964632236945669,7375.0,0,0 +weighted avg,0.9670826467435558,0.9661016949152542,0.966280535562021,7375.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..dd4a9c86e5c069fd057b8839cb1f3a2f18a22835 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7412935323383084,0.7602040816326531,0.7506297229219143,392.0,402,392 +Sit to stand,0.89419795221843,0.8451612903225807,0.8689883913764511,310.0,293,310 +Stand to sit,0.879245283018868,0.8146853146853147,0.8457350272232305,286.0,265,286 +Sitting,0.7129186602870813,0.8370786516853933,0.7700258397932817,178.0,209,178 +Stair up,0.9047619047619048,0.76,0.8260869565217391,25.0,21,25 +Stair down,0.8043478260869565,0.9487179487179487,0.8705882352941177,39.0,46,39 +Ramp up,0.7666666666666667,0.575,0.6571428571428571,40.0,30,40 +Ramp down,0.9259259259259259,0.8928571428571429,0.9090909090909091,28.0,27,28 +Grass walking,0.6382978723404256,0.6976744186046512,0.6666666666666666,43.0,47,43 +Uneven ground walking,0.5777777777777777,0.7647058823529411,0.6582278481012658,34.0,45,34 +Carry,0.6,0.48,0.5333333333333333,50.0,40,50 +accuracy,0.7901754385964912,0.7901754385964912,0.7901754385964912,0.7901754385964912,0,0 +macro avg,0.7677666728565767,0.7614622482598751,0.7596832534059789,1425.0,0,0 +weighted avg,0.7956663584020639,0.7901754385964912,0.7906221227927639,1425.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..a9d9e82fb247bb7f0d338412a60ddbab5b180ceb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9416666666666667,0.9489891135303266,0.9453137103020914,3215.0,3240,3215 +Sit to stand,0.8628472222222222,0.9342105263157895,0.8971119133574007,532.0,576,532 +Stand to sit,0.8924914675767918,0.8986254295532646,0.8955479452054794,582.0,586,582 +Sitting,0.9422222222222222,0.9137931034482759,0.9277899343544858,928.0,900,928 +Stair up,0.958904109589041,0.9545454545454546,0.9567198177676538,220.0,219,220 +Stair down,0.9386281588447654,0.9848484848484849,0.9611829944547134,264.0,277,264 +Ramp up,0.9572072072072072,0.9423503325942351,0.9497206703910615,451.0,444,451 +Ramp down,0.9815384615384616,0.9876160990712074,0.9845679012345679,323.0,325,323 +Grass walking,0.9533980582524272,0.9388145315487572,0.9460500963391136,523.0,515,523 +Uneven ground walking,0.940677966101695,0.9380281690140845,0.9393511988716502,355.0,354,355 +Carry,0.9750733137829912,0.945273631840796,0.9599422591122339,1407.0,1364,1407 +accuracy,0.9417045454545454,0.9417045454545454,0.9417045454545454,0.9417045454545454,0,0 +macro avg,0.9404231685458629,0.9442813523918797,0.9421180401264047,8800.0,0,0 +weighted avg,0.9423062998186637,0.9417045454545454,0.9418304362686,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..63bb119f38736f428cf5731e9b8045e8b974900b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9666080843585237,0.9741409847679773,0.9703599153140438,2823.0,2845,2823 +Sit to stand,0.8666666666666667,0.9954954954954955,0.9266247379454927,222.0,255,222 +Stand to sit,0.8947368421052632,0.9763513513513513,0.9337641357027464,296.0,323,296 +Sitting,0.9943661971830986,0.9413333333333334,0.9671232876712329,750.0,710,750 +Stair up,0.964824120603015,0.9846153846153847,0.9746192893401016,195.0,199,195 +Stair down,0.9656652360515021,1.0,0.982532751091703,225.0,233,225 +Ramp up,0.973170731707317,0.9708029197080292,0.9719853836784409,411.0,410,411 +Ramp down,0.98989898989899,0.9966101694915255,0.9932432432432432,295.0,297,295 +Grass walking,0.9725158562367865,0.9583333333333334,0.9653725078698846,480.0,473,480 +Uneven ground walking,0.9903846153846154,0.9626168224299065,0.976303317535545,321.0,312,321 +Carry,0.9848254931714719,0.9565217391304348,0.9704672897196261,1357.0,1318,1357 +accuracy,0.9685423728813559,0.9685423728813559,0.9685423728813559,0.9685423728813559,0,0 +macro avg,0.9603329848515681,0.9742565030597065,0.9665814417374599,7375.0,0,0 +weighted avg,0.9695307656191847,0.9685423728813559,0.9686892262235144,7375.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..275a813f4ee9b26134094a73145206c762b18f8f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7620253164556962,0.7678571428571429,0.7649301143583227,392.0,395,392 +Sit to stand,0.8598130841121495,0.8903225806451613,0.8748019017432647,310.0,321,310 +Stand to sit,0.8897338403041825,0.8181818181818182,0.8524590163934426,286.0,263,286 +Sitting,0.7473684210526316,0.797752808988764,0.7717391304347826,178.0,190,178 +Stair up,0.9,0.72,0.8,25.0,20,25 +Stair down,0.7954545454545454,0.8974358974358975,0.8433734939759037,39.0,44,39 +Ramp up,0.7647058823529411,0.65,0.7027027027027027,40.0,34,40 +Ramp down,0.8928571428571429,0.8928571428571429,0.8928571428571429,28.0,28,28 +Grass walking,0.7380952380952381,0.7209302325581395,0.7294117647058823,43.0,42,43 +Uneven ground walking,0.5714285714285714,0.7058823529411765,0.631578947368421,34.0,42,34 +Carry,0.6956521739130435,0.64,0.6666666666666666,50.0,46,50 +accuracy,0.8028070175438596,0.8028070175438596,0.8028070175438596,0.8028070175438596,0,0 +macro avg,0.7833758378205584,0.7728381796786583,0.775501898291503,1425.0,0,0 +weighted avg,0.8054818774238088,0.8028070175438596,0.8030774989994184,1425.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a0594a4b85a8512d06b3b766ac4040fbd8b85ff --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,3019,13,61,0,7,17,9,9,32,16,33 +Sit to stand,13,461,0,49,0,0,0,0,0,0,0 +Stand to sit,42,0,522,26,0,0,0,0,0,0,0 +Sitting,9,44,21,849,0,0,0,0,0,0,0 +Stair up,15,0,0,0,207,0,0,0,0,0,0 +Stair down,4,0,0,0,0,266,0,0,0,0,0 +Ramp up,27,0,3,0,0,4,416,0,0,0,1 +Ramp down,4,0,0,0,4,0,0,311,0,0,0 +Grass walking,29,0,0,0,1,0,0,2,479,1,4 +Uneven ground walking,11,0,0,0,0,0,3,0,3,343,1 +Carry,74,0,7,0,0,1,1,0,5,2,1319 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a1787daed17b40791db0376b325a09e293603bc0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2718,2,36,0,6,6,3,3,19,3,21 +Sit to stand,0,209,0,9,0,0,0,0,0,0,0 +Stand to sit,8,0,288,4,0,0,0,0,0,0,0 +Sitting,8,28,5,699,0,0,0,0,0,0,0 +Stair up,5,0,0,0,190,0,0,0,0,0,0 +Stair down,0,0,0,0,0,233,0,0,0,0,0 +Ramp up,13,0,2,0,0,4,393,0,0,0,0 +Ramp down,1,0,0,0,1,0,0,287,0,0,0 +Grass walking,20,0,0,0,1,0,0,2,447,1,4 +Uneven ground walking,5,0,0,0,0,0,3,0,1,316,0 +Carry,53,0,7,0,0,1,1,0,1,2,1292 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..80aca7dae0b476bf99d483ed33d8357913f2156d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,301,11,25,0,1,11,6,6,13,13,12 +Sit to stand,13,252,0,40,0,0,0,0,0,0,0 +Stand to sit,34,0,234,22,0,0,0,0,0,0,0 +Sitting,1,16,16,150,0,0,0,0,0,0,0 +Stair up,10,0,0,0,17,0,0,0,0,0,0 +Stair down,4,0,0,0,0,33,0,0,0,0,0 +Ramp up,14,0,1,0,0,0,23,0,0,0,1 +Ramp down,3,0,0,0,3,0,0,24,0,0,0 +Grass walking,9,0,0,0,0,0,0,0,32,0,0 +Uneven ground walking,6,0,0,0,0,0,0,0,2,27,1 +Carry,21,0,0,0,0,0,0,0,4,0,27 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a6a24f86c09f2db66a519681592924bbc631899 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.929781336618417,0.9387437810945274,0.9342410645211202,3216.0,3247,3216 +Sit to stand,0.88996138996139,0.8814531548757171,0.8856868395773295,523.0,518,523 +Stand to sit,0.8501628664495114,0.8847457627118644,0.867109634551495,590.0,614,590 +Sitting,0.9188311688311688,0.9198266522210184,0.9193286410395235,923.0,924,923 +Stair up,0.9452054794520548,0.9324324324324325,0.9387755102040817,222.0,219,222 +Stair down,0.9236111111111112,0.9851851851851852,0.953405017921147,270.0,288,270 +Ramp up,0.9696969696969697,0.9223946784922394,0.9454545454545454,451.0,429,451 +Ramp down,0.9658385093167702,0.9749216300940439,0.9703588143525741,319.0,322,319 +Grass walking,0.9229287090558767,0.9282945736434108,0.9256038647342996,516.0,519,516 +Uneven ground walking,0.9475138121546961,0.9501385041551247,0.9488243430152143,361.0,362,361 +Carry,0.9712812960235641,0.936124911284599,0.9533791109504879,1409.0,1358,1409 +accuracy,0.9309090909090909,0.9309090909090909,0.9309090909090909,0.9309090909090909,0,0 +macro avg,0.9304375135155937,0.9322055696536513,0.9311061260292561,8800.0,0,0 +weighted avg,0.9314510597673449,0.9309090909090909,0.9310328215803231,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..63893f7a6babdcbc715eab50cb4d40765a7b3217 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9600847756976334,0.9648562300319489,0.9624645892351275,2817.0,2831,2817 +Sit to stand,0.8744769874476988,0.9587155963302753,0.9146608315098468,218.0,239,218 +Stand to sit,0.8520710059171598,0.96,0.9028213166144201,300.0,338,300 +Sitting,0.9817415730337079,0.9445945945945946,0.9628099173553719,740.0,712,740 +Stair up,0.9595959595959596,0.9743589743589743,0.9669211195928753,195.0,198,195 +Stair down,0.9549180327868853,1.0,0.9769392033542977,233.0,244,233 +Ramp up,0.9825,0.9538834951456311,0.9679802955665024,412.0,400,412 +Ramp down,0.9828767123287672,0.9930795847750865,0.9879518072289156,289.0,292,289 +Grass walking,0.9551282051282052,0.9410526315789474,0.9480381760339343,475.0,468,475 +Uneven ground walking,0.9813664596273292,0.9723076923076923,0.9768160741885626,325.0,322,325 +Carry,0.9810174639331815,0.9521002210759028,0.9663425579655947,1357.0,1317,1357 +accuracy,0.9607390300230947,0.9607390300230947,0.9607390300230947,0.9607390300230947,0,0 +macro avg,0.9514342886815025,0.9649953654726413,0.9576132626041317,7361.0,0,0 +weighted avg,0.961776122975085,0.9607390300230947,0.9609560057904135,7361.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a5f5f5e98b962d01c0202be8696dee593ab85141 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7235576923076923,0.7543859649122807,0.7386503067484662,399.0,416,399 +Sit to stand,0.9032258064516129,0.8262295081967214,0.863013698630137,305.0,279,305 +Stand to sit,0.8478260869565217,0.8068965517241379,0.8268551236749117,290.0,276,290 +Sitting,0.7075471698113207,0.819672131147541,0.759493670886076,183.0,212,183 +Stair up,0.8095238095238095,0.6296296296296297,0.7083333333333334,27.0,21,27 +Stair down,0.75,0.8918918918918919,0.8148148148148148,37.0,44,37 +Ramp up,0.7931034482758621,0.5897435897435898,0.6764705882352942,39.0,29,39 +Ramp down,0.8,0.8,0.8,30.0,30,30 +Grass walking,0.6274509803921569,0.7804878048780488,0.6956521739130435,41.0,51,41 +Uneven ground walking,0.675,0.75,0.7105263157894737,36.0,40,36 +Carry,0.6585365853658537,0.5192307692307693,0.5806451612903226,52.0,41,52 +accuracy,0.778318276580959,0.778318276580959,0.778318276580959,0.778318276580959,0,0 +macro avg,0.7541610526440755,0.742560712850419,0.7431322897559884,1439.0,0,0 +weighted avg,0.7841151198515487,0.778318276580959,0.7787808992967222,1439.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..8de5b640383dfce89c0afa79969a17956bf4eec0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9375,0.9375,0.9375,3216.0,3216,3216 +Sit to stand,0.8429319371727748,0.9235181644359465,0.8813868613138686,523.0,573,523 +Stand to sit,0.867109634551495,0.8847457627118644,0.8758389261744967,590.0,602,590 +Sitting,0.9240088105726872,0.9089924160346695,0.9164391043145822,923.0,908,923 +Stair up,0.9403669724770642,0.9234234234234234,0.9318181818181818,222.0,218,222 +Stair down,0.9460431654676259,0.9740740740740741,0.9598540145985401,270.0,278,270 +Ramp up,0.9506726457399103,0.9401330376940134,0.9453734671125975,451.0,446,451 +Ramp down,0.9631901840490797,0.9843260188087775,0.9736434108527132,319.0,326,319 +Grass walking,0.9416342412451362,0.937984496124031,0.9398058252427185,516.0,514,516 +Uneven ground walking,0.96,0.9307479224376731,0.9451476793248945,361.0,350,361 +Carry,0.9700511322132944,0.9425124201561391,0.9560835133189345,1409.0,1369,1409 +accuracy,0.9332954545454546,0.9332954545454546,0.9332954545454546,0.9332954545454546,0,0 +macro avg,0.9312280657717333,0.935268885081874,0.9329900894610478,8800.0,0,0 +weighted avg,0.9340633736321454,0.9332954545454546,0.933502645290388,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b223f56c03e8ce324d8cd94ec4f90f4582925cd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9635913750441852,0.9676961306354278,0.9656393907190932,2817.0,2829,2817 +Sit to stand,0.8473895582329317,0.9678899082568807,0.9036402569593148,218.0,249,218 +Stand to sit,0.8682634730538922,0.9666666666666667,0.9148264984227129,300.0,334,300 +Sitting,0.9844192634560907,0.9391891891891891,0.9612724757952974,740.0,706,740 +Stair up,0.9447236180904522,0.9641025641025641,0.9543147208121827,195.0,199,195 +Stair down,0.966804979253112,1.0,0.9831223628691983,233.0,241,233 +Ramp up,0.9684466019417476,0.9684466019417476,0.9684466019417476,412.0,412,412 +Ramp down,0.9896907216494846,0.9965397923875432,0.993103448275862,289.0,291,289 +Grass walking,0.9699570815450643,0.9515789473684211,0.9606801275239107,475.0,466,475 +Uneven ground walking,0.9904458598726115,0.9569230769230769,0.97339593114241,325.0,314,325 +Carry,0.9825757575757575,0.9557848194546794,0.9689951438177064,1357.0,1320,1357 +accuracy,0.9631843499524522,0.9631843499524522,0.9631843499524522,0.9631843499524522,0,0 +macro avg,0.9523916627013936,0.9668016088114725,0.9588579052981305,7361.0,0,0 +weighted avg,0.96435324406209,0.9631843499524522,0.9634232097952101,7361.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..cb96bd187106dae3b074764c41a4ec0f88543bfc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7467700258397932,0.7243107769423559,0.7353689567430025,399.0,387,399 +Sit to stand,0.8395061728395061,0.8918032786885246,0.8648648648648649,305.0,324,305 +Stand to sit,0.8656716417910447,0.8,0.8315412186379928,290.0,268,290 +Sitting,0.7128712871287128,0.7868852459016393,0.7480519480519481,183.0,202,183 +Stair up,0.8947368421052632,0.6296296296296297,0.7391304347826086,27.0,19,27 +Stair down,0.8108108108108109,0.8108108108108109,0.8108108108108109,37.0,37,37 +Ramp up,0.7352941176470589,0.6410256410256411,0.684931506849315,39.0,34,39 +Ramp down,0.7428571428571429,0.8666666666666667,0.8,30.0,35,30 +Grass walking,0.6666666666666666,0.7804878048780488,0.7191011235955056,41.0,48,41 +Uneven ground walking,0.6944444444444444,0.6944444444444444,0.6944444444444444,36.0,36,36 +Carry,0.6326530612244898,0.5961538461538461,0.6138613861386139,52.0,49,52 +accuracy,0.7804030576789437,0.7804030576789437,0.7804030576789437,0.7804030576789437,0,0 +macro avg,0.7583892921231759,0.7474743768310552,0.7492824268108279,1439.0,0,0 +weighted avg,0.782392089519029,0.7804030576789437,0.7799230341039914,1439.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ab6b9505f10ece06deb6b10e07437b244d84b3f4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2990,21,70,0,14,20,13,8,34,16,37 +Sit to stand,9,438,1,66,0,0,0,0,0,0,0 +Stand to sit,42,2,533,18,0,0,0,0,0,0,1 +Sitting,11,48,25,834,0,0,0,0,0,0,0 +Stair up,23,0,0,0,195,0,0,0,0,0,0 +Stair down,4,0,0,0,0,266,0,0,0,0,0 +Ramp up,38,0,5,0,0,4,407,0,0,0,2 +Ramp down,3,0,0,0,4,0,0,310,0,0,0 +Grass walking,37,0,0,0,1,0,0,2,468,2,4 +Uneven ground walking,12,0,0,0,0,0,3,0,7,345,2 +Carry,69,0,7,0,0,1,1,0,8,1,1318 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9efd7482897ec77d58dc23ce18b089a240af4f5a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2707,3,46,0,9,5,3,2,21,3,20 +Sit to stand,0,191,0,18,0,0,0,0,0,0,0 +Stand to sit,14,0,285,4,0,0,0,0,0,0,0 +Sitting,10,28,4,689,0,0,0,0,0,0,0 +Stair up,12,0,0,0,182,0,0,0,0,0,0 +Stair down,0,0,0,0,0,235,0,0,0,0,0 +Ramp up,19,0,3,0,0,4,392,0,0,0,1 +Ramp down,1,0,0,0,1,0,0,286,0,0,0 +Grass walking,23,0,0,0,1,0,0,2,442,1,4 +Uneven ground walking,8,0,0,0,0,0,3,0,1,319,2 +Carry,55,0,6,0,0,1,1,0,4,1,1285 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..fbd74e74453d08e5b686827391c462754cb38e97 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,283,18,24,0,5,15,10,6,13,13,17 +Sit to stand,9,247,1,48,0,0,0,0,0,0,0 +Stand to sit,28,2,248,14,0,0,0,0,0,0,1 +Sitting,1,20,21,145,0,0,0,0,0,0,0 +Stair up,11,0,0,0,13,0,0,0,0,0,0 +Stair down,4,0,0,0,0,31,0,0,0,0,0 +Ramp up,19,0,2,0,0,0,15,0,0,0,1 +Ramp down,2,0,0,0,3,0,0,24,0,0,0 +Grass walking,14,0,0,0,0,0,0,0,26,1,0 +Uneven ground walking,4,0,0,0,0,0,0,0,6,26,0 +Carry,14,0,1,0,0,0,0,0,4,0,33 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7610872da06429cda34d4975d9b2bf89bc08ef13 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9234095120444719,0.9277071051815079,0.9255533199195171,3223.0,3238,3223 +Sit to stand,0.8605108055009824,0.8521400778210116,0.8563049853372434,514.0,509,514 +Stand to sit,0.8315132605304212,0.8942953020134228,0.8617623282134196,596.0,641,596 +Sitting,0.9084967320261438,0.9084967320261438,0.9084967320261438,918.0,918,918 +Stair up,0.9112149532710281,0.8944954128440367,0.9027777777777778,218.0,214,218 +Stair down,0.9140893470790378,0.9851851851851852,0.948306595365419,270.0,291,270 +Ramp up,0.9599056603773585,0.8925438596491229,0.925,456.0,424,456 +Ramp down,0.96875,0.9779179810725552,0.9733124018838305,317.0,320,317 +Grass walking,0.9052224371373307,0.9105058365758755,0.9078564500484966,514.0,517,514 +Uneven ground walking,0.9478021978021978,0.9349593495934959,0.9413369713506139,369.0,364,369 +Carry,0.966275659824047,0.9380782918149466,0.9519682195738534,1405.0,1364,1405 +accuracy,0.9209090909090909,0.9209090909090909,0.9209090909090909,0.9209090909090909,0,0 +macro avg,0.9179264150539108,0.9196659212524821,0.9184250710451195,8800.0,0,0 +weighted avg,0.921697008523847,0.9209090909090909,0.9210800834244438,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2685a0e0faf0f44b7f4b04f7d9c0a648b0370ff3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9501579501579501,0.9602695991486343,0.9551870148200423,2819.0,2849,2819 +Sit to stand,0.8603603603603603,0.9138755980861244,0.8863109048723898,209.0,222,209 +Stand to sit,0.8284883720930233,0.9405940594059405,0.8809891808346213,303.0,344,303 +Sitting,0.9690576652601969,0.9425444596443229,0.955617198335645,731.0,711,731 +Stair up,0.9430051813471503,0.9381443298969072,0.9405684754521964,194.0,193,194 +Stair down,0.9591836734693877,1.0,0.9791666666666666,235.0,245,235 +Ramp up,0.9824561403508771,0.9355608591885441,0.9584352078239609,419.0,399,419 +Ramp down,0.9862068965517241,0.9930555555555556,0.9896193771626297,288.0,290,288 +Grass walking,0.9444444444444444,0.9344608879492601,0.9394261424017003,473.0,468,473 +Uneven ground walking,0.9845679012345679,0.9579579579579579,0.9710806697108066,333.0,324,333 +Carry,0.979420731707317,0.9497413155949741,0.9643527204502814,1353.0,1312,1353 +accuracy,0.9532418105205926,0.9532418105205926,0.9532418105205926,0.9532418105205926,0,0 +macro avg,0.9443044833615453,0.9514731474934748,0.9473412325937218,7357.0,0,0 +weighted avg,0.9543959722242582,0.9532418105205926,0.953522347480859,7357.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8771a6112861a2a1977207d420fdddea2e54f504 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7275064267352185,0.7004950495049505,0.7137452711223203,404.0,389,404 +Sit to stand,0.8606271777003485,0.8098360655737705,0.8344594594594594,305.0,287,305 +Stand to sit,0.835016835016835,0.8464163822525598,0.8406779661016949,293.0,297,293 +Sitting,0.7004830917874396,0.7754010695187166,0.7360406091370558,187.0,207,187 +Stair up,0.6190476190476191,0.5416666666666666,0.5777777777777777,24.0,21,24 +Stair down,0.6739130434782609,0.8857142857142857,0.7654320987654321,35.0,46,35 +Ramp up,0.6,0.40540540540540543,0.4838709677419355,37.0,25,37 +Ramp down,0.8,0.8275862068965517,0.8135593220338984,29.0,30,29 +Grass walking,0.5306122448979592,0.6341463414634146,0.5777777777777777,41.0,49,41 +Uneven ground walking,0.65,0.7222222222222222,0.6842105263157895,36.0,40,36 +Carry,0.6346153846153846,0.6346153846153846,0.6346153846153846,52.0,52,52 +accuracy,0.7560637560637561,0.7560637560637561,0.7560637560637561,0.7560637560637561,0,0 +macro avg,0.6938019839344605,0.7075913708939935,0.6965606509862297,1443.0,0,0 +weighted avg,0.7581797351652922,0.7560637560637561,0.7555753061331443,1443.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..ef7c2e2c5babbdeec06039dc4059b981b612d88c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9282831418814033,0.9277071051815079,0.9279950341402855,3223.0,3221,3223 +Sit to stand,0.8218181818181818,0.8793774319066148,0.849624060150376,514.0,550,514 +Stand to sit,0.839546191247974,0.8691275167785235,0.854080791426216,596.0,617,596 +Sitting,0.9113082039911308,0.8954248366013072,0.9032967032967033,918.0,902,918 +Stair up,0.8904109589041096,0.8944954128440367,0.8924485125858124,218.0,219,218 +Stair down,0.9335664335664335,0.9888888888888889,0.960431654676259,270.0,286,270 +Ramp up,0.9524886877828054,0.9232456140350878,0.9376391982182628,456.0,442,456 +Ramp down,0.9658385093167702,0.9810725552050473,0.97339593114241,317.0,322,317 +Grass walking,0.923828125,0.9202334630350194,0.9220272904483431,514.0,512,514 +Uneven ground walking,0.9526462395543176,0.926829268292683,0.9395604395604396,369.0,359,369 +Carry,0.9656934306569344,0.9416370106761566,0.9535135135135135,1405.0,1370,1405 +accuracy,0.9220454545454545,0.9220454545454545,0.9220454545454545,0.9220454545454545,0,0 +macro avg,0.9168571003381873,0.9225490094040795,0.9194557390144201,8800.0,0,0 +weighted avg,0.922849220101239,0.9220454545454545,0.922295444353243,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..185a5b1338178c7d3b458678d91bddb6519c0510 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.954433062522077,0.9584959205391983,0.9564601769911505,2819.0,2831,2819 +Sit to stand,0.8247863247863247,0.9234449760765551,0.871331828442438,209.0,234,209 +Stand to sit,0.8252148997134671,0.9504950495049505,0.8834355828220859,303.0,349,303 +Sitting,0.9714693295292439,0.9316005471956225,0.9511173184357542,731.0,701,731 +Stair up,0.9278350515463918,0.9278350515463918,0.9278350515463918,194.0,194,194 +Stair down,0.9710743801652892,1.0,0.9853249475890985,235.0,242,235 +Ramp up,0.963855421686747,0.954653937947494,0.9592326139088729,419.0,415,419 +Ramp down,0.9896551724137931,0.9965277777777778,0.9930795847750865,288.0,290,288 +Grass walking,0.9549356223175965,0.9408033826638478,0.9478168264110756,473.0,466,473 +Uneven ground walking,0.984375,0.9459459459459459,0.9647779479326187,333.0,320,333 +Carry,0.979467680608365,0.9519586104951958,0.9655172413793104,1353.0,1315,1353 +accuracy,0.9533777354900095,0.9533777354900095,0.9533777354900095,0.9533777354900095,0,0 +macro avg,0.940645631389936,0.9528873817902709,0.9459935563848986,7357.0,0,0 +weighted avg,0.9548581115304116,0.9533777354900095,0.9537484469105395,7357.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..4032a7f5370d6776911aceb1527eb4efc39b7e2b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.7384615384615385,0.7128712871287128,0.72544080604534,404.0,390,404 +Sit to stand,0.819620253164557,0.8491803278688524,0.8341384863123994,305.0,316,305 +Stand to sit,0.8582089552238806,0.7849829351535836,0.8199643493761141,293.0,268,293 +Sitting,0.7014925373134329,0.7540106951871658,0.7268041237113402,187.0,201,187 +Stair up,0.6,0.625,0.6122448979591837,24.0,25,24 +Stair down,0.7272727272727273,0.9142857142857143,0.810126582278481,35.0,44,35 +Ramp up,0.7777777777777778,0.5675675675675675,0.65625,37.0,27,37 +Ramp down,0.75,0.8275862068965517,0.7868852459016393,29.0,32,29 +Grass walking,0.6086956521739131,0.6829268292682927,0.6436781609195402,41.0,46,41 +Uneven ground walking,0.6923076923076923,0.75,0.72,36.0,39,36 +Carry,0.6363636363636364,0.6730769230769231,0.6542056074766355,52.0,55,52 +accuracy,0.7623007623007623,0.7623007623007623,0.7623007623007623,0.7623007623007623,0,0 +macro avg,0.7191091609144687,0.7401353169484876,0.7263398418164249,1443.0,0,0 +weighted avg,0.7652874553688843,0.7623007623007623,0.7623915285635635,1443.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..92461cd93ab5bc14f0c0a14a8d8bcbc6873434f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2920,27,98,16,20,18,15,11,36,19,51 +Sit to stand,27,359,3,118,0,0,0,0,0,0,0 +Stand to sit,75,1,493,31,4,0,0,0,0,0,3 +Sitting,24,48,26,808,0,0,0,0,0,0,0 +Stair up,33,0,3,0,180,0,0,0,0,0,0 +Stair down,5,0,0,0,0,262,1,0,0,0,0 +Ramp up,62,0,6,0,0,4,391,0,0,0,4 +Ramp down,5,0,0,0,7,0,0,296,0,0,0 +Grass walking,47,0,0,0,1,0,0,4,447,2,4 +Uneven ground walking,23,0,0,0,0,0,3,0,10,346,6 +Carry,86,0,6,0,1,2,3,0,11,1,1287 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..466db638ea89bb51a308d5b1d3152c194346b515 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,2646,2,76,9,15,9,6,0,24,6,34 +Sit to stand,2,149,1,54,0,0,0,0,0,0,0 +Stand to sit,25,0,272,8,3,0,0,0,0,0,2 +Sitting,21,27,2,662,0,0,0,0,0,0,0 +Stair up,24,0,1,0,166,0,0,0,0,0,0 +Stair down,1,0,0,0,0,235,0,0,0,0,0 +Ramp up,41,0,6,0,0,4,373,0,0,0,3 +Ramp down,2,0,0,0,4,0,0,272,0,0,0 +Grass walking,33,0,0,0,1,0,0,3,419,2,4 +Uneven ground walking,13,0,0,0,0,0,3,0,1,326,6 +Carry,67,0,5,0,1,2,2,0,10,1,1260 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6fabfc72188228657fabc39fcf2aebe0d4bdc87e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,274,25,22,7,5,9,9,11,12,13,17 +Sit to stand,25,210,2,64,0,0,0,0,0,0,0 +Stand to sit,50,1,221,23,1,0,0,0,0,0,1 +Sitting,3,21,24,146,0,0,0,0,0,0,0 +Stair up,9,0,2,0,14,0,0,0,0,0,0 +Stair down,4,0,0,0,0,27,1,0,0,0,0 +Ramp up,21,0,0,0,0,0,18,0,0,0,1 +Ramp down,3,0,0,0,3,0,0,24,0,0,0 +Grass walking,14,0,0,0,0,0,0,1,28,0,0 +Uneven ground walking,10,0,0,0,0,0,0,0,9,20,0 +Carry,19,0,1,0,0,0,1,0,1,0,27 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a7d8ec130deceb586e5ad43d56df5294d688355b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8829755065013607,0.9037449705973383,0.893239522789844,3231.0,3307,3231 +Sit to stand,0.825287356321839,0.7080867850098619,0.7622080679405521,507.0,435,507 +Stand to sit,0.7763779527559055,0.8121911037891268,0.7938808373590982,607.0,635,607 +Sitting,0.8304213771839671,0.891832229580574,0.8600319318786589,906.0,973,906 +Stair up,0.8450704225352113,0.8333333333333334,0.8391608391608392,216.0,213,216 +Stair down,0.916083916083916,0.9776119402985075,0.9458483754512635,268.0,286,268 +Ramp up,0.9467312348668281,0.8372591006423983,0.8886363636363637,467.0,413,467 +Ramp down,0.9517684887459807,0.961038961038961,0.9563812600969306,308.0,311,308 +Grass walking,0.8869047619047619,0.8851485148514852,0.8860257680872151,505.0,504,505 +Uneven ground walking,0.9402173913043478,0.8917525773195877,0.9153439153439153,388.0,368,388 +Carry,0.9498154981549816,0.9212598425196851,0.9353197674418605,1397.0,1355,1397 +accuracy,0.8851136363636364,0.8851136363636364,0.8851136363636364,0.8851136363636364,0,0 +macro avg,0.886513991487191,0.8748417599073509,0.879643331744231,8800.0,0,0 +weighted avg,0.8861176274679256,0.8851136363636364,0.8848993034204955,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a3db85d83825ae96aa8fcf79c97348e06486be6d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9203478260869565,0.9359745313052706,0.9280954051210102,2827.0,2875,2827 +Sit to stand,0.8370786516853933,0.7233009708737864,0.7760416666666666,206.0,178,206 +Stand to sit,0.7493112947658402,0.8774193548387097,0.8083209509658247,310.0,363,310 +Sitting,0.903137789904502,0.9297752808988764,0.9162629757785468,712.0,733,712 +Stair up,0.8736842105263158,0.8691099476439791,0.8713910761154856,191.0,190,191 +Stair down,0.94,0.9957627118644068,0.9670781893004116,236.0,250,236 +Ramp up,0.9713541666666666,0.8735362997658079,0.9198520345252774,427.0,384,427 +Ramp down,0.9890909090909091,0.9784172661870504,0.9837251356238698,278.0,275,278 +Grass walking,0.9229074889867841,0.9069264069264069,0.9148471615720524,462.0,454,462 +Uneven ground walking,0.9731343283582089,0.9340974212034384,0.9532163742690059,349.0,335,349 +Carry,0.9625668449197861,0.9347181008902077,0.948438088069251,1348.0,1309,1348 +accuracy,0.9229512659950994,0.9229512659950994,0.9229512659950994,0.9229512659950994,0,0 +macro avg,0.9129648646355784,0.9053671174907219,0.9079335507279456,7346.0,0,0 +weighted avg,0.9245274364211381,0.9229512659950994,0.9231274200662083,7346.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..fc0b3e35b365d9cf06f493be19915a18c8c0d97c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6342592592592593,0.6782178217821783,0.6555023923444976,404.0,432,404 +Sit to stand,0.8171206225680934,0.6976744186046512,0.7526881720430108,301.0,257,301 +Stand to sit,0.8125,0.7441077441077442,0.7768014059753954,297.0,272,297 +Sitting,0.6083333333333333,0.7525773195876289,0.6728110599078341,194.0,240,194 +Stair up,0.6086956521739131,0.56,0.5833333333333334,25.0,23,25 +Stair down,0.75,0.84375,0.7941176470588235,32.0,36,32 +Ramp up,0.6206896551724138,0.45,0.5217391304347826,40.0,29,40 +Ramp down,0.6666666666666666,0.8,0.7272727272727273,30.0,36,30 +Grass walking,0.56,0.6511627906976745,0.6021505376344086,43.0,50,43 +Uneven ground walking,0.6060606060606061,0.5128205128205128,0.5555555555555556,39.0,33,39 +Carry,0.5869565217391305,0.5510204081632653,0.5684210526315789,49.0,46,49 +accuracy,0.6939477303988996,0.6939477303988996,0.6939477303988996,0.6939477303988996,0,0 +macro avg,0.6610256651794015,0.6583028196148778,0.6554902740174497,1454.0,0,0 +weighted avg,0.7029198249747104,0.6939477303988996,0.6951252310368761,1454.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..68a01725f00e8695c8dc50f91c52037f89ea8cb8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.8790346907993967,0.9018879603837822,0.8903146959975557,3231.0,3315,3231 +Sit to stand,0.8081264108352144,0.7061143984220908,0.7536842105263157,507.0,443,507 +Stand to sit,0.7443267776096822,0.8105436573311368,0.7760252365930599,607.0,661,607 +Sitting,0.8429203539823009,0.8410596026490066,0.8419889502762431,906.0,904,906 +Stair up,0.8476190476190476,0.8240740740740741,0.8356807511737089,216.0,210,216 +Stair down,0.933579335793358,0.9440298507462687,0.9387755102040817,268.0,271,268 +Ramp up,0.9269406392694064,0.8693790149892934,0.8972375690607735,467.0,438,467 +Ramp down,0.9573770491803278,0.948051948051948,0.9526916802610114,308.0,305,308 +Grass walking,0.8830409356725146,0.897029702970297,0.8899803536345776,505.0,513,505 +Uneven ground walking,0.9230769230769231,0.8969072164948454,0.9098039215686274,388.0,377,388 +Carry,0.9501100513573001,0.9269863994273443,0.9384057971014492,1397.0,1363,1397 +accuracy,0.8807954545454545,0.8807954545454545,0.8807954545454545,0.8807954545454545,0,0 +macro avg,0.8814683831995883,0.8696421659581898,0.8749626069452187,8800.0,0,0 +weighted avg,0.8815687519730282,0.8807954545454545,0.8807441755718192,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc319800fd0464badccabd79b9e1969eb64b9b06 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.9191637630662021,0.9331446763353378,0.9261014569071441,2827.0,2870,2827 +Sit to stand,0.78125,0.7281553398058253,0.7537688442211056,206.0,192,206 +Stand to sit,0.7333333333333333,0.8516129032258064,0.7880597014925373,310.0,360,310 +Sitting,0.9111424541607899,0.9073033707865169,0.9092188599577762,712.0,709,712 +Stair up,0.8817204301075269,0.8586387434554974,0.870026525198939,191.0,186,191 +Stair down,0.961864406779661,0.961864406779661,0.961864406779661,236.0,236,236 +Ramp up,0.9436274509803921,0.9016393442622951,0.9221556886227545,427.0,408,427 +Ramp down,0.9818840579710145,0.9748201438848921,0.9783393501805054,278.0,276,278 +Grass walking,0.9199134199134199,0.9199134199134199,0.9199134199134199,462.0,462,462 +Uneven ground walking,0.9613095238095238,0.9255014326647565,0.9430656934306569,349.0,336,349 +Carry,0.9649122807017544,0.9384272997032641,0.9514855208725085,1348.0,1311,1348 +accuracy,0.9199564388783011,0.9199564388783011,0.9199564388783011,0.9199564388783011,0,0 +macro avg,0.9054655564385108,0.900092825528843,0.9021817697797281,7346.0,0,0 +weighted avg,0.9213150406907928,0.9199564388783011,0.920320423385135,7346.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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_nkd/seed_3/20260523_222039_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..a953305c7a942dea31b98be0cf640123e554f44f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_3/20260523_222039_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,0.6202247191011236,0.6831683168316832,0.6501766784452296,404.0,445,404 +Sit to stand,0.8286852589641435,0.6910299003322259,0.7536231884057971,301.0,251,301 +Stand to sit,0.7574750830564784,0.7676767676767676,0.7625418060200669,297.0,301,297 +Sitting,0.5948717948717949,0.5979381443298969,0.596401028277635,194.0,195,194 +Stair up,0.5833333333333334,0.56,0.5714285714285714,25.0,24,25 +Stair down,0.7428571428571429,0.8125,0.7761194029850746,32.0,35,32 +Ramp up,0.7,0.525,0.6,40.0,30,40 +Ramp down,0.7241379310344828,0.7,0.711864406779661,30.0,29,30 +Grass walking,0.5490196078431373,0.6511627906976745,0.5957446808510638,43.0,51,43 +Uneven ground walking,0.6097560975609756,0.6410256410256411,0.625,39.0,41,39 +Carry,0.5769230769230769,0.6122448979591837,0.594059405940594,49.0,52,49 +accuracy,0.6829436038514443,0.6829436038514443,0.6829436038514443,0.6829436038514443,0,0 +macro avg,0.6624803677768808,0.6583405871684612,0.657905379012154,1454.0,0,0 +weighted avg,0.6905892289443766,0.6829436038514443,0.6845028013948763,1454.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/config.yaml b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..19942a0be2e13235e924657032c294e595441e31 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/config.yaml @@ -0,0 +1,198 @@ +__config_file__: train/configs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd.yaml +dataloaders: + test: + batch_size: 64 + num_workers: 16 + pin_memory: true + shuffle: false + train: + balancing_method: inverse + batch_size: 64 + num_workers: 16 + pin_memory: true + prefetch_factor: 2 + shuffle: true + use_balanced_sampler: true + validation: + batch_size: 64 + 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 +distillation: + alpha: 0.5 + enabled: true + method: nkd + nkd: + gamma: 1.5 + temperature: 1.0 + teacher_checkpoint: outputs/train/revalexo_cross_population/resnet50_dcl_fusion_concat_ln/20260409_011840_RevalExoDataset_raw_imu-image_DeepConvLSTM-ResNet50_Image-FusionModel/best_model.pt + teacher_config: configs/train/revalexo_cross_population/resnet50_dcl_fusion_concat_ln.yaml +eval_modalities: +- raw_imu +logging: + log_dir: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42 + 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: + image: + eval_transforms: + - name: DivideBy255 + params: {} + - name: NormalizeImage + params: + mean: + - 0.485 + - 0.456 + - 0.406 + std: + - 0.229 + - 0.224 + - 0.225 + - name: ResizeImage + params: + size: 256 + - name: CenterCropImage + params: + size: 224 + train_transforms: + - name: DivideBy255 + params: {} + - name: NormalizeImage + params: + mean: + - 0.485 + - 0.456 + - 0.406 + std: + - 0.229 + - 0.224 + - 0.225 + - name: ResizeImage + params: + size: 256 + - name: RandomResizedCropImage + params: + ratio: + - 0.75 + - 1.33 + scale: + - 0.8 + - 1.0 + size: 224 + - name: RandomHorizontalFlipImage + params: + p: 0.5 + use_end_frame: true + use_frames: false + 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 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/history.log b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/history.log new file mode 100644 index 0000000000000000000000000000000000000000..7cf606a4ff9a7aabcb869ae5979fddd4f1bc91a7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/history.log @@ -0,0 +1,7368 @@ +2026-05-23 23:18:22,694 - INFO - Starting new training run: 20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM +2026-05-23 23:18:22,694 - INFO - Logs will be saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM +2026-05-23 23:18:22,695 - INFO - TensorBoard logs will be saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM +2026-05-23 23:18:22,698 - INFO - Configuration saved to: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/config.yaml +2026-05-23 23:18:23,794 - INFO - Loaded 10960 training samples +2026-05-23 23:18:23,794 - INFO - Loaded 8800 validation samples +2026-05-23 23:18:23,794 - INFO - Loaded 43520 test samples +2026-05-23 23:18:23,794 - INFO - Random seed: 42 +2026-05-23 23:18:33,497 - INFO - Epoch 1/50, Learning Rate: 0.000100 +2026-05-23 23:19:39,713 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:19:39,763 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:19:39,806 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:19:39,841 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:19:39,883 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:19:39,928 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:19:40,830 - INFO - Epoch 1/50: +2026-05-23 23:19:40,830 - INFO - Train: loss=3.5767, accuracy_overall=0.3579 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s: accuracy=0.3884 +2026-05-23 23:19:40,830 - INFO - Horizon 0.1s: accuracy=0.3778 +2026-05-23 23:19:40,830 - INFO - Horizon 0.2s: accuracy=0.3724 +2026-05-23 23:19:40,830 - INFO - Horizon 0.3s: accuracy=0.3564 +2026-05-23 23:19:40,830 - INFO - Horizon 0.5s: accuracy=0.3315 +2026-05-23 23:19:40,830 - INFO - Horizon 1.0s: accuracy=0.3207 +2026-05-23 23:19:40,830 - INFO - Val Horizon 0.0s - Overall: loss=1.5627, accuracy=0.5970 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s - Overall F1: 0.5426, Precision: 0.5456, Recall: 0.6273 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:19:40,830 - INFO - Macro F1: 0.5426 +2026-05-23 23:19:40,830 - INFO - Weighted F1: 0.5846 +2026-05-23 23:19:40,830 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.6143 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s - Steady F1: 0.5714, Precision: 0.5741, Recall: 0.6650 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:19:40,830 - INFO - Macro F1: 0.5714 +2026-05-23 23:19:40,830 - INFO - Weighted F1: 0.6017 +2026-05-23 23:19:40,830 - INFO - Val Horizon 0.0s - Transition: accuracy=0.5175 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s - Transition F1: 0.3688, Precision: 0.3722, Recall: 0.4114 +2026-05-23 23:19:40,830 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:19:40,830 - INFO - Macro F1: 0.3688 +2026-05-23 23:19:40,830 - INFO - Weighted F1: 0.4913 +2026-05-23 23:19:40,830 - INFO - +2026-05-23 23:19:40,830 - INFO - Val Horizon 0.1s - Overall: accuracy=0.5805 +2026-05-23 23:19:40,830 - INFO - Horizon 0.1s - Overall F1: 0.5447, Precision: 0.5193, Recall: 0.6294 +2026-05-23 23:19:40,830 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:19:40,830 - INFO - Macro F1: 0.5447 +2026-05-23 23:19:40,830 - INFO - Weighted F1: 0.5790 +2026-05-23 23:19:40,830 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.5918 +2026-05-23 23:19:40,831 - INFO - Horizon 0.1s - Steady F1: 0.5647, Precision: 0.5322, Recall: 0.6620 +2026-05-23 23:19:40,831 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.5647 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5921 +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.1s - Transition: accuracy=0.5290 +2026-05-23 23:19:40,831 - INFO - Horizon 0.1s - Transition F1: 0.3992, Precision: 0.3936, Recall: 0.4527 +2026-05-23 23:19:40,831 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.3992 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5073 +2026-05-23 23:19:40,831 - INFO - +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.2s - Overall: accuracy=0.5773 +2026-05-23 23:19:40,831 - INFO - Horizon 0.2s - Overall F1: 0.5328, Precision: 0.5187, Recall: 0.6090 +2026-05-23 23:19:40,831 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.5328 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5789 +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.5834 +2026-05-23 23:19:40,831 - INFO - Horizon 0.2s - Steady F1: 0.5521, Precision: 0.5289, Recall: 0.6447 +2026-05-23 23:19:40,831 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.5521 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5850 +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.2s - Transition: accuracy=0.5489 +2026-05-23 23:19:40,831 - INFO - Horizon 0.2s - Transition F1: 0.4031, Precision: 0.4085, Recall: 0.4401 +2026-05-23 23:19:40,831 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.4031 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5559 +2026-05-23 23:19:40,831 - INFO - +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.3s - Overall: accuracy=0.5827 +2026-05-23 23:19:40,831 - INFO - Horizon 0.3s - Overall F1: 0.5293, Precision: 0.5247, Recall: 0.5847 +2026-05-23 23:19:40,831 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.5293 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5787 +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.5926 +2026-05-23 23:19:40,831 - INFO - Horizon 0.3s - Steady F1: 0.5491, Precision: 0.5343, Recall: 0.6192 +2026-05-23 23:19:40,831 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.5491 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5884 +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.3s - Transition: accuracy=0.5378 +2026-05-23 23:19:40,831 - INFO - Horizon 0.3s - Transition F1: 0.3906, Precision: 0.4115, Recall: 0.4153 +2026-05-23 23:19:40,831 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:19:40,831 - INFO - Macro F1: 0.3906 +2026-05-23 23:19:40,831 - INFO - Weighted F1: 0.5446 +2026-05-23 23:19:40,831 - INFO - +2026-05-23 23:19:40,831 - INFO - Val Horizon 0.5s - Overall: accuracy=0.5801 +2026-05-23 23:19:40,831 - INFO - Horizon 0.5s - Overall F1: 0.5272, Precision: 0.5255, Recall: 0.5582 +2026-05-23 23:19:40,832 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:19:40,832 - INFO - Macro F1: 0.5272 +2026-05-23 23:19:40,832 - INFO - Weighted F1: 0.5748 +2026-05-23 23:19:40,832 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.5897 +2026-05-23 23:19:40,832 - INFO - Horizon 0.5s - Steady F1: 0.5419, Precision: 0.5322, Recall: 0.5814 +2026-05-23 23:19:40,832 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:19:40,832 - INFO - Macro F1: 0.5419 +2026-05-23 23:19:40,832 - INFO - Weighted F1: 0.5843 +2026-05-23 23:19:40,832 - INFO - Val Horizon 0.5s - Transition: accuracy=0.5356 +2026-05-23 23:19:40,832 - INFO - Horizon 0.5s - Transition F1: 0.4109, Precision: 0.4309, Recall: 0.4348 +2026-05-23 23:19:40,832 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:19:40,832 - INFO - Macro F1: 0.4109 +2026-05-23 23:19:40,832 - INFO - Weighted F1: 0.5437 +2026-05-23 23:19:40,832 - INFO - +2026-05-23 23:19:40,832 - INFO - Val Horizon 1.0s - Overall: accuracy=0.5289 +2026-05-23 23:19:40,832 - INFO - Horizon 1.0s - Overall F1: 0.4348, Precision: 0.4654, Recall: 0.4554 +2026-05-23 23:19:40,832 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:19:40,832 - INFO - Macro F1: 0.4348 +2026-05-23 23:19:40,832 - INFO - Weighted F1: 0.5108 +2026-05-23 23:19:40,832 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.5589 +2026-05-23 23:19:40,832 - INFO - Horizon 1.0s - Steady F1: 0.4532, Precision: 0.4898, Recall: 0.4732 +2026-05-23 23:19:40,832 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:19:40,832 - INFO - Macro F1: 0.4532 +2026-05-23 23:19:40,832 - INFO - Weighted F1: 0.5359 +2026-05-23 23:19:40,832 - INFO - Val Horizon 1.0s - Transition: accuracy=0.3871 +2026-05-23 23:19:40,832 - INFO - Horizon 1.0s - Transition F1: 0.2915, Precision: 0.3001, Recall: 0.3170 +2026-05-23 23:19:40,832 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:19:40,832 - INFO - Macro F1: 0.2915 +2026-05-23 23:19:40,832 - INFO - Weighted F1: 0.3812 +2026-05-23 23:19:41,044 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_1.pt +2026-05-23 23:19:41,047 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_1.csv +2026-05-23 23:19:41,047 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:19:41,048 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:19:41,048 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_1.csv +2026-05-23 23:19:41,048 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:19:41,049 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:19:41,049 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_1.csv +2026-05-23 23:19:41,049 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:19:41,050 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:19:41,050 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_1.csv +2026-05-23 23:19:41,050 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:19:41,051 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:19:41,051 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_1.csv +2026-05-23 23:19:41,051 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:19:41,052 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:19:41,052 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_1.csv +2026-05-23 23:19:41,052 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:19:41,052 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:19:41,053 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_1.csv +2026-05-23 23:19:41,053 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:19:41,053 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:19:41,054 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_1.csv +2026-05-23 23:19:41,054 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:19:41,054 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:19:41,054 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_1.csv +2026-05-23 23:19:41,055 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:19:41,055 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:19:41,055 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_1.csv +2026-05-23 23:19:41,056 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:19:41,056 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:19:41,056 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_1.csv +2026-05-23 23:19:41,056 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:19:41,057 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:19:41,057 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_1.csv +2026-05-23 23:19:41,057 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:19:41,057 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:19:41,058 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_1.csv +2026-05-23 23:19:41,058 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:19:41,058 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:19:41,059 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_1.csv +2026-05-23 23:19:41,059 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:19:41,059 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:19:41,060 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_1.csv +2026-05-23 23:19:41,060 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:19:41,060 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:19:41,060 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_1.csv +2026-05-23 23:19:41,061 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:19:41,061 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:19:41,061 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_1.csv +2026-05-23 23:19:41,062 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:19:41,062 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:19:41,062 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_1.csv +2026-05-23 23:19:41,062 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:19:41,063 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:19:41,269 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:19:41,331 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:19:41,331 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:19:41,332 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:19:41,333 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:19:41,333 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:19:41,334 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:19:41,335 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:19:41,335 - INFO - Epoch 2/50, Learning Rate: 0.000100 +2026-05-23 23:20:45,907 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:20:45,956 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:20:46,001 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:20:46,039 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:20:46,079 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:20:46,119 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:20:47,038 - INFO - Epoch 2/50: +2026-05-23 23:20:47,038 - INFO - Train: loss=2.9022, accuracy_overall=0.7069 +2026-05-23 23:20:47,038 - INFO - Horizon 0.0s: accuracy=0.7498 +2026-05-23 23:20:47,038 - INFO - Horizon 0.1s: accuracy=0.7451 +2026-05-23 23:20:47,038 - INFO - Horizon 0.2s: accuracy=0.7346 +2026-05-23 23:20:47,038 - INFO - Horizon 0.3s: accuracy=0.7203 +2026-05-23 23:20:47,038 - INFO - Horizon 0.5s: accuracy=0.6902 +2026-05-23 23:20:47,039 - INFO - Horizon 1.0s: accuracy=0.6014 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.0s - Overall: loss=1.2301, accuracy=0.7105 +2026-05-23 23:20:47,039 - INFO - Horizon 0.0s - Overall F1: 0.7411, Precision: 0.7372, Recall: 0.8047 +2026-05-23 23:20:47,039 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7411 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7191 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.7314 +2026-05-23 23:20:47,039 - INFO - Horizon 0.0s - Steady F1: 0.7801, Precision: 0.7674, Recall: 0.8489 +2026-05-23 23:20:47,039 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7801 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7398 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.0s - Transition: accuracy=0.6139 +2026-05-23 23:20:47,039 - INFO - Horizon 0.0s - Transition F1: 0.5048, Precision: 0.5331, Recall: 0.5692 +2026-05-23 23:20:47,039 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.5048 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.6231 +2026-05-23 23:20:47,039 - INFO - +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.1s - Overall: accuracy=0.7035 +2026-05-23 23:20:47,039 - INFO - Horizon 0.1s - Overall F1: 0.7332, Precision: 0.7322, Recall: 0.7962 +2026-05-23 23:20:47,039 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7332 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7131 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.7221 +2026-05-23 23:20:47,039 - INFO - Horizon 0.1s - Steady F1: 0.7677, Precision: 0.7609, Recall: 0.8355 +2026-05-23 23:20:47,039 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7677 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7318 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6192 +2026-05-23 23:20:47,039 - INFO - Horizon 0.1s - Transition F1: 0.5212, Precision: 0.5316, Recall: 0.5819 +2026-05-23 23:20:47,039 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.5212 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.6285 +2026-05-23 23:20:47,039 - INFO - +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.2s - Overall: accuracy=0.7037 +2026-05-23 23:20:47,039 - INFO - Horizon 0.2s - Overall F1: 0.7262, Precision: 0.7243, Recall: 0.7812 +2026-05-23 23:20:47,039 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7262 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7111 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.7273 +2026-05-23 23:20:47,039 - INFO - Horizon 0.2s - Steady F1: 0.7618, Precision: 0.7587, Recall: 0.8203 +2026-05-23 23:20:47,039 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7618 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7354 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.2s - Transition: accuracy=0.5940 +2026-05-23 23:20:47,039 - INFO - Horizon 0.2s - Transition F1: 0.5076, Precision: 0.5004, Recall: 0.5590 +2026-05-23 23:20:47,039 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.5076 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.6031 +2026-05-23 23:20:47,039 - INFO - +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.3s - Overall: accuracy=0.7037 +2026-05-23 23:20:47,039 - INFO - Horizon 0.3s - Overall F1: 0.7197, Precision: 0.7188, Recall: 0.7723 +2026-05-23 23:20:47,039 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:20:47,039 - INFO - Macro F1: 0.7197 +2026-05-23 23:20:47,039 - INFO - Weighted F1: 0.7113 +2026-05-23 23:20:47,039 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.7276 +2026-05-23 23:20:47,039 - INFO - Horizon 0.3s - Steady F1: 0.7545, Precision: 0.7579, Recall: 0.8068 +2026-05-23 23:20:47,039 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.7545 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.7362 +2026-05-23 23:20:47,040 - INFO - Val Horizon 0.3s - Transition: accuracy=0.5952 +2026-05-23 23:20:47,040 - INFO - Horizon 0.3s - Transition F1: 0.4826, Precision: 0.4683, Recall: 0.5359 +2026-05-23 23:20:47,040 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.4826 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.6037 +2026-05-23 23:20:47,040 - INFO - +2026-05-23 23:20:47,040 - INFO - Val Horizon 0.5s - Overall: accuracy=0.6875 +2026-05-23 23:20:47,040 - INFO - Horizon 0.5s - Overall F1: 0.6936, Precision: 0.7008, Recall: 0.7320 +2026-05-23 23:20:47,040 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.6936 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.6930 +2026-05-23 23:20:47,040 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.7172 +2026-05-23 23:20:47,040 - INFO - Horizon 0.5s - Steady F1: 0.7327, Precision: 0.7461, Recall: 0.7701 +2026-05-23 23:20:47,040 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.7327 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.7246 +2026-05-23 23:20:47,040 - INFO - Val Horizon 0.5s - Transition: accuracy=0.5496 +2026-05-23 23:20:47,040 - INFO - Horizon 0.5s - Transition F1: 0.4573, Precision: 0.4530, Recall: 0.4949 +2026-05-23 23:20:47,040 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.4573 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.5622 +2026-05-23 23:20:47,040 - INFO - +2026-05-23 23:20:47,040 - INFO - Val Horizon 1.0s - Overall: accuracy=0.6522 +2026-05-23 23:20:47,040 - INFO - Horizon 1.0s - Overall F1: 0.6367, Precision: 0.6511, Recall: 0.6464 +2026-05-23 23:20:47,040 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.6367 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.6509 +2026-05-23 23:20:47,040 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.6943 +2026-05-23 23:20:47,040 - INFO - Horizon 1.0s - Steady F1: 0.6766, Precision: 0.7017, Recall: 0.6810 +2026-05-23 23:20:47,040 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.6766 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.6925 +2026-05-23 23:20:47,040 - INFO - Val Horizon 1.0s - Transition: accuracy=0.4528 +2026-05-23 23:20:47,040 - INFO - Horizon 1.0s - Transition F1: 0.3904, Precision: 0.3870, Recall: 0.4119 +2026-05-23 23:20:47,040 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:20:47,040 - INFO - Macro F1: 0.3904 +2026-05-23 23:20:47,040 - INFO - Weighted F1: 0.4591 +2026-05-23 23:20:47,252 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_2.pt +2026-05-23 23:20:47,253 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_2.csv +2026-05-23 23:20:47,253 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:20:47,253 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:20:47,254 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_2.csv +2026-05-23 23:20:47,254 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:20:47,254 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:20:47,255 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_2.csv +2026-05-23 23:20:47,255 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:20:47,255 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:20:47,256 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_2.csv +2026-05-23 23:20:47,256 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:20:47,256 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:20:47,257 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_2.csv +2026-05-23 23:20:47,257 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:20:47,257 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:20:47,258 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_2.csv +2026-05-23 23:20:47,258 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:20:47,258 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:20:47,259 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_2.csv +2026-05-23 23:20:47,259 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:20:47,259 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:20:47,259 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_2.csv +2026-05-23 23:20:47,260 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:20:47,260 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:20:47,260 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_2.csv +2026-05-23 23:20:47,261 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:20:47,261 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:20:47,261 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_2.csv +2026-05-23 23:20:47,262 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:20:47,262 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:20:47,262 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_2.csv +2026-05-23 23:20:47,263 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:20:47,263 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:20:47,263 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_2.csv +2026-05-23 23:20:47,263 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:20:47,264 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:20:47,264 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_2.csv +2026-05-23 23:20:47,264 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:20:47,265 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:20:47,265 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_2.csv +2026-05-23 23:20:47,265 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:20:47,266 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:20:47,266 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_2.csv +2026-05-23 23:20:47,266 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:20:47,267 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:20:47,267 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_2.csv +2026-05-23 23:20:47,267 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:20:47,268 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:20:47,268 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_2.csv +2026-05-23 23:20:47,268 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:20:47,268 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:20:47,269 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_2.csv +2026-05-23 23:20:47,269 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:20:47,269 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:20:47,292 - INFO - Removed old checkpoint: checkpoint_epoch_1.pt +2026-05-23 23:20:47,605 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:20:47,610 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:20:47,670 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:20:47,671 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:20:47,672 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:20:47,672 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:20:47,673 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:20:47,674 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:20:47,674 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:20:47,675 - INFO - Epoch 3/50, Learning Rate: 0.000100 +2026-05-23 23:21:52,731 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:21:52,780 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:21:52,822 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:21:52,862 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:21:52,904 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:21:52,949 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:21:53,881 - INFO - Epoch 3/50: +2026-05-23 23:21:53,882 - INFO - Train: loss=2.5225, accuracy_overall=0.8153 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s: accuracy=0.8585 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s: accuracy=0.8544 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s: accuracy=0.8438 +2026-05-23 23:21:53,882 - INFO - Horizon 0.3s: accuracy=0.8297 +2026-05-23 23:21:53,882 - INFO - Horizon 0.5s: accuracy=0.7935 +2026-05-23 23:21:53,882 - INFO - Horizon 1.0s: accuracy=0.7121 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.0s - Overall: loss=1.0309, accuracy=0.8116 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s - Overall F1: 0.8372, Precision: 0.8448, Recall: 0.8442 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.8372 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.8139 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.8450 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s - Steady F1: 0.8826, Precision: 0.8818, Recall: 0.8953 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.8826 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.8471 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.0s - Transition: accuracy=0.6573 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s - Transition F1: 0.5287, Precision: 0.5886, Recall: 0.5370 +2026-05-23 23:21:53,882 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.5287 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.6563 +2026-05-23 23:21:53,882 - INFO - +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8111 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s - Overall F1: 0.8357, Precision: 0.8433, Recall: 0.8400 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.8357 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.8129 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.8464 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s - Steady F1: 0.8804, Precision: 0.8809, Recall: 0.8898 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.8804 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.8481 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6507 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s - Transition F1: 0.5444, Precision: 0.5881, Recall: 0.5500 +2026-05-23 23:21:53,882 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.5444 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.6486 +2026-05-23 23:21:53,882 - INFO - +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.2s - Overall: accuracy=0.7984 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s - Overall F1: 0.8236, Precision: 0.8348, Recall: 0.8268 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.8236 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.8005 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8308 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s - Steady F1: 0.8625, Precision: 0.8658, Recall: 0.8721 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:21:53,882 - INFO - Macro F1: 0.8625 +2026-05-23 23:21:53,882 - INFO - Weighted F1: 0.8328 +2026-05-23 23:21:53,882 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6474 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s - Transition F1: 0.5671, Precision: 0.6016, Recall: 0.5695 +2026-05-23 23:21:53,882 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.5671 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.6528 +2026-05-23 23:21:53,883 - INFO - +2026-05-23 23:21:53,883 - INFO - Val Horizon 0.3s - Overall: accuracy=0.7864 +2026-05-23 23:21:53,883 - INFO - Horizon 0.3s - Overall F1: 0.8082, Precision: 0.8211, Recall: 0.8115 +2026-05-23 23:21:53,883 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.8082 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.7886 +2026-05-23 23:21:53,883 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8188 +2026-05-23 23:21:53,883 - INFO - Horizon 0.3s - Steady F1: 0.8472, Precision: 0.8548, Recall: 0.8551 +2026-05-23 23:21:53,883 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.8472 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.8213 +2026-05-23 23:21:53,883 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6387 +2026-05-23 23:21:53,883 - INFO - Horizon 0.3s - Transition F1: 0.5540, Precision: 0.5746, Recall: 0.5634 +2026-05-23 23:21:53,883 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.5540 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.6409 +2026-05-23 23:21:53,883 - INFO - +2026-05-23 23:21:53,883 - INFO - Val Horizon 0.5s - Overall: accuracy=0.7608 +2026-05-23 23:21:53,883 - INFO - Horizon 0.5s - Overall F1: 0.7787, Precision: 0.7969, Recall: 0.7780 +2026-05-23 23:21:53,883 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.7787 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.7631 +2026-05-23 23:21:53,883 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.7922 +2026-05-23 23:21:53,883 - INFO - Horizon 0.5s - Steady F1: 0.8145, Precision: 0.8327, Recall: 0.8153 +2026-05-23 23:21:53,883 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.8145 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.7948 +2026-05-23 23:21:53,883 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6150 +2026-05-23 23:21:53,883 - INFO - Horizon 0.5s - Transition F1: 0.5264, Precision: 0.5347, Recall: 0.5367 +2026-05-23 23:21:53,883 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.5264 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.6165 +2026-05-23 23:21:53,883 - INFO - +2026-05-23 23:21:53,883 - INFO - Val Horizon 1.0s - Overall: accuracy=0.6983 +2026-05-23 23:21:53,883 - INFO - Horizon 1.0s - Overall F1: 0.6995, Precision: 0.7228, Recall: 0.6952 +2026-05-23 23:21:53,883 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.6995 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.6978 +2026-05-23 23:21:53,883 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.7373 +2026-05-23 23:21:53,883 - INFO - Horizon 1.0s - Steady F1: 0.7358, Precision: 0.7701, Recall: 0.7257 +2026-05-23 23:21:53,883 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.7358 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.7372 +2026-05-23 23:21:53,883 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5140 +2026-05-23 23:21:53,883 - INFO - Horizon 1.0s - Transition F1: 0.4565, Precision: 0.4513, Recall: 0.4760 +2026-05-23 23:21:53,883 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:21:53,883 - INFO - Macro F1: 0.4565 +2026-05-23 23:21:53,883 - INFO - Weighted F1: 0.5148 +2026-05-23 23:21:54,098 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_3.pt +2026-05-23 23:21:54,099 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_3.csv +2026-05-23 23:21:54,099 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:21:54,100 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:21:54,100 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_3.csv +2026-05-23 23:21:54,100 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:21:54,101 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:21:54,101 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_3.csv +2026-05-23 23:21:54,101 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:21:54,102 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:21:54,102 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_3.csv +2026-05-23 23:21:54,102 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:21:54,103 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:21:54,103 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_3.csv +2026-05-23 23:21:54,103 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:21:54,104 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:21:54,104 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_3.csv +2026-05-23 23:21:54,104 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:21:54,105 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:21:54,105 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_3.csv +2026-05-23 23:21:54,105 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:21:54,106 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:21:54,106 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_3.csv +2026-05-23 23:21:54,106 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:21:54,107 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:21:54,107 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_3.csv +2026-05-23 23:21:54,107 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:21:54,107 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:21:54,108 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_3.csv +2026-05-23 23:21:54,108 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:21:54,108 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:21:54,109 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_3.csv +2026-05-23 23:21:54,109 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:21:54,109 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:21:54,110 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_3.csv +2026-05-23 23:21:54,110 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:21:54,110 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:21:54,111 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_3.csv +2026-05-23 23:21:54,111 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:21:54,111 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:21:54,112 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_3.csv +2026-05-23 23:21:54,112 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:21:54,112 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:21:54,113 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_3.csv +2026-05-23 23:21:54,113 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:21:54,113 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:21:54,114 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_3.csv +2026-05-23 23:21:54,114 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:21:54,114 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:21:54,114 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_3.csv +2026-05-23 23:21:54,115 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:21:54,115 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:21:54,115 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_3.csv +2026-05-23 23:21:54,116 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:21:54,116 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:21:54,139 - INFO - Removed old checkpoint: checkpoint_epoch_2.pt +2026-05-23 23:21:54,423 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:21:54,428 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:21:54,489 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:21:54,490 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:21:54,491 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:21:54,491 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:21:54,492 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:21:54,493 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:21:54,493 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:21:54,494 - INFO - Epoch 4/50, Learning Rate: 0.000100 +2026-05-23 23:22:59,304 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:22:59,354 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:22:59,396 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:22:59,434 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:22:59,475 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:22:59,515 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:23:00,623 - INFO - Epoch 4/50: +2026-05-23 23:23:00,624 - INFO - Train: loss=2.3760, accuracy_overall=0.8471 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s: accuracy=0.8872 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s: accuracy=0.8825 +2026-05-23 23:23:00,624 - INFO - Horizon 0.2s: accuracy=0.8745 +2026-05-23 23:23:00,624 - INFO - Horizon 0.3s: accuracy=0.8612 +2026-05-23 23:23:00,624 - INFO - Horizon 0.5s: accuracy=0.8269 +2026-05-23 23:23:00,624 - INFO - Horizon 1.0s: accuracy=0.7505 +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.0s - Overall: loss=1.0424, accuracy=0.8102 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s - Overall F1: 0.8451, Precision: 0.8294, Recall: 0.8746 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:23:00,624 - INFO - Macro F1: 0.8451 +2026-05-23 23:23:00,624 - INFO - Weighted F1: 0.8101 +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.8420 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s - Steady F1: 0.8886, Precision: 0.8664, Recall: 0.9242 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:23:00,624 - INFO - Macro F1: 0.8886 +2026-05-23 23:23:00,624 - INFO - Weighted F1: 0.8416 +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.0s - Transition: accuracy=0.6637 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s - Transition F1: 0.6281, Precision: 0.6326, Recall: 0.6677 +2026-05-23 23:23:00,624 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:23:00,624 - INFO - Macro F1: 0.6281 +2026-05-23 23:23:00,624 - INFO - Weighted F1: 0.6720 +2026-05-23 23:23:00,624 - INFO - +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8040 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s - Overall F1: 0.8381, Precision: 0.8220, Recall: 0.8683 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:23:00,624 - INFO - Macro F1: 0.8381 +2026-05-23 23:23:00,624 - INFO - Weighted F1: 0.8032 +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.8359 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s - Steady F1: 0.8800, Precision: 0.8580, Recall: 0.9150 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:23:00,624 - INFO - Macro F1: 0.8800 +2026-05-23 23:23:00,624 - INFO - Weighted F1: 0.8353 +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.1s - Transition: accuracy=0.6589 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s - Transition F1: 0.6295, Precision: 0.6256, Recall: 0.6739 +2026-05-23 23:23:00,624 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:23:00,624 - INFO - Macro F1: 0.6295 +2026-05-23 23:23:00,624 - INFO - Weighted F1: 0.6667 +2026-05-23 23:23:00,624 - INFO - +2026-05-23 23:23:00,624 - INFO - Val Horizon 0.2s - Overall: accuracy=0.7927 +2026-05-23 23:23:00,625 - INFO - Horizon 0.2s - Overall F1: 0.8268, Precision: 0.8115, Recall: 0.8576 +2026-05-23 23:23:00,625 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.8268 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.7918 +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8246 +2026-05-23 23:23:00,625 - INFO - Horizon 0.2s - Steady F1: 0.8671, Precision: 0.8455, Recall: 0.9033 +2026-05-23 23:23:00,625 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.8671 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.8237 +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6441 +2026-05-23 23:23:00,625 - INFO - Horizon 0.2s - Transition F1: 0.6253, Precision: 0.6170, Recall: 0.6724 +2026-05-23 23:23:00,625 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.6253 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.6544 +2026-05-23 23:23:00,625 - INFO - +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.3s - Overall: accuracy=0.7818 +2026-05-23 23:23:00,625 - INFO - Horizon 0.3s - Overall F1: 0.8154, Precision: 0.7964, Recall: 0.8495 +2026-05-23 23:23:00,625 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.8154 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.7804 +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8138 +2026-05-23 23:23:00,625 - INFO - Horizon 0.3s - Steady F1: 0.8566, Precision: 0.8352, Recall: 0.8933 +2026-05-23 23:23:00,625 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.8566 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.8125 +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6362 +2026-05-23 23:23:00,625 - INFO - Horizon 0.3s - Transition F1: 0.5822, Precision: 0.5664, Recall: 0.6325 +2026-05-23 23:23:00,625 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.5822 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.6458 +2026-05-23 23:23:00,625 - INFO - +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.5s - Overall: accuracy=0.7628 +2026-05-23 23:23:00,625 - INFO - Horizon 0.5s - Overall F1: 0.7924, Precision: 0.7729, Recall: 0.8277 +2026-05-23 23:23:00,625 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.7924 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.7615 +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.7962 +2026-05-23 23:23:00,625 - INFO - Horizon 0.5s - Steady F1: 0.8327, Precision: 0.8160, Recall: 0.8671 +2026-05-23 23:23:00,625 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.8327 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.7950 +2026-05-23 23:23:00,625 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6079 +2026-05-23 23:23:00,625 - INFO - Horizon 0.5s - Transition F1: 0.5266, Precision: 0.5138, Recall: 0.5795 +2026-05-23 23:23:00,625 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.5266 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.6135 +2026-05-23 23:23:00,625 - INFO - +2026-05-23 23:23:00,625 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7068 +2026-05-23 23:23:00,625 - INFO - Horizon 1.0s - Overall F1: 0.7189, Precision: 0.7135, Recall: 0.7440 +2026-05-23 23:23:00,625 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.7189 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.7041 +2026-05-23 23:23:00,625 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.7456 +2026-05-23 23:23:00,625 - INFO - Horizon 1.0s - Steady F1: 0.7589, Precision: 0.7607, Recall: 0.7785 +2026-05-23 23:23:00,625 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.7589 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.7439 +2026-05-23 23:23:00,625 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5237 +2026-05-23 23:23:00,625 - INFO - Horizon 1.0s - Transition F1: 0.4780, Precision: 0.4559, Recall: 0.5422 +2026-05-23 23:23:00,625 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:23:00,625 - INFO - Macro F1: 0.4780 +2026-05-23 23:23:00,625 - INFO - Weighted F1: 0.5299 +2026-05-23 23:23:00,837 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_4.pt +2026-05-23 23:23:00,838 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_4.csv +2026-05-23 23:23:00,839 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_4.csv +2026-05-23 23:23:00,839 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_4.csv +2026-05-23 23:23:00,839 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_4.csv +2026-05-23 23:23:00,840 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_4.csv +2026-05-23 23:23:00,840 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_4.csv +2026-05-23 23:23:00,840 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_4.csv +2026-05-23 23:23:00,841 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_4.csv +2026-05-23 23:23:00,841 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_4.csv +2026-05-23 23:23:00,842 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_4.csv +2026-05-23 23:23:00,842 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_4.csv +2026-05-23 23:23:00,842 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_4.csv +2026-05-23 23:23:00,843 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_4.csv +2026-05-23 23:23:00,843 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_4.csv +2026-05-23 23:23:00,843 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_4.csv +2026-05-23 23:23:00,844 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_4.csv +2026-05-23 23:23:00,844 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_4.csv +2026-05-23 23:23:00,844 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_4.csv +2026-05-23 23:23:00,869 - INFO - Removed old checkpoint: checkpoint_epoch_3.pt +2026-05-23 23:23:00,869 - INFO - Epoch 5/50, Learning Rate: 0.000100 +2026-05-23 23:24:05,691 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:24:05,741 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:24:05,784 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:24:05,824 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:24:05,864 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:24:05,910 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:24:06,829 - INFO - Epoch 5/50: +2026-05-23 23:24:06,830 - INFO - Train: loss=2.2795, accuracy_overall=0.8758 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s: accuracy=0.9082 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s: accuracy=0.9089 +2026-05-23 23:24:06,830 - INFO - Horizon 0.2s: accuracy=0.9031 +2026-05-23 23:24:06,830 - INFO - Horizon 0.3s: accuracy=0.8893 +2026-05-23 23:24:06,830 - INFO - Horizon 0.5s: accuracy=0.8649 +2026-05-23 23:24:06,830 - INFO - Horizon 1.0s: accuracy=0.7806 +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.0s - Overall: loss=0.9313, accuracy=0.8830 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s - Overall F1: 0.8866, Precision: 0.8801, Recall: 0.8955 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.8866 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.8831 +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9206 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s - Steady F1: 0.9286, Precision: 0.9166, Recall: 0.9426 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.9286 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.9209 +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7090 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s - Transition F1: 0.6469, Precision: 0.6623, Recall: 0.6464 +2026-05-23 23:24:06,830 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.6469 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.7100 +2026-05-23 23:24:06,830 - INFO - +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8751 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s - Overall F1: 0.8807, Precision: 0.8706, Recall: 0.8937 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.8807 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.8753 +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9110 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s - Steady F1: 0.9196, Precision: 0.9052, Recall: 0.9365 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.9196 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.9114 +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7119 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s - Transition F1: 0.6535, Precision: 0.6576, Recall: 0.6637 +2026-05-23 23:24:06,830 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.6535 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.7134 +2026-05-23 23:24:06,830 - INFO - +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8581 +2026-05-23 23:24:06,830 - INFO - Horizon 0.2s - Overall F1: 0.8642, Precision: 0.8504, Recall: 0.8831 +2026-05-23 23:24:06,830 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:24:06,830 - INFO - Macro F1: 0.8642 +2026-05-23 23:24:06,830 - INFO - Weighted F1: 0.8585 +2026-05-23 23:24:06,830 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.8976 +2026-05-23 23:24:06,830 - INFO - Horizon 0.2s - Steady F1: 0.9059, Precision: 0.8884, Recall: 0.9281 +2026-05-23 23:24:06,831 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.9059 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.8983 +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6737 +2026-05-23 23:24:06,831 - INFO - Horizon 0.2s - Transition F1: 0.6330, Precision: 0.6239, Recall: 0.6533 +2026-05-23 23:24:06,831 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.6330 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.6768 +2026-05-23 23:24:06,831 - INFO - +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8464 +2026-05-23 23:24:06,831 - INFO - Horizon 0.3s - Overall F1: 0.8519, Precision: 0.8353, Recall: 0.8748 +2026-05-23 23:24:06,831 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.8519 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.8471 +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.8843 +2026-05-23 23:24:06,831 - INFO - Horizon 0.3s - Steady F1: 0.8923, Precision: 0.8763, Recall: 0.9146 +2026-05-23 23:24:06,831 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.8923 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.8853 +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6740 +2026-05-23 23:24:06,831 - INFO - Horizon 0.3s - Transition F1: 0.6224, Precision: 0.6021, Recall: 0.6542 +2026-05-23 23:24:06,831 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.6224 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.6740 +2026-05-23 23:24:06,831 - INFO - +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8243 +2026-05-23 23:24:06,831 - INFO - Horizon 0.5s - Overall F1: 0.8268, Precision: 0.8110, Recall: 0.8492 +2026-05-23 23:24:06,831 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.8268 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.8249 +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8623 +2026-05-23 23:24:06,831 - INFO - Horizon 0.5s - Steady F1: 0.8650, Precision: 0.8524, Recall: 0.8854 +2026-05-23 23:24:06,831 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.8650 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.8632 +2026-05-23 23:24:06,831 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6483 +2026-05-23 23:24:06,831 - INFO - Horizon 0.5s - Transition F1: 0.5732, Precision: 0.5558, Recall: 0.6060 +2026-05-23 23:24:06,831 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.5732 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.6480 +2026-05-23 23:24:06,831 - INFO - +2026-05-23 23:24:06,831 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7545 +2026-05-23 23:24:06,831 - INFO - Horizon 1.0s - Overall F1: 0.7471, Precision: 0.7342, Recall: 0.7674 +2026-05-23 23:24:06,831 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:24:06,831 - INFO - Macro F1: 0.7471 +2026-05-23 23:24:06,831 - INFO - Weighted F1: 0.7536 +2026-05-23 23:24:06,831 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8045 +2026-05-23 23:24:06,831 - INFO - Horizon 1.0s - Steady F1: 0.7922, Precision: 0.7861, Recall: 0.8065 +2026-05-23 23:24:06,832 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:24:06,832 - INFO - Macro F1: 0.7922 +2026-05-23 23:24:06,832 - INFO - Weighted F1: 0.8042 +2026-05-23 23:24:06,832 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5185 +2026-05-23 23:24:06,832 - INFO - Horizon 1.0s - Transition F1: 0.4631, Precision: 0.4502, Recall: 0.4993 +2026-05-23 23:24:06,832 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:24:06,832 - INFO - Macro F1: 0.4631 +2026-05-23 23:24:06,832 - INFO - Weighted F1: 0.5225 +2026-05-23 23:24:07,044 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_5.pt +2026-05-23 23:24:07,045 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_5.csv +2026-05-23 23:24:07,045 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:24:07,045 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:24:07,046 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_5.csv +2026-05-23 23:24:07,046 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:24:07,046 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:24:07,046 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_5.csv +2026-05-23 23:24:07,047 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:24:07,047 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:24:07,047 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_5.csv +2026-05-23 23:24:07,048 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:24:07,048 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:24:07,048 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_5.csv +2026-05-23 23:24:07,080 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:24:07,081 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:24:07,081 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_5.csv +2026-05-23 23:24:07,082 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:24:07,082 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:24:07,082 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_5.csv +2026-05-23 23:24:07,082 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:24:07,083 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:24:07,083 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_5.csv +2026-05-23 23:24:07,083 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:24:07,084 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:24:07,084 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_5.csv +2026-05-23 23:24:07,084 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:24:07,085 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:24:07,085 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_5.csv +2026-05-23 23:24:07,085 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:24:07,086 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:24:07,086 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_5.csv +2026-05-23 23:24:07,086 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:24:07,086 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:24:07,087 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_5.csv +2026-05-23 23:24:07,087 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:24:07,087 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:24:07,088 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_5.csv +2026-05-23 23:24:07,088 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:24:07,088 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:24:07,089 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_5.csv +2026-05-23 23:24:07,089 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:24:07,089 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:24:07,089 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_5.csv +2026-05-23 23:24:07,090 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:24:07,090 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:24:07,090 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_5.csv +2026-05-23 23:24:07,091 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:24:07,091 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:24:07,091 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_5.csv +2026-05-23 23:24:07,091 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:24:07,092 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:24:07,092 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_5.csv +2026-05-23 23:24:07,092 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:24:07,093 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:24:07,115 - INFO - Removed old checkpoint: checkpoint_epoch_4.pt +2026-05-23 23:24:07,401 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:24:07,407 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:24:07,467 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:24:07,468 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:24:07,469 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:24:07,469 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:24:07,470 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:24:07,471 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:24:07,471 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:24:07,472 - INFO - Epoch 6/50, Learning Rate: 0.000090 +2026-05-23 23:25:12,616 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:25:12,660 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:25:12,708 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:25:12,748 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:25:12,790 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:25:12,832 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:25:13,760 - INFO - Epoch 6/50: +2026-05-23 23:25:13,760 - INFO - Train: loss=2.2150, accuracy_overall=0.8909 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s: accuracy=0.9226 +2026-05-23 23:25:13,760 - INFO - Horizon 0.1s: accuracy=0.9233 +2026-05-23 23:25:13,760 - INFO - Horizon 0.2s: accuracy=0.9165 +2026-05-23 23:25:13,760 - INFO - Horizon 0.3s: accuracy=0.9053 +2026-05-23 23:25:13,760 - INFO - Horizon 0.5s: accuracy=0.8807 +2026-05-23 23:25:13,760 - INFO - Horizon 1.0s: accuracy=0.7970 +2026-05-23 23:25:13,760 - INFO - Val Horizon 0.0s - Overall: loss=0.8744, accuracy=0.8880 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s - Overall F1: 0.8966, Precision: 0.9005, Recall: 0.8970 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:25:13,760 - INFO - Macro F1: 0.8966 +2026-05-23 23:25:13,760 - INFO - Weighted F1: 0.8880 +2026-05-23 23:25:13,760 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9235 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s - Steady F1: 0.9393, Precision: 0.9367, Recall: 0.9450 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:25:13,760 - INFO - Macro F1: 0.9393 +2026-05-23 23:25:13,760 - INFO - Weighted F1: 0.9238 +2026-05-23 23:25:13,760 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7237 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s - Transition F1: 0.6470, Precision: 0.6802, Recall: 0.6488 +2026-05-23 23:25:13,760 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:25:13,760 - INFO - Macro F1: 0.6470 +2026-05-23 23:25:13,760 - INFO - Weighted F1: 0.7269 +2026-05-23 23:25:13,760 - INFO - +2026-05-23 23:25:13,760 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8823 +2026-05-23 23:25:13,761 - INFO - Horizon 0.1s - Overall F1: 0.8938, Precision: 0.8956, Recall: 0.8953 +2026-05-23 23:25:13,761 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.8938 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.8824 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9204 +2026-05-23 23:25:13,761 - INFO - Horizon 0.1s - Steady F1: 0.9380, Precision: 0.9350, Recall: 0.9438 +2026-05-23 23:25:13,761 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.9380 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.9208 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7087 +2026-05-23 23:25:13,761 - INFO - Horizon 0.1s - Transition F1: 0.6286, Precision: 0.6575, Recall: 0.6327 +2026-05-23 23:25:13,761 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.6286 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.7108 +2026-05-23 23:25:13,761 - INFO - +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8747 +2026-05-23 23:25:13,761 - INFO - Horizon 0.2s - Overall F1: 0.8853, Precision: 0.8910, Recall: 0.8843 +2026-05-23 23:25:13,761 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.8853 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.8747 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9139 +2026-05-23 23:25:13,761 - INFO - Horizon 0.2s - Steady F1: 0.9296, Precision: 0.9283, Recall: 0.9345 +2026-05-23 23:25:13,761 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.9296 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.9142 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6918 +2026-05-23 23:25:13,761 - INFO - Horizon 0.2s - Transition F1: 0.6294, Precision: 0.6579, Recall: 0.6355 +2026-05-23 23:25:13,761 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.6294 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.6947 +2026-05-23 23:25:13,761 - INFO - +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8648 +2026-05-23 23:25:13,761 - INFO - Horizon 0.3s - Overall F1: 0.8743, Precision: 0.8787, Recall: 0.8752 +2026-05-23 23:25:13,761 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.8743 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.8648 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9026 +2026-05-23 23:25:13,761 - INFO - Horizon 0.3s - Steady F1: 0.9163, Precision: 0.9178, Recall: 0.9196 +2026-05-23 23:25:13,761 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.9163 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.9031 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6929 +2026-05-23 23:25:13,761 - INFO - Horizon 0.3s - Transition F1: 0.6289, Precision: 0.6388, Recall: 0.6440 +2026-05-23 23:25:13,761 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.6289 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.6956 +2026-05-23 23:25:13,761 - INFO - +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8441 +2026-05-23 23:25:13,761 - INFO - Horizon 0.5s - Overall F1: 0.8526, Precision: 0.8621, Recall: 0.8508 +2026-05-23 23:25:13,761 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.8526 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.8439 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8829 +2026-05-23 23:25:13,761 - INFO - Horizon 0.5s - Steady F1: 0.8921, Precision: 0.9023, Recall: 0.8895 +2026-05-23 23:25:13,761 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:25:13,761 - INFO - Macro F1: 0.8921 +2026-05-23 23:25:13,761 - INFO - Weighted F1: 0.8832 +2026-05-23 23:25:13,761 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6643 +2026-05-23 23:25:13,761 - INFO - Horizon 0.5s - Transition F1: 0.6009, Precision: 0.6010, Recall: 0.6261 +2026-05-23 23:25:13,762 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:25:13,762 - INFO - Macro F1: 0.6009 +2026-05-23 23:25:13,762 - INFO - Weighted F1: 0.6681 +2026-05-23 23:25:13,762 - INFO - +2026-05-23 23:25:13,762 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7781 +2026-05-23 23:25:13,762 - INFO - Horizon 1.0s - Overall F1: 0.7799, Precision: 0.7839, Recall: 0.7880 +2026-05-23 23:25:13,762 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:25:13,762 - INFO - Macro F1: 0.7799 +2026-05-23 23:25:13,762 - INFO - Weighted F1: 0.7765 +2026-05-23 23:25:13,762 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8220 +2026-05-23 23:25:13,762 - INFO - Horizon 1.0s - Steady F1: 0.8201, Precision: 0.8329, Recall: 0.8247 +2026-05-23 23:25:13,762 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:25:13,762 - INFO - Macro F1: 0.8201 +2026-05-23 23:25:13,762 - INFO - Weighted F1: 0.8217 +2026-05-23 23:25:13,762 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5706 +2026-05-23 23:25:13,762 - INFO - Horizon 1.0s - Transition F1: 0.5224, Precision: 0.5024, Recall: 0.5615 +2026-05-23 23:25:13,762 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:25:13,762 - INFO - Macro F1: 0.5224 +2026-05-23 23:25:13,762 - INFO - Weighted F1: 0.5714 +2026-05-23 23:25:13,979 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_6.pt +2026-05-23 23:25:13,980 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_6.csv +2026-05-23 23:25:13,980 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:25:13,980 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:25:13,981 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_6.csv +2026-05-23 23:25:13,981 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:25:13,981 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:25:13,982 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_6.csv +2026-05-23 23:25:13,982 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:25:13,982 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:25:13,983 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_6.csv +2026-05-23 23:25:13,983 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:25:13,983 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:25:13,983 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_6.csv +2026-05-23 23:25:13,984 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:25:13,984 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:25:13,984 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_6.csv +2026-05-23 23:25:13,985 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:25:13,985 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:25:13,985 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_6.csv +2026-05-23 23:25:13,986 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:25:13,986 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:25:13,986 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_6.csv +2026-05-23 23:25:13,987 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:25:13,987 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:25:13,987 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_6.csv +2026-05-23 23:25:13,987 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:25:13,988 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:25:13,988 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_6.csv +2026-05-23 23:25:13,988 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:25:13,989 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:25:13,989 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_6.csv +2026-05-23 23:25:13,989 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:25:13,990 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:25:13,990 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_6.csv +2026-05-23 23:25:13,990 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:25:13,990 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:25:13,991 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_6.csv +2026-05-23 23:25:13,991 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:25:13,991 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:25:13,992 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_6.csv +2026-05-23 23:25:13,992 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:25:13,992 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:25:13,993 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_6.csv +2026-05-23 23:25:13,993 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:25:13,993 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:25:13,994 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_6.csv +2026-05-23 23:25:13,994 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:25:13,994 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:25:13,995 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_6.csv +2026-05-23 23:25:13,995 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:25:13,995 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:25:13,996 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_6.csv +2026-05-23 23:25:13,996 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:25:13,996 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:25:14,022 - INFO - Removed old checkpoint: checkpoint_epoch_5.pt +2026-05-23 23:25:14,325 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:25:14,330 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:25:14,390 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:25:14,391 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:25:14,392 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:25:14,392 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:25:14,393 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:25:14,394 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:25:14,394 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:25:14,395 - INFO - Epoch 7/50, Learning Rate: 0.000090 +2026-05-23 23:26:19,400 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:26:19,448 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:26:19,488 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:26:19,528 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:26:19,572 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:26:19,617 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:26:20,541 - INFO - Epoch 7/50: +2026-05-23 23:26:20,542 - INFO - Train: loss=2.1775, accuracy_overall=0.9025 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s: accuracy=0.9225 +2026-05-23 23:26:20,542 - INFO - Horizon 0.1s: accuracy=0.9299 +2026-05-23 23:26:20,542 - INFO - Horizon 0.2s: accuracy=0.9246 +2026-05-23 23:26:20,542 - INFO - Horizon 0.3s: accuracy=0.9175 +2026-05-23 23:26:20,542 - INFO - Horizon 0.5s: accuracy=0.8965 +2026-05-23 23:26:20,542 - INFO - Horizon 1.0s: accuracy=0.8242 +2026-05-23 23:26:20,542 - INFO - Val Horizon 0.0s - Overall: loss=0.8485, accuracy=0.8982 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s - Overall F1: 0.9098, Precision: 0.9116, Recall: 0.9095 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:26:20,542 - INFO - Macro F1: 0.9098 +2026-05-23 23:26:20,542 - INFO - Weighted F1: 0.8983 +2026-05-23 23:26:20,542 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9341 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s - Steady F1: 0.9507, Precision: 0.9503, Recall: 0.9523 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:26:20,542 - INFO - Macro F1: 0.9507 +2026-05-23 23:26:20,542 - INFO - Weighted F1: 0.9343 +2026-05-23 23:26:20,542 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7326 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s - Transition F1: 0.6721, Precision: 0.6919, Recall: 0.6701 +2026-05-23 23:26:20,542 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:26:20,542 - INFO - Macro F1: 0.6721 +2026-05-23 23:26:20,542 - INFO - Weighted F1: 0.7349 +2026-05-23 23:26:20,542 - INFO - +2026-05-23 23:26:20,542 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8934 +2026-05-23 23:26:20,542 - INFO - Horizon 0.1s - Overall F1: 0.9055, Precision: 0.9076, Recall: 0.9046 +2026-05-23 23:26:20,542 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.9055 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.8936 +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9297 +2026-05-23 23:26:20,543 - INFO - Horizon 0.1s - Steady F1: 0.9455, Precision: 0.9431, Recall: 0.9490 +2026-05-23 23:26:20,543 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.9455 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.9299 +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7282 +2026-05-23 23:26:20,543 - INFO - Horizon 0.1s - Transition F1: 0.6722, Precision: 0.6946, Recall: 0.6665 +2026-05-23 23:26:20,543 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.6722 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.7313 +2026-05-23 23:26:20,543 - INFO - +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8838 +2026-05-23 23:26:20,543 - INFO - Horizon 0.2s - Overall F1: 0.8966, Precision: 0.8992, Recall: 0.8956 +2026-05-23 23:26:20,543 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.8966 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.8837 +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9231 +2026-05-23 23:26:20,543 - INFO - Horizon 0.2s - Steady F1: 0.9393, Precision: 0.9364, Recall: 0.9437 +2026-05-23 23:26:20,543 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.9393 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.9234 +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7001 +2026-05-23 23:26:20,543 - INFO - Horizon 0.2s - Transition F1: 0.6546, Precision: 0.6721, Recall: 0.6538 +2026-05-23 23:26:20,543 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.6546 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.7044 +2026-05-23 23:26:20,543 - INFO - +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8756 +2026-05-23 23:26:20,543 - INFO - Horizon 0.3s - Overall F1: 0.8868, Precision: 0.8880, Recall: 0.8870 +2026-05-23 23:26:20,543 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.8868 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.8755 +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9150 +2026-05-23 23:26:20,543 - INFO - Horizon 0.3s - Steady F1: 0.9288, Precision: 0.9273, Recall: 0.9318 +2026-05-23 23:26:20,543 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.9288 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.9153 +2026-05-23 23:26:20,543 - INFO - Val Horizon 0.3s - Transition: accuracy=0.6961 +2026-05-23 23:26:20,543 - INFO - Horizon 0.3s - Transition F1: 0.6363, Precision: 0.6391, Recall: 0.6458 +2026-05-23 23:26:20,543 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:26:20,543 - INFO - Macro F1: 0.6363 +2026-05-23 23:26:20,543 - INFO - Weighted F1: 0.6980 +2026-05-23 23:26:20,544 - INFO - +2026-05-23 23:26:20,544 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8527 +2026-05-23 23:26:20,544 - INFO - Horizon 0.5s - Overall F1: 0.8604, Precision: 0.8631, Recall: 0.8598 +2026-05-23 23:26:20,544 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:26:20,544 - INFO - Macro F1: 0.8604 +2026-05-23 23:26:20,544 - INFO - Weighted F1: 0.8526 +2026-05-23 23:26:20,544 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8924 +2026-05-23 23:26:20,544 - INFO - Horizon 0.5s - Steady F1: 0.9013, Precision: 0.9052, Recall: 0.9005 +2026-05-23 23:26:20,544 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:26:20,544 - INFO - Macro F1: 0.9013 +2026-05-23 23:26:20,544 - INFO - Weighted F1: 0.8927 +2026-05-23 23:26:20,544 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6688 +2026-05-23 23:26:20,544 - INFO - Horizon 0.5s - Transition F1: 0.5967, Precision: 0.5924, Recall: 0.6189 +2026-05-23 23:26:20,544 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:26:20,544 - INFO - Macro F1: 0.5967 +2026-05-23 23:26:20,544 - INFO - Weighted F1: 0.6713 +2026-05-23 23:26:20,544 - INFO - +2026-05-23 23:26:20,544 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7889 +2026-05-23 23:26:20,544 - INFO - Horizon 1.0s - Overall F1: 0.7886, Precision: 0.7951, Recall: 0.7869 +2026-05-23 23:26:20,544 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:26:20,544 - INFO - Macro F1: 0.7886 +2026-05-23 23:26:20,544 - INFO - Weighted F1: 0.7871 +2026-05-23 23:26:20,544 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8346 +2026-05-23 23:26:20,544 - INFO - Horizon 1.0s - Steady F1: 0.8303, Precision: 0.8408, Recall: 0.8270 +2026-05-23 23:26:20,544 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:26:20,544 - INFO - Macro F1: 0.8303 +2026-05-23 23:26:20,544 - INFO - Weighted F1: 0.8340 +2026-05-23 23:26:20,544 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5725 +2026-05-23 23:26:20,544 - INFO - Horizon 1.0s - Transition F1: 0.5259, Precision: 0.5152, Recall: 0.5555 +2026-05-23 23:26:20,544 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:26:20,544 - INFO - Macro F1: 0.5259 +2026-05-23 23:26:20,544 - INFO - Weighted F1: 0.5784 +2026-05-23 23:26:20,761 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_7.pt +2026-05-23 23:26:20,762 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_7.csv +2026-05-23 23:26:20,762 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:26:20,762 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:26:20,763 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_7.csv +2026-05-23 23:26:20,763 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:26:20,763 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:26:20,764 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_7.csv +2026-05-23 23:26:20,764 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:26:20,764 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:26:20,765 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_7.csv +2026-05-23 23:26:20,765 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:26:20,765 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:26:20,766 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_7.csv +2026-05-23 23:26:20,766 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:26:20,766 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:26:20,767 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_7.csv +2026-05-23 23:26:20,767 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:26:20,767 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:26:20,767 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_7.csv +2026-05-23 23:26:20,768 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:26:20,768 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:26:20,768 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_7.csv +2026-05-23 23:26:20,769 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:26:20,769 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:26:20,769 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_7.csv +2026-05-23 23:26:20,770 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:26:20,770 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:26:20,770 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_7.csv +2026-05-23 23:26:20,771 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:26:20,771 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:26:20,771 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_7.csv +2026-05-23 23:26:20,772 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:26:20,772 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:26:20,772 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_7.csv +2026-05-23 23:26:20,773 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:26:20,773 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:26:20,773 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_7.csv +2026-05-23 23:26:20,773 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:26:20,774 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:26:20,774 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_7.csv +2026-05-23 23:26:20,774 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:26:20,775 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:26:20,775 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_7.csv +2026-05-23 23:26:20,775 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:26:20,776 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:26:20,776 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_7.csv +2026-05-23 23:26:20,776 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:26:20,777 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:26:20,777 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_7.csv +2026-05-23 23:26:20,777 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:26:20,778 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:26:20,778 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_7.csv +2026-05-23 23:26:20,778 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:26:20,779 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:26:20,802 - INFO - Removed old checkpoint: checkpoint_epoch_6.pt +2026-05-23 23:26:21,084 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:26:21,089 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:26:21,149 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:26:21,150 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:26:21,150 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:26:21,151 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:26:21,152 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:26:21,152 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:26:21,153 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:26:21,153 - INFO - Epoch 8/50, Learning Rate: 0.000090 +2026-05-23 23:27:25,886 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:27:25,937 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:27:25,981 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:27:26,021 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:27:26,063 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:27:26,107 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:27:27,016 - INFO - Epoch 8/50: +2026-05-23 23:27:27,016 - INFO - Train: loss=2.1439, accuracy_overall=0.9119 +2026-05-23 23:27:27,016 - INFO - Horizon 0.0s: accuracy=0.9381 +2026-05-23 23:27:27,016 - INFO - Horizon 0.1s: accuracy=0.9366 +2026-05-23 23:27:27,016 - INFO - Horizon 0.2s: accuracy=0.9337 +2026-05-23 23:27:27,016 - INFO - Horizon 0.3s: accuracy=0.9255 +2026-05-23 23:27:27,016 - INFO - Horizon 0.5s: accuracy=0.9020 +2026-05-23 23:27:27,016 - INFO - Horizon 1.0s: accuracy=0.8353 +2026-05-23 23:27:27,016 - INFO - Val Horizon 0.0s - Overall: loss=0.8471, accuracy=0.9005 +2026-05-23 23:27:27,016 - INFO - Horizon 0.0s - Overall F1: 0.9048, Precision: 0.8944, Recall: 0.9178 +2026-05-23 23:27:27,016 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.9048 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.9005 +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9378 +2026-05-23 23:27:27,017 - INFO - Horizon 0.0s - Steady F1: 0.9461, Precision: 0.9323, Recall: 0.9619 +2026-05-23 23:27:27,017 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.9461 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.9379 +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7281 +2026-05-23 23:27:27,017 - INFO - Horizon 0.0s - Transition F1: 0.6715, Precision: 0.6802, Recall: 0.6865 +2026-05-23 23:27:27,017 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.6715 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.7306 +2026-05-23 23:27:27,017 - INFO - +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8940 +2026-05-23 23:27:27,017 - INFO - Horizon 0.1s - Overall F1: 0.8995, Precision: 0.8851, Recall: 0.9167 +2026-05-23 23:27:27,017 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.8995 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.8940 +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9303 +2026-05-23 23:27:27,017 - INFO - Horizon 0.1s - Steady F1: 0.9380, Precision: 0.9204, Recall: 0.9583 +2026-05-23 23:27:27,017 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.9380 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.9304 +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7289 +2026-05-23 23:27:27,017 - INFO - Horizon 0.1s - Transition F1: 0.6875, Precision: 0.6823, Recall: 0.7053 +2026-05-23 23:27:27,017 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.6875 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.7315 +2026-05-23 23:27:27,017 - INFO - +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8843 +2026-05-23 23:27:27,017 - INFO - Horizon 0.2s - Overall F1: 0.8893, Precision: 0.8769, Recall: 0.9057 +2026-05-23 23:27:27,017 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.8893 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.8843 +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9227 +2026-05-23 23:27:27,017 - INFO - Horizon 0.2s - Steady F1: 0.9282, Precision: 0.9107, Recall: 0.9493 +2026-05-23 23:27:27,017 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.9282 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.9229 +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7053 +2026-05-23 23:27:27,017 - INFO - Horizon 0.2s - Transition F1: 0.6759, Precision: 0.6741, Recall: 0.6889 +2026-05-23 23:27:27,017 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.6759 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.7089 +2026-05-23 23:27:27,017 - INFO - +2026-05-23 23:27:27,017 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8751 +2026-05-23 23:27:27,017 - INFO - Horizon 0.3s - Overall F1: 0.8778, Precision: 0.8631, Recall: 0.8966 +2026-05-23 23:27:27,017 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:27:27,017 - INFO - Macro F1: 0.8778 +2026-05-23 23:27:27,017 - INFO - Weighted F1: 0.8751 +2026-05-23 23:27:27,018 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9121 +2026-05-23 23:27:27,018 - INFO - Horizon 0.3s - Steady F1: 0.9168, Precision: 0.9002, Recall: 0.9373 +2026-05-23 23:27:27,018 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:27:27,018 - INFO - Macro F1: 0.9168 +2026-05-23 23:27:27,018 - INFO - Weighted F1: 0.9123 +2026-05-23 23:27:27,018 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7068 +2026-05-23 23:27:27,018 - INFO - Horizon 0.3s - Transition F1: 0.6550, Precision: 0.6414, Recall: 0.6780 +2026-05-23 23:27:27,018 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:27:27,018 - INFO - Macro F1: 0.6550 +2026-05-23 23:27:27,018 - INFO - Weighted F1: 0.7099 +2026-05-23 23:27:27,018 - INFO - +2026-05-23 23:27:27,018 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8568 +2026-05-23 23:27:27,018 - INFO - Horizon 0.5s - Overall F1: 0.8563, Precision: 0.8465, Recall: 0.8718 +2026-05-23 23:27:27,018 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:27:27,018 - INFO - Macro F1: 0.8563 +2026-05-23 23:27:27,018 - INFO - Weighted F1: 0.8566 +2026-05-23 23:27:27,018 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8954 +2026-05-23 23:27:27,018 - INFO - Horizon 0.5s - Steady F1: 0.8963, Precision: 0.8847, Recall: 0.9138 +2026-05-23 23:27:27,018 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:27:27,018 - INFO - Macro F1: 0.8963 +2026-05-23 23:27:27,018 - INFO - Weighted F1: 0.8957 +2026-05-23 23:27:27,018 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6778 +2026-05-23 23:27:27,018 - INFO - Horizon 0.5s - Transition F1: 0.6133, Precision: 0.6039, Recall: 0.6322 +2026-05-23 23:27:27,018 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:27:27,018 - INFO - Macro F1: 0.6133 +2026-05-23 23:27:27,018 - INFO - Weighted F1: 0.6826 +2026-05-23 23:27:27,018 - INFO - +2026-05-23 23:27:27,018 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7944 +2026-05-23 23:27:27,018 - INFO - Horizon 1.0s - Overall F1: 0.7894, Precision: 0.7797, Recall: 0.8044 +2026-05-23 23:27:27,018 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:27:27,018 - INFO - Macro F1: 0.7894 +2026-05-23 23:27:27,018 - INFO - Weighted F1: 0.7938 +2026-05-23 23:27:27,019 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8399 +2026-05-23 23:27:27,019 - INFO - Horizon 1.0s - Steady F1: 0.8301, Precision: 0.8243, Recall: 0.8425 +2026-05-23 23:27:27,019 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:27:27,019 - INFO - Macro F1: 0.8301 +2026-05-23 23:27:27,019 - INFO - Weighted F1: 0.8399 +2026-05-23 23:27:27,019 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5797 +2026-05-23 23:27:27,019 - INFO - Horizon 1.0s - Transition F1: 0.5226, Precision: 0.5091, Recall: 0.5519 +2026-05-23 23:27:27,019 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:27:27,019 - INFO - Macro F1: 0.5226 +2026-05-23 23:27:27,019 - INFO - Weighted F1: 0.5865 +2026-05-23 23:27:27,238 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_8.pt +2026-05-23 23:27:27,239 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_8.csv +2026-05-23 23:27:27,240 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:27:27,240 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:27:27,240 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_8.csv +2026-05-23 23:27:27,241 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:27:27,241 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:27:27,241 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_8.csv +2026-05-23 23:27:27,242 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:27:27,242 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:27:27,242 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_8.csv +2026-05-23 23:27:27,243 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:27:27,243 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:27:27,243 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_8.csv +2026-05-23 23:27:27,271 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:27:27,272 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:27:27,273 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_8.csv +2026-05-23 23:27:27,273 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:27:27,273 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:27:27,274 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_8.csv +2026-05-23 23:27:27,274 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:27:27,275 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:27:27,275 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_8.csv +2026-05-23 23:27:27,275 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:27:27,276 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:27:27,276 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_8.csv +2026-05-23 23:27:27,276 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:27:27,277 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:27:27,277 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_8.csv +2026-05-23 23:27:27,277 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:27:27,278 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:27:27,278 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_8.csv +2026-05-23 23:27:27,278 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:27:27,278 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:27:27,279 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_8.csv +2026-05-23 23:27:27,279 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:27:27,279 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:27:27,280 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_8.csv +2026-05-23 23:27:27,280 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:27:27,280 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:27:27,281 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_8.csv +2026-05-23 23:27:27,281 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:27:27,281 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:27:27,282 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_8.csv +2026-05-23 23:27:27,282 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:27:27,282 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:27:27,283 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_8.csv +2026-05-23 23:27:27,283 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:27:27,284 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:27:27,284 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_8.csv +2026-05-23 23:27:27,284 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:27:27,285 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:27:27,285 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_8.csv +2026-05-23 23:27:27,285 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:27:27,286 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:27:27,316 - INFO - Removed old checkpoint: checkpoint_epoch_7.pt +2026-05-23 23:27:27,614 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:27:27,620 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:27:27,680 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:27:27,681 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:27:27,681 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:27:27,682 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:27:27,683 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:27:27,683 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:27:27,684 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:27:27,684 - INFO - Epoch 9/50, Learning Rate: 0.000090 +2026-05-23 23:28:32,078 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:28:32,130 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:28:32,174 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:28:32,212 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:28:32,254 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:28:32,300 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:28:33,233 - INFO - Epoch 9/50: +2026-05-23 23:28:33,233 - INFO - Train: loss=2.1536, accuracy_overall=0.9088 +2026-05-23 23:28:33,233 - INFO - Horizon 0.0s: accuracy=0.9323 +2026-05-23 23:28:33,233 - INFO - Horizon 0.1s: accuracy=0.9340 +2026-05-23 23:28:33,233 - INFO - Horizon 0.2s: accuracy=0.9320 +2026-05-23 23:28:33,233 - INFO - Horizon 0.3s: accuracy=0.9231 +2026-05-23 23:28:33,233 - INFO - Horizon 0.5s: accuracy=0.9035 +2026-05-23 23:28:33,233 - INFO - Horizon 1.0s: accuracy=0.8277 +2026-05-23 23:28:33,233 - INFO - Val Horizon 0.0s - Overall: loss=0.8342, accuracy=0.8983 +2026-05-23 23:28:33,233 - INFO - Horizon 0.0s - Overall F1: 0.9034, Precision: 0.8969, Recall: 0.9129 +2026-05-23 23:28:33,234 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.9034 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.8983 +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9343 +2026-05-23 23:28:33,234 - INFO - Horizon 0.0s - Steady F1: 0.9442, Precision: 0.9345, Recall: 0.9558 +2026-05-23 23:28:33,234 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.9442 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.9344 +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7320 +2026-05-23 23:28:33,234 - INFO - Horizon 0.0s - Transition F1: 0.6737, Precision: 0.6761, Recall: 0.6891 +2026-05-23 23:28:33,234 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.6737 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.7351 +2026-05-23 23:28:33,234 - INFO - +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8965 +2026-05-23 23:28:33,234 - INFO - Horizon 0.1s - Overall F1: 0.9020, Precision: 0.8967, Recall: 0.9101 +2026-05-23 23:28:33,234 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.9020 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.8964 +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9319 +2026-05-23 23:28:33,234 - INFO - Horizon 0.1s - Steady F1: 0.9411, Precision: 0.9334, Recall: 0.9503 +2026-05-23 23:28:33,234 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.9411 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.9320 +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7352 +2026-05-23 23:28:33,234 - INFO - Horizon 0.1s - Transition F1: 0.6826, Precision: 0.6891, Recall: 0.7040 +2026-05-23 23:28:33,234 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.6826 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.7373 +2026-05-23 23:28:33,234 - INFO - +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8851 +2026-05-23 23:28:33,234 - INFO - Horizon 0.2s - Overall F1: 0.8904, Precision: 0.8901, Recall: 0.8948 +2026-05-23 23:28:33,234 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.8904 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.8848 +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9274 +2026-05-23 23:28:33,234 - INFO - Horizon 0.2s - Steady F1: 0.9357, Precision: 0.9290, Recall: 0.9439 +2026-05-23 23:28:33,234 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.9357 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.9275 +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.2s - Transition: accuracy=0.6879 +2026-05-23 23:28:33,234 - INFO - Horizon 0.2s - Transition F1: 0.6548, Precision: 0.6672, Recall: 0.6670 +2026-05-23 23:28:33,234 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.6548 +2026-05-23 23:28:33,234 - INFO - Weighted F1: 0.6909 +2026-05-23 23:28:33,234 - INFO - +2026-05-23 23:28:33,234 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8800 +2026-05-23 23:28:33,234 - INFO - Horizon 0.3s - Overall F1: 0.8847, Precision: 0.8822, Recall: 0.8898 +2026-05-23 23:28:33,234 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:28:33,234 - INFO - Macro F1: 0.8847 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.8797 +2026-05-23 23:28:33,235 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9184 +2026-05-23 23:28:33,235 - INFO - Horizon 0.3s - Steady F1: 0.9251, Precision: 0.9205, Recall: 0.9311 +2026-05-23 23:28:33,235 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.9251 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.9184 +2026-05-23 23:28:33,235 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7055 +2026-05-23 23:28:33,235 - INFO - Horizon 0.3s - Transition F1: 0.6577, Precision: 0.6531, Recall: 0.6745 +2026-05-23 23:28:33,235 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.6577 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.7080 +2026-05-23 23:28:33,235 - INFO - +2026-05-23 23:28:33,235 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8608 +2026-05-23 23:28:33,235 - INFO - Horizon 0.5s - Overall F1: 0.8638, Precision: 0.8611, Recall: 0.8691 +2026-05-23 23:28:33,235 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.8638 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.8602 +2026-05-23 23:28:33,235 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9004 +2026-05-23 23:28:33,235 - INFO - Horizon 0.5s - Steady F1: 0.9035, Precision: 0.9038, Recall: 0.9059 +2026-05-23 23:28:33,235 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.9035 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.9002 +2026-05-23 23:28:33,235 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6771 +2026-05-23 23:28:33,235 - INFO - Horizon 0.5s - Transition F1: 0.6155, Precision: 0.6059, Recall: 0.6391 +2026-05-23 23:28:33,235 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.6155 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.6794 +2026-05-23 23:28:33,235 - INFO - +2026-05-23 23:28:33,235 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8000 +2026-05-23 23:28:33,235 - INFO - Horizon 1.0s - Overall F1: 0.7964, Precision: 0.8052, Recall: 0.7927 +2026-05-23 23:28:33,235 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.7964 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.7976 +2026-05-23 23:28:33,235 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8495 +2026-05-23 23:28:33,235 - INFO - Horizon 1.0s - Steady F1: 0.8379, Precision: 0.8503, Recall: 0.8306 +2026-05-23 23:28:33,235 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.8379 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.8480 +2026-05-23 23:28:33,235 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5660 +2026-05-23 23:28:33,235 - INFO - Horizon 1.0s - Transition F1: 0.5343, Precision: 0.5293, Recall: 0.5537 +2026-05-23 23:28:33,235 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:28:33,235 - INFO - Macro F1: 0.5343 +2026-05-23 23:28:33,235 - INFO - Weighted F1: 0.5694 +2026-05-23 23:28:33,440 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_9.pt +2026-05-23 23:28:33,441 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_9.csv +2026-05-23 23:28:33,441 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_9.csv +2026-05-23 23:28:33,442 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_9.csv +2026-05-23 23:28:33,442 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_9.csv +2026-05-23 23:28:33,442 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_9.csv +2026-05-23 23:28:33,443 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_9.csv +2026-05-23 23:28:33,443 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_9.csv +2026-05-23 23:28:33,444 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_9.csv +2026-05-23 23:28:33,444 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_9.csv +2026-05-23 23:28:33,444 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_9.csv +2026-05-23 23:28:33,445 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_9.csv +2026-05-23 23:28:33,445 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_9.csv +2026-05-23 23:28:33,445 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_9.csv +2026-05-23 23:28:33,446 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_9.csv +2026-05-23 23:28:33,446 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_9.csv +2026-05-23 23:28:33,446 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_9.csv +2026-05-23 23:28:33,447 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_9.csv +2026-05-23 23:28:33,447 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_9.csv +2026-05-23 23:28:33,471 - INFO - Removed old checkpoint: checkpoint_epoch_8.pt +2026-05-23 23:28:33,472 - INFO - Epoch 10/50, Learning Rate: 0.000090 +2026-05-23 23:29:37,873 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:29:37,924 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:29:37,964 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:29:38,002 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:29:38,043 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:29:38,090 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:29:38,988 - INFO - Epoch 10/50: +2026-05-23 23:29:38,988 - INFO - Train: loss=2.1381, accuracy_overall=0.9147 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s: accuracy=0.9374 +2026-05-23 23:29:38,988 - INFO - Horizon 0.1s: accuracy=0.9370 +2026-05-23 23:29:38,988 - INFO - Horizon 0.2s: accuracy=0.9320 +2026-05-23 23:29:38,988 - INFO - Horizon 0.3s: accuracy=0.9233 +2026-05-23 23:29:38,988 - INFO - Horizon 0.5s: accuracy=0.9110 +2026-05-23 23:29:38,988 - INFO - Horizon 1.0s: accuracy=0.8477 +2026-05-23 23:29:38,988 - INFO - Val Horizon 0.0s - Overall: loss=0.8551, accuracy=0.8978 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s - Overall F1: 0.9108, Precision: 0.9100, Recall: 0.9145 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:29:38,988 - INFO - Macro F1: 0.9108 +2026-05-23 23:29:38,988 - INFO - Weighted F1: 0.8983 +2026-05-23 23:29:38,988 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9334 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s - Steady F1: 0.9528, Precision: 0.9483, Recall: 0.9593 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:29:38,988 - INFO - Macro F1: 0.9528 +2026-05-23 23:29:38,988 - INFO - Weighted F1: 0.9340 +2026-05-23 23:29:38,988 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7339 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s - Transition F1: 0.6675, Precision: 0.6766, Recall: 0.6799 +2026-05-23 23:29:38,988 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:29:38,988 - INFO - Macro F1: 0.6675 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.7392 +2026-05-23 23:29:38,989 - INFO - +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.1s - Overall: accuracy=0.8924 +2026-05-23 23:29:38,989 - INFO - Horizon 0.1s - Overall F1: 0.9058, Precision: 0.9023, Recall: 0.9127 +2026-05-23 23:29:38,989 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.9058 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.8928 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9271 +2026-05-23 23:29:38,989 - INFO - Horizon 0.1s - Steady F1: 0.9465, Precision: 0.9407, Recall: 0.9545 +2026-05-23 23:29:38,989 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.9465 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.9277 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7346 +2026-05-23 23:29:38,989 - INFO - Horizon 0.1s - Transition F1: 0.6790, Precision: 0.6799, Recall: 0.7005 +2026-05-23 23:29:38,989 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.6790 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.7394 +2026-05-23 23:29:38,989 - INFO - +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8815 +2026-05-23 23:29:38,989 - INFO - Horizon 0.2s - Overall F1: 0.8950, Precision: 0.8965, Recall: 0.8987 +2026-05-23 23:29:38,989 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.8950 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.8817 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9200 +2026-05-23 23:29:38,989 - INFO - Horizon 0.2s - Steady F1: 0.9387, Precision: 0.9326, Recall: 0.9476 +2026-05-23 23:29:38,989 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.9387 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.9205 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7021 +2026-05-23 23:29:38,989 - INFO - Horizon 0.2s - Transition F1: 0.6710, Precision: 0.6870, Recall: 0.6824 +2026-05-23 23:29:38,989 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.6710 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.7075 +2026-05-23 23:29:38,989 - INFO - +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8730 +2026-05-23 23:29:38,989 - INFO - Horizon 0.3s - Overall F1: 0.8852, Precision: 0.8856, Recall: 0.8899 +2026-05-23 23:29:38,989 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.8852 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.8730 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9109 +2026-05-23 23:29:38,989 - INFO - Horizon 0.3s - Steady F1: 0.9275, Precision: 0.9213, Recall: 0.9370 +2026-05-23 23:29:38,989 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.9275 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.9114 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7005 +2026-05-23 23:29:38,989 - INFO - Horizon 0.3s - Transition F1: 0.6598, Precision: 0.6704, Recall: 0.6740 +2026-05-23 23:29:38,989 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.6598 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.7048 +2026-05-23 23:29:38,989 - INFO - +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8524 +2026-05-23 23:29:38,989 - INFO - Horizon 0.5s - Overall F1: 0.8615, Precision: 0.8646, Recall: 0.8646 +2026-05-23 23:29:38,989 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.8615 +2026-05-23 23:29:38,989 - INFO - Weighted F1: 0.8521 +2026-05-23 23:29:38,989 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.8917 +2026-05-23 23:29:38,989 - INFO - Horizon 0.5s - Steady F1: 0.9030, Precision: 0.9022, Recall: 0.9089 +2026-05-23 23:29:38,989 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:29:38,989 - INFO - Macro F1: 0.9030 +2026-05-23 23:29:38,990 - INFO - Weighted F1: 0.8920 +2026-05-23 23:29:38,990 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6701 +2026-05-23 23:29:38,990 - INFO - Horizon 0.5s - Transition F1: 0.6049, Precision: 0.6168, Recall: 0.6213 +2026-05-23 23:29:38,990 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:29:38,990 - INFO - Macro F1: 0.6049 +2026-05-23 23:29:38,990 - INFO - Weighted F1: 0.6764 +2026-05-23 23:29:38,990 - INFO - +2026-05-23 23:29:38,990 - INFO - Val Horizon 1.0s - Overall: accuracy=0.7956 +2026-05-23 23:29:38,990 - INFO - Horizon 1.0s - Overall F1: 0.8009, Precision: 0.7999, Recall: 0.8068 +2026-05-23 23:29:38,990 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:29:38,990 - INFO - Macro F1: 0.8009 +2026-05-23 23:29:38,990 - INFO - Weighted F1: 0.7946 +2026-05-23 23:29:38,990 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8410 +2026-05-23 23:29:38,990 - INFO - Horizon 1.0s - Steady F1: 0.8415, Precision: 0.8466, Recall: 0.8442 +2026-05-23 23:29:38,990 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:29:38,990 - INFO - Macro F1: 0.8415 +2026-05-23 23:29:38,990 - INFO - Weighted F1: 0.8406 +2026-05-23 23:29:38,990 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5810 +2026-05-23 23:29:38,990 - INFO - Horizon 1.0s - Transition F1: 0.5435, Precision: 0.5295, Recall: 0.5745 +2026-05-23 23:29:38,990 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:29:38,990 - INFO - Macro F1: 0.5435 +2026-05-23 23:29:38,990 - INFO - Weighted F1: 0.5845 +2026-05-23 23:29:39,197 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_10.pt +2026-05-23 23:29:39,198 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_10.csv +2026-05-23 23:29:39,198 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_10.csv +2026-05-23 23:29:39,199 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_10.csv +2026-05-23 23:29:39,199 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_10.csv +2026-05-23 23:29:39,199 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_10.csv +2026-05-23 23:29:39,200 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_10.csv +2026-05-23 23:29:39,200 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_10.csv +2026-05-23 23:29:39,200 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_10.csv +2026-05-23 23:29:39,201 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_10.csv +2026-05-23 23:29:39,201 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_10.csv +2026-05-23 23:29:39,202 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_10.csv +2026-05-23 23:29:39,202 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_10.csv +2026-05-23 23:29:39,202 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_10.csv +2026-05-23 23:29:39,203 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_10.csv +2026-05-23 23:29:39,203 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_10.csv +2026-05-23 23:29:39,203 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_10.csv +2026-05-23 23:29:39,204 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_10.csv +2026-05-23 23:29:39,204 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_10.csv +2026-05-23 23:29:39,228 - INFO - Removed old checkpoint: checkpoint_epoch_9.pt +2026-05-23 23:29:39,229 - INFO - Epoch 11/50, Learning Rate: 0.000081 +2026-05-23 23:30:43,881 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:30:43,929 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:30:43,973 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:30:44,009 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:30:44,053 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:30:44,094 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:30:45,005 - INFO - Epoch 11/50: +2026-05-23 23:30:45,005 - INFO - Train: loss=2.0838, accuracy_overall=0.9253 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s: accuracy=0.9458 +2026-05-23 23:30:45,005 - INFO - Horizon 0.1s: accuracy=0.9474 +2026-05-23 23:30:45,005 - INFO - Horizon 0.2s: accuracy=0.9467 +2026-05-23 23:30:45,005 - INFO - Horizon 0.3s: accuracy=0.9401 +2026-05-23 23:30:45,005 - INFO - Horizon 0.5s: accuracy=0.9183 +2026-05-23 23:30:45,005 - INFO - Horizon 1.0s: accuracy=0.8538 +2026-05-23 23:30:45,005 - INFO - Val Horizon 0.0s - Overall: loss=0.8210, accuracy=0.9100 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s - Overall F1: 0.9179, Precision: 0.9195, Recall: 0.9187 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:30:45,005 - INFO - Macro F1: 0.9179 +2026-05-23 23:30:45,005 - INFO - Weighted F1: 0.9099 +2026-05-23 23:30:45,005 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9470 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s - Steady F1: 0.9585, Precision: 0.9553, Recall: 0.9628 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:30:45,005 - INFO - Macro F1: 0.9585 +2026-05-23 23:30:45,005 - INFO - Weighted F1: 0.9471 +2026-05-23 23:30:45,005 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7390 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s - Transition F1: 0.6822, Precision: 0.6972, Recall: 0.6890 +2026-05-23 23:30:45,005 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:30:45,005 - INFO - Macro F1: 0.6822 +2026-05-23 23:30:45,005 - INFO - Weighted F1: 0.7418 +2026-05-23 23:30:45,005 - INFO - +2026-05-23 23:30:45,005 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9061 +2026-05-23 23:30:45,005 - INFO - Horizon 0.1s - Overall F1: 0.9149, Precision: 0.9146, Recall: 0.9173 +2026-05-23 23:30:45,005 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.9149 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.9060 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9439 +2026-05-23 23:30:45,006 - INFO - Horizon 0.1s - Steady F1: 0.9541, Precision: 0.9495, Recall: 0.9598 +2026-05-23 23:30:45,006 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.9541 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.9439 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7346 +2026-05-23 23:30:45,006 - INFO - Horizon 0.1s - Transition F1: 0.6867, Precision: 0.7034, Recall: 0.6939 +2026-05-23 23:30:45,006 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.6867 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.7361 +2026-05-23 23:30:45,006 - INFO - +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9010 +2026-05-23 23:30:45,006 - INFO - Horizon 0.2s - Overall F1: 0.9087, Precision: 0.9111, Recall: 0.9094 +2026-05-23 23:30:45,006 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.9087 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.9009 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9373 +2026-05-23 23:30:45,006 - INFO - Horizon 0.2s - Steady F1: 0.9467, Precision: 0.9439, Recall: 0.9510 +2026-05-23 23:30:45,006 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.9467 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.9374 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7317 +2026-05-23 23:30:45,006 - INFO - Horizon 0.2s - Transition F1: 0.6895, Precision: 0.7060, Recall: 0.6980 +2026-05-23 23:30:45,006 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.6895 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.7336 +2026-05-23 23:30:45,006 - INFO - +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8911 +2026-05-23 23:30:45,006 - INFO - Horizon 0.3s - Overall F1: 0.8989, Precision: 0.9001, Recall: 0.9006 +2026-05-23 23:30:45,006 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.8989 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.8909 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9292 +2026-05-23 23:30:45,006 - INFO - Horizon 0.3s - Steady F1: 0.9377, Precision: 0.9365, Recall: 0.9412 +2026-05-23 23:30:45,006 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.9377 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.9293 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7182 +2026-05-23 23:30:45,006 - INFO - Horizon 0.3s - Transition F1: 0.6692, Precision: 0.6717, Recall: 0.6840 +2026-05-23 23:30:45,006 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.6692 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.7191 +2026-05-23 23:30:45,006 - INFO - +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8734 +2026-05-23 23:30:45,006 - INFO - Horizon 0.5s - Overall F1: 0.8798, Precision: 0.8878, Recall: 0.8759 +2026-05-23 23:30:45,006 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.8798 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.8731 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9120 +2026-05-23 23:30:45,006 - INFO - Horizon 0.5s - Steady F1: 0.9175, Precision: 0.9238, Recall: 0.9160 +2026-05-23 23:30:45,006 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.9175 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.9121 +2026-05-23 23:30:45,006 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6944 +2026-05-23 23:30:45,006 - INFO - Horizon 0.5s - Transition F1: 0.6294, Precision: 0.6430, Recall: 0.6352 +2026-05-23 23:30:45,006 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:30:45,006 - INFO - Macro F1: 0.6294 +2026-05-23 23:30:45,006 - INFO - Weighted F1: 0.6968 +2026-05-23 23:30:45,006 - INFO - +2026-05-23 23:30:45,006 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8159 +2026-05-23 23:30:45,007 - INFO - Horizon 1.0s - Overall F1: 0.8195, Precision: 0.8313, Recall: 0.8132 +2026-05-23 23:30:45,007 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:30:45,007 - INFO - Macro F1: 0.8195 +2026-05-23 23:30:45,007 - INFO - Weighted F1: 0.8144 +2026-05-23 23:30:45,007 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8640 +2026-05-23 23:30:45,007 - INFO - Horizon 1.0s - Steady F1: 0.8617, Precision: 0.8782, Recall: 0.8536 +2026-05-23 23:30:45,007 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:30:45,007 - INFO - Macro F1: 0.8617 +2026-05-23 23:30:45,007 - INFO - Weighted F1: 0.8633 +2026-05-23 23:30:45,007 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5888 +2026-05-23 23:30:45,007 - INFO - Horizon 1.0s - Transition F1: 0.5596, Precision: 0.5564, Recall: 0.5809 +2026-05-23 23:30:45,007 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:30:45,007 - INFO - Macro F1: 0.5596 +2026-05-23 23:30:45,007 - INFO - Weighted F1: 0.5920 +2026-05-23 23:30:45,224 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_11.pt +2026-05-23 23:30:45,225 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_11.csv +2026-05-23 23:30:45,225 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:30:45,226 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:30:45,226 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_11.csv +2026-05-23 23:30:45,226 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:30:45,227 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:30:45,227 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_11.csv +2026-05-23 23:30:45,227 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:30:45,227 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:30:45,228 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_11.csv +2026-05-23 23:30:45,228 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:30:45,228 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:30:45,229 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_11.csv +2026-05-23 23:30:45,229 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:30:45,229 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:30:45,230 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_11.csv +2026-05-23 23:30:45,230 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:30:45,230 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:30:45,231 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_11.csv +2026-05-23 23:30:45,231 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:30:45,231 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:30:45,231 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_11.csv +2026-05-23 23:30:45,232 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:30:45,232 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:30:45,232 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_11.csv +2026-05-23 23:30:45,233 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:30:45,233 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:30:45,234 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_11.csv +2026-05-23 23:30:45,234 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:30:45,234 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:30:45,235 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_11.csv +2026-05-23 23:30:45,235 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:30:45,236 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:30:45,236 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_11.csv +2026-05-23 23:30:45,236 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:30:45,236 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:30:45,237 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_11.csv +2026-05-23 23:30:45,237 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:30:45,238 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:30:45,238 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_11.csv +2026-05-23 23:30:45,238 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:30:45,238 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:30:45,239 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_11.csv +2026-05-23 23:30:45,239 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:30:45,240 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:30:45,240 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_11.csv +2026-05-23 23:30:45,240 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:30:45,241 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:30:45,241 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_11.csv +2026-05-23 23:30:45,241 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:30:45,242 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:30:45,242 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_11.csv +2026-05-23 23:30:45,242 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:30:45,243 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:30:45,266 - INFO - Removed old checkpoint: checkpoint_epoch_10.pt +2026-05-23 23:30:45,575 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:30:45,581 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:30:45,643 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:30:45,644 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:30:45,645 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:30:45,646 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:30:45,646 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:30:45,647 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:30:45,648 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:30:45,648 - INFO - Epoch 12/50, Learning Rate: 0.000081 +2026-05-23 23:31:50,145 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:31:50,193 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:31:50,233 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:31:50,278 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:31:50,322 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:31:50,372 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:31:51,303 - INFO - Epoch 12/50: +2026-05-23 23:31:51,304 - INFO - Train: loss=2.0761, accuracy_overall=0.9266 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s: accuracy=0.9519 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s: accuracy=0.9468 +2026-05-23 23:31:51,304 - INFO - Horizon 0.2s: accuracy=0.9437 +2026-05-23 23:31:51,304 - INFO - Horizon 0.3s: accuracy=0.9338 +2026-05-23 23:31:51,304 - INFO - Horizon 0.5s: accuracy=0.9199 +2026-05-23 23:31:51,304 - INFO - Horizon 1.0s: accuracy=0.8636 +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.0s - Overall: loss=0.8126, accuracy=0.9153 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s - Overall F1: 0.9247, Precision: 0.9285, Recall: 0.9221 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:31:51,304 - INFO - Macro F1: 0.9247 +2026-05-23 23:31:51,304 - INFO - Weighted F1: 0.9155 +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9500 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s - Steady F1: 0.9622, Precision: 0.9609, Recall: 0.9643 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:31:51,304 - INFO - Macro F1: 0.9622 +2026-05-23 23:31:51,304 - INFO - Weighted F1: 0.9501 +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7556 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s - Transition F1: 0.7046, Precision: 0.7298, Recall: 0.6977 +2026-05-23 23:31:51,304 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:31:51,304 - INFO - Macro F1: 0.7046 +2026-05-23 23:31:51,304 - INFO - Weighted F1: 0.7567 +2026-05-23 23:31:51,304 - INFO - +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9068 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s - Overall F1: 0.9180, Precision: 0.9171, Recall: 0.9203 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:31:51,304 - INFO - Macro F1: 0.9180 +2026-05-23 23:31:51,304 - INFO - Weighted F1: 0.9070 +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9430 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s - Steady F1: 0.9548, Precision: 0.9501, Recall: 0.9608 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:31:51,304 - INFO - Macro F1: 0.9548 +2026-05-23 23:31:51,304 - INFO - Weighted F1: 0.9432 +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7421 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s - Transition F1: 0.7119, Precision: 0.7200, Recall: 0.7171 +2026-05-23 23:31:51,304 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:31:51,304 - INFO - Macro F1: 0.7119 +2026-05-23 23:31:51,304 - INFO - Weighted F1: 0.7439 +2026-05-23 23:31:51,304 - INFO - +2026-05-23 23:31:51,304 - INFO - Val Horizon 0.2s - Overall: accuracy=0.8976 +2026-05-23 23:31:51,304 - INFO - Horizon 0.2s - Overall F1: 0.9080, Precision: 0.9073, Recall: 0.9119 +2026-05-23 23:31:51,304 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.9080 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.8977 +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9331 +2026-05-23 23:31:51,305 - INFO - Horizon 0.2s - Steady F1: 0.9447, Precision: 0.9390, Recall: 0.9527 +2026-05-23 23:31:51,305 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.9447 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.9334 +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7323 +2026-05-23 23:31:51,305 - INFO - Horizon 0.2s - Transition F1: 0.7034, Precision: 0.7063, Recall: 0.7147 +2026-05-23 23:31:51,305 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.7034 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.7342 +2026-05-23 23:31:51,305 - INFO - +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8865 +2026-05-23 23:31:51,305 - INFO - Horizon 0.3s - Overall F1: 0.8958, Precision: 0.8928, Recall: 0.9028 +2026-05-23 23:31:51,305 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.8958 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.8866 +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9253 +2026-05-23 23:31:51,305 - INFO - Horizon 0.3s - Steady F1: 0.9362, Precision: 0.9305, Recall: 0.9449 +2026-05-23 23:31:51,305 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.9362 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.9256 +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7100 +2026-05-23 23:31:51,305 - INFO - Horizon 0.3s - Transition F1: 0.6655, Precision: 0.6614, Recall: 0.6854 +2026-05-23 23:31:51,305 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.6655 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.7101 +2026-05-23 23:31:51,305 - INFO - +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8691 +2026-05-23 23:31:51,305 - INFO - Horizon 0.5s - Overall F1: 0.8767, Precision: 0.8771, Recall: 0.8812 +2026-05-23 23:31:51,305 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.8767 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.8691 +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9079 +2026-05-23 23:31:51,305 - INFO - Horizon 0.5s - Steady F1: 0.9159, Precision: 0.9133, Recall: 0.9232 +2026-05-23 23:31:51,305 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.9159 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.9083 +2026-05-23 23:31:51,305 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6893 +2026-05-23 23:31:51,305 - INFO - Horizon 0.5s - Transition F1: 0.6298, Precision: 0.6364, Recall: 0.6450 +2026-05-23 23:31:51,305 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.6298 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.6915 +2026-05-23 23:31:51,305 - INFO - +2026-05-23 23:31:51,305 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8150 +2026-05-23 23:31:51,305 - INFO - Horizon 1.0s - Overall F1: 0.8193, Precision: 0.8192, Recall: 0.8242 +2026-05-23 23:31:51,305 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.8193 +2026-05-23 23:31:51,305 - INFO - Weighted F1: 0.8139 +2026-05-23 23:31:51,305 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8612 +2026-05-23 23:31:51,305 - INFO - Horizon 1.0s - Steady F1: 0.8609, Precision: 0.8659, Recall: 0.8641 +2026-05-23 23:31:51,305 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:31:51,305 - INFO - Macro F1: 0.8609 +2026-05-23 23:31:51,306 - INFO - Weighted F1: 0.8610 +2026-05-23 23:31:51,306 - INFO - Val Horizon 1.0s - Transition: accuracy=0.5966 +2026-05-23 23:31:51,306 - INFO - Horizon 1.0s - Transition F1: 0.5591, Precision: 0.5452, Recall: 0.5881 +2026-05-23 23:31:51,306 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:31:51,306 - INFO - Macro F1: 0.5591 +2026-05-23 23:31:51,306 - INFO - Weighted F1: 0.5999 +2026-05-23 23:31:51,528 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_12.pt +2026-05-23 23:31:51,529 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_12.csv +2026-05-23 23:31:51,529 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:31:51,529 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:31:51,530 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_12.csv +2026-05-23 23:31:51,530 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:31:51,530 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:31:51,531 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_12.csv +2026-05-23 23:31:51,531 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:31:51,532 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:31:51,532 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_12.csv +2026-05-23 23:31:51,532 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:31:51,533 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:31:51,533 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_12.csv +2026-05-23 23:31:51,533 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:31:51,534 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:31:51,534 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_12.csv +2026-05-23 23:31:51,534 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:31:51,534 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:31:51,535 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_12.csv +2026-05-23 23:31:51,535 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:31:51,535 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:31:51,536 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_12.csv +2026-05-23 23:31:51,536 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:31:51,536 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:31:51,537 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_12.csv +2026-05-23 23:31:51,537 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:31:51,537 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:31:51,538 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_12.csv +2026-05-23 23:31:51,538 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:31:51,538 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:31:51,539 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_12.csv +2026-05-23 23:31:51,539 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:31:51,539 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:31:51,540 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_12.csv +2026-05-23 23:31:51,540 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:31:51,540 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:31:51,541 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_12.csv +2026-05-23 23:31:51,541 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:31:51,541 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:31:51,542 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_12.csv +2026-05-23 23:31:51,542 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:31:51,542 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:31:51,543 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_12.csv +2026-05-23 23:31:51,543 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:31:51,543 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:31:51,544 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_12.csv +2026-05-23 23:31:51,544 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:31:51,544 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:31:51,545 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_12.csv +2026-05-23 23:31:51,545 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:31:51,545 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:31:51,546 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_12.csv +2026-05-23 23:31:51,546 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:31:51,546 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:31:51,572 - INFO - Removed old checkpoint: checkpoint_epoch_11.pt +2026-05-23 23:31:51,875 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:31:51,881 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:31:51,944 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:31:51,945 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:31:51,946 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:31:51,947 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:31:51,947 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:31:51,948 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:31:51,949 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:31:51,949 - INFO - Epoch 13/50, Learning Rate: 0.000081 +2026-05-23 23:32:56,551 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:32:56,597 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:32:56,643 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:32:56,680 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:32:56,724 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:32:56,764 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:32:57,681 - INFO - Epoch 13/50: +2026-05-23 23:32:57,681 - INFO - Train: loss=2.0591, accuracy_overall=0.9318 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s: accuracy=0.9508 +2026-05-23 23:32:57,681 - INFO - Horizon 0.1s: accuracy=0.9517 +2026-05-23 23:32:57,681 - INFO - Horizon 0.2s: accuracy=0.9454 +2026-05-23 23:32:57,681 - INFO - Horizon 0.3s: accuracy=0.9413 +2026-05-23 23:32:57,681 - INFO - Horizon 0.5s: accuracy=0.9297 +2026-05-23 23:32:57,681 - INFO - Horizon 1.0s: accuracy=0.8717 +2026-05-23 23:32:57,681 - INFO - Val Horizon 0.0s - Overall: loss=0.7795, accuracy=0.9235 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s - Overall F1: 0.9293, Precision: 0.9412, Recall: 0.9190 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:32:57,681 - INFO - Macro F1: 0.9293 +2026-05-23 23:32:57,681 - INFO - Weighted F1: 0.9235 +2026-05-23 23:32:57,681 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9598 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s - Steady F1: 0.9681, Precision: 0.9724, Recall: 0.9644 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:32:57,681 - INFO - Macro F1: 0.9681 +2026-05-23 23:32:57,681 - INFO - Weighted F1: 0.9598 +2026-05-23 23:32:57,681 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7562 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s - Transition F1: 0.7013, Precision: 0.7436, Recall: 0.6875 +2026-05-23 23:32:57,681 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:32:57,681 - INFO - Macro F1: 0.7013 +2026-05-23 23:32:57,681 - INFO - Weighted F1: 0.7574 +2026-05-23 23:32:57,681 - INFO - +2026-05-23 23:32:57,681 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9200 +2026-05-23 23:32:57,681 - INFO - Horizon 0.1s - Overall F1: 0.9260, Precision: 0.9366, Recall: 0.9168 +2026-05-23 23:32:57,681 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:32:57,681 - INFO - Macro F1: 0.9260 +2026-05-23 23:32:57,681 - INFO - Weighted F1: 0.9200 +2026-05-23 23:32:57,681 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9574 +2026-05-23 23:32:57,681 - INFO - Horizon 0.1s - Steady F1: 0.9651, Precision: 0.9697, Recall: 0.9611 +2026-05-23 23:32:57,681 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:32:57,681 - INFO - Macro F1: 0.9651 +2026-05-23 23:32:57,681 - INFO - Weighted F1: 0.9575 +2026-05-23 23:32:57,681 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7497 +2026-05-23 23:32:57,681 - INFO - Horizon 0.1s - Transition F1: 0.6947, Precision: 0.7264, Recall: 0.6908 +2026-05-23 23:32:57,682 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.6947 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.7501 +2026-05-23 23:32:57,682 - INFO - +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9134 +2026-05-23 23:32:57,682 - INFO - Horizon 0.2s - Overall F1: 0.9191, Precision: 0.9336, Recall: 0.9066 +2026-05-23 23:32:57,682 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.9191 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.9133 +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9527 +2026-05-23 23:32:57,682 - INFO - Horizon 0.2s - Steady F1: 0.9598, Precision: 0.9664, Recall: 0.9540 +2026-05-23 23:32:57,682 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.9598 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.9528 +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7304 +2026-05-23 23:32:57,682 - INFO - Horizon 0.2s - Transition F1: 0.7033, Precision: 0.7383, Recall: 0.6904 +2026-05-23 23:32:57,682 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.7033 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.7321 +2026-05-23 23:32:57,682 - INFO - +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9055 +2026-05-23 23:32:57,682 - INFO - Horizon 0.3s - Overall F1: 0.9089, Precision: 0.9210, Recall: 0.8989 +2026-05-23 23:32:57,682 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.9089 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.9053 +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9440 +2026-05-23 23:32:57,682 - INFO - Horizon 0.3s - Steady F1: 0.9496, Precision: 0.9573, Recall: 0.9431 +2026-05-23 23:32:57,682 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.9496 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.9441 +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7301 +2026-05-23 23:32:57,682 - INFO - Horizon 0.3s - Transition F1: 0.6708, Precision: 0.6910, Recall: 0.6695 +2026-05-23 23:32:57,682 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.6708 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.7308 +2026-05-23 23:32:57,682 - INFO - +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8847 +2026-05-23 23:32:57,682 - INFO - Horizon 0.5s - Overall F1: 0.8881, Precision: 0.9062, Recall: 0.8735 +2026-05-23 23:32:57,682 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.8881 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.8845 +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9258 +2026-05-23 23:32:57,682 - INFO - Horizon 0.5s - Steady F1: 0.9282, Precision: 0.9427, Recall: 0.9168 +2026-05-23 23:32:57,682 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.9282 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.9259 +2026-05-23 23:32:57,682 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6938 +2026-05-23 23:32:57,682 - INFO - Horizon 0.5s - Transition F1: 0.6362, Precision: 0.6801, Recall: 0.6227 +2026-05-23 23:32:57,682 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.6362 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.6942 +2026-05-23 23:32:57,682 - INFO - +2026-05-23 23:32:57,682 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8277 +2026-05-23 23:32:57,682 - INFO - Horizon 1.0s - Overall F1: 0.8254, Precision: 0.8521, Recall: 0.8066 +2026-05-23 23:32:57,682 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:32:57,682 - INFO - Macro F1: 0.8254 +2026-05-23 23:32:57,682 - INFO - Weighted F1: 0.8262 +2026-05-23 23:32:57,683 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8757 +2026-05-23 23:32:57,683 - INFO - Horizon 1.0s - Steady F1: 0.8690, Precision: 0.8991, Recall: 0.8489 +2026-05-23 23:32:57,683 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:32:57,683 - INFO - Macro F1: 0.8690 +2026-05-23 23:32:57,683 - INFO - Weighted F1: 0.8749 +2026-05-23 23:32:57,683 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6012 +2026-05-23 23:32:57,683 - INFO - Horizon 1.0s - Transition F1: 0.5570, Precision: 0.5673, Recall: 0.5598 +2026-05-23 23:32:57,683 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:32:57,683 - INFO - Macro F1: 0.5570 +2026-05-23 23:32:57,683 - INFO - Weighted F1: 0.6043 +2026-05-23 23:32:57,897 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_13.pt +2026-05-23 23:32:57,898 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_13.csv +2026-05-23 23:32:57,899 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:32:57,899 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:32:57,899 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_13.csv +2026-05-23 23:32:57,900 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:32:57,900 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:32:57,900 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_13.csv +2026-05-23 23:32:57,901 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:32:57,901 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:32:57,901 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_13.csv +2026-05-23 23:32:57,902 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:32:57,902 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:32:57,902 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_13.csv +2026-05-23 23:32:57,903 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:32:57,903 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:32:57,903 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_13.csv +2026-05-23 23:32:57,904 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:32:57,904 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:32:57,904 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_13.csv +2026-05-23 23:32:57,905 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:32:57,905 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:32:57,905 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_13.csv +2026-05-23 23:32:57,906 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:32:57,906 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:32:57,906 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_13.csv +2026-05-23 23:32:57,907 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:32:57,907 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:32:57,907 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_13.csv +2026-05-23 23:32:57,908 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:32:57,908 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:32:57,909 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_13.csv +2026-05-23 23:32:57,909 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:32:57,909 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:32:57,910 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_13.csv +2026-05-23 23:32:57,910 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:32:57,910 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:32:57,911 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_13.csv +2026-05-23 23:32:57,911 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:32:57,911 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:32:57,912 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_13.csv +2026-05-23 23:32:57,912 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:32:57,912 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:32:57,913 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_13.csv +2026-05-23 23:32:57,913 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:32:57,913 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:32:57,914 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_13.csv +2026-05-23 23:32:57,914 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:32:57,914 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:32:57,915 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_13.csv +2026-05-23 23:32:57,915 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:32:57,915 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:32:57,916 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_13.csv +2026-05-23 23:32:57,916 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:32:57,916 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:32:57,940 - INFO - Removed old checkpoint: checkpoint_epoch_12.pt +2026-05-23 23:32:58,228 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:32:58,233 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:32:58,293 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:32:58,294 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:32:58,295 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:32:58,295 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:32:58,296 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:32:58,297 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:32:58,297 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:32:58,298 - INFO - Epoch 14/50, Learning Rate: 0.000081 +2026-05-23 23:34:02,967 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:34:03,013 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:34:03,055 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:34:03,096 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:34:03,137 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:34:03,182 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:34:04,310 - INFO - Epoch 14/50: +2026-05-23 23:34:04,310 - INFO - Train: loss=2.0528, accuracy_overall=0.9351 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s: accuracy=0.9566 +2026-05-23 23:34:04,310 - INFO - Horizon 0.1s: accuracy=0.9550 +2026-05-23 23:34:04,310 - INFO - Horizon 0.2s: accuracy=0.9476 +2026-05-23 23:34:04,310 - INFO - Horizon 0.3s: accuracy=0.9439 +2026-05-23 23:34:04,310 - INFO - Horizon 0.5s: accuracy=0.9285 +2026-05-23 23:34:04,310 - INFO - Horizon 1.0s: accuracy=0.8787 +2026-05-23 23:34:04,310 - INFO - Val Horizon 0.0s - Overall: loss=0.7923, accuracy=0.9183 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s - Overall F1: 0.9247, Precision: 0.9323, Recall: 0.9190 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:34:04,310 - INFO - Macro F1: 0.9247 +2026-05-23 23:34:04,310 - INFO - Weighted F1: 0.9185 +2026-05-23 23:34:04,310 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9548 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s - Steady F1: 0.9646, Precision: 0.9665, Recall: 0.9637 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:34:04,310 - INFO - Macro F1: 0.9646 +2026-05-23 23:34:04,310 - INFO - Weighted F1: 0.9550 +2026-05-23 23:34:04,310 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7498 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s - Transition F1: 0.6817, Precision: 0.7320, Recall: 0.6692 +2026-05-23 23:34:04,310 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:34:04,310 - INFO - Macro F1: 0.6817 +2026-05-23 23:34:04,310 - INFO - Weighted F1: 0.7501 +2026-05-23 23:34:04,310 - INFO - +2026-05-23 23:34:04,310 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9140 +2026-05-23 23:34:04,310 - INFO - Horizon 0.1s - Overall F1: 0.9216, Precision: 0.9276, Recall: 0.9176 +2026-05-23 23:34:04,310 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:34:04,310 - INFO - Macro F1: 0.9216 +2026-05-23 23:34:04,310 - INFO - Weighted F1: 0.9142 +2026-05-23 23:34:04,310 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9509 +2026-05-23 23:34:04,311 - INFO - Horizon 0.1s - Steady F1: 0.9610, Precision: 0.9630, Recall: 0.9601 +2026-05-23 23:34:04,311 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.9610 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.9511 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7459 +2026-05-23 23:34:04,311 - INFO - Horizon 0.1s - Transition F1: 0.7017, Precision: 0.7257, Recall: 0.7018 +2026-05-23 23:34:04,311 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.7017 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.7480 +2026-05-23 23:34:04,311 - INFO - +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9084 +2026-05-23 23:34:04,311 - INFO - Horizon 0.2s - Overall F1: 0.9167, Precision: 0.9237, Recall: 0.9122 +2026-05-23 23:34:04,311 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.9167 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.9086 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9445 +2026-05-23 23:34:04,311 - INFO - Horizon 0.2s - Steady F1: 0.9547, Precision: 0.9567, Recall: 0.9544 +2026-05-23 23:34:04,311 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.9547 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.9448 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7400 +2026-05-23 23:34:04,311 - INFO - Horizon 0.2s - Transition F1: 0.7013, Precision: 0.7223, Recall: 0.7033 +2026-05-23 23:34:04,311 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.7013 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.7424 +2026-05-23 23:34:04,311 - INFO - +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.3s - Overall: accuracy=0.8988 +2026-05-23 23:34:04,311 - INFO - Horizon 0.3s - Overall F1: 0.9058, Precision: 0.9097, Recall: 0.9047 +2026-05-23 23:34:04,311 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.9058 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.8988 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9358 +2026-05-23 23:34:04,311 - INFO - Horizon 0.3s - Steady F1: 0.9443, Precision: 0.9451, Recall: 0.9455 +2026-05-23 23:34:04,311 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.9443 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.9361 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7301 +2026-05-23 23:34:04,311 - INFO - Horizon 0.3s - Transition F1: 0.6863, Precision: 0.6900, Recall: 0.7012 +2026-05-23 23:34:04,311 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.6863 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.7314 +2026-05-23 23:34:04,311 - INFO - +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8791 +2026-05-23 23:34:04,311 - INFO - Horizon 0.5s - Overall F1: 0.8841, Precision: 0.8932, Recall: 0.8792 +2026-05-23 23:34:04,311 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.8841 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.8788 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9182 +2026-05-23 23:34:04,311 - INFO - Horizon 0.5s - Steady F1: 0.9223, Precision: 0.9308, Recall: 0.9174 +2026-05-23 23:34:04,311 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.9223 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.9184 +2026-05-23 23:34:04,311 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6976 +2026-05-23 23:34:04,311 - INFO - Horizon 0.5s - Transition F1: 0.6559, Precision: 0.6592, Recall: 0.6729 +2026-05-23 23:34:04,311 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.6559 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.7002 +2026-05-23 23:34:04,311 - INFO - +2026-05-23 23:34:04,311 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8265 +2026-05-23 23:34:04,311 - INFO - Horizon 1.0s - Overall F1: 0.8273, Precision: 0.8413, Recall: 0.8201 +2026-05-23 23:34:04,311 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:34:04,311 - INFO - Macro F1: 0.8273 +2026-05-23 23:34:04,311 - INFO - Weighted F1: 0.8247 +2026-05-23 23:34:04,311 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8700 +2026-05-23 23:34:04,311 - INFO - Horizon 1.0s - Steady F1: 0.8657, Precision: 0.8843, Recall: 0.8558 +2026-05-23 23:34:04,312 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:34:04,312 - INFO - Macro F1: 0.8657 +2026-05-23 23:34:04,312 - INFO - Weighted F1: 0.8690 +2026-05-23 23:34:04,312 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6207 +2026-05-23 23:34:04,312 - INFO - Horizon 1.0s - Transition F1: 0.5846, Precision: 0.5792, Recall: 0.6035 +2026-05-23 23:34:04,312 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:34:04,312 - INFO - Macro F1: 0.5846 +2026-05-23 23:34:04,312 - INFO - Weighted F1: 0.6237 +2026-05-23 23:34:04,531 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_14.pt +2026-05-23 23:34:04,532 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_14.csv +2026-05-23 23:34:04,532 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_14.csv +2026-05-23 23:34:04,532 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_14.csv +2026-05-23 23:34:04,533 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_14.csv +2026-05-23 23:34:04,533 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_14.csv +2026-05-23 23:34:04,534 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_14.csv +2026-05-23 23:34:04,534 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_14.csv +2026-05-23 23:34:04,534 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_14.csv +2026-05-23 23:34:04,535 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_14.csv +2026-05-23 23:34:04,535 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_14.csv +2026-05-23 23:34:04,535 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_14.csv +2026-05-23 23:34:04,536 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_14.csv +2026-05-23 23:34:04,536 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_14.csv +2026-05-23 23:34:04,536 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_14.csv +2026-05-23 23:34:04,537 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_14.csv +2026-05-23 23:34:04,537 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_14.csv +2026-05-23 23:34:04,537 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_14.csv +2026-05-23 23:34:04,538 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_14.csv +2026-05-23 23:34:04,561 - INFO - Removed old checkpoint: checkpoint_epoch_13.pt +2026-05-23 23:34:04,561 - INFO - Epoch 15/50, Learning Rate: 0.000081 +2026-05-23 23:35:08,927 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:35:08,979 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:35:09,026 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:35:09,069 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:35:09,110 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:35:09,152 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:35:10,021 - INFO - Epoch 15/50: +2026-05-23 23:35:10,021 - INFO - Train: loss=2.0449, accuracy_overall=0.9375 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s: accuracy=0.9516 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s: accuracy=0.9566 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s: accuracy=0.9489 +2026-05-23 23:35:10,022 - INFO - Horizon 0.3s: accuracy=0.9499 +2026-05-23 23:35:10,022 - INFO - Horizon 0.5s: accuracy=0.9317 +2026-05-23 23:35:10,022 - INFO - Horizon 1.0s: accuracy=0.8863 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.0s - Overall: loss=0.7911, accuracy=0.9214 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s - Overall F1: 0.9258, Precision: 0.9348, Recall: 0.9180 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.9258 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.9212 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9588 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s - Steady F1: 0.9655, Precision: 0.9713, Recall: 0.9604 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.9655 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.9587 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7486 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s - Transition F1: 0.6888, Precision: 0.7266, Recall: 0.6636 +2026-05-23 23:35:10,022 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.6888 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.7469 +2026-05-23 23:35:10,022 - INFO - +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9194 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s - Overall F1: 0.9237, Precision: 0.9297, Recall: 0.9189 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.9237 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.9194 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9544 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s - Steady F1: 0.9599, Precision: 0.9640, Recall: 0.9568 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.9599 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.9543 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7604 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s - Transition F1: 0.7045, Precision: 0.7255, Recall: 0.6916 +2026-05-23 23:35:10,022 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.7045 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.7587 +2026-05-23 23:35:10,022 - INFO - +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9134 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s - Overall F1: 0.9164, Precision: 0.9245, Recall: 0.9098 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.9164 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.9133 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9502 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s - Steady F1: 0.9551, Precision: 0.9588, Recall: 0.9523 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.9551 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.9502 +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7420 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s - Transition F1: 0.6933, Precision: 0.7298, Recall: 0.6751 +2026-05-23 23:35:10,022 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:35:10,022 - INFO - Macro F1: 0.6933 +2026-05-23 23:35:10,022 - INFO - Weighted F1: 0.7412 +2026-05-23 23:35:10,022 - INFO - +2026-05-23 23:35:10,022 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9031 +2026-05-23 23:35:10,023 - INFO - Horizon 0.3s - Overall F1: 0.9051, Precision: 0.9114, Recall: 0.9003 +2026-05-23 23:35:10,023 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.9051 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.9030 +2026-05-23 23:35:10,023 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9404 +2026-05-23 23:35:10,023 - INFO - Horizon 0.3s - Steady F1: 0.9441, Precision: 0.9469, Recall: 0.9425 +2026-05-23 23:35:10,023 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.9441 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.9404 +2026-05-23 23:35:10,023 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7333 +2026-05-23 23:35:10,023 - INFO - Horizon 0.3s - Transition F1: 0.6755, Precision: 0.7053, Recall: 0.6643 +2026-05-23 23:35:10,023 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.6755 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.7327 +2026-05-23 23:35:10,023 - INFO - +2026-05-23 23:35:10,023 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8839 +2026-05-23 23:35:10,023 - INFO - Horizon 0.5s - Overall F1: 0.8829, Precision: 0.8942, Recall: 0.8743 +2026-05-23 23:35:10,023 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.8829 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.8837 +2026-05-23 23:35:10,023 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9231 +2026-05-23 23:35:10,023 - INFO - Horizon 0.5s - Steady F1: 0.9218, Precision: 0.9278, Recall: 0.9177 +2026-05-23 23:35:10,023 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.9218 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.9231 +2026-05-23 23:35:10,023 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7021 +2026-05-23 23:35:10,023 - INFO - Horizon 0.5s - Transition F1: 0.6256, Precision: 0.6680, Recall: 0.6059 +2026-05-23 23:35:10,023 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.6256 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.7018 +2026-05-23 23:35:10,023 - INFO - +2026-05-23 23:35:10,023 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8243 +2026-05-23 23:35:10,023 - INFO - Horizon 1.0s - Overall F1: 0.8165, Precision: 0.8291, Recall: 0.8099 +2026-05-23 23:35:10,023 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.8165 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.8233 +2026-05-23 23:35:10,023 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8707 +2026-05-23 23:35:10,023 - INFO - Horizon 1.0s - Steady F1: 0.8566, Precision: 0.8712, Recall: 0.8498 +2026-05-23 23:35:10,023 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.8566 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.8702 +2026-05-23 23:35:10,023 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6051 +2026-05-23 23:35:10,023 - INFO - Horizon 1.0s - Transition F1: 0.5463, Precision: 0.5564, Recall: 0.5477 +2026-05-23 23:35:10,023 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:35:10,023 - INFO - Macro F1: 0.5463 +2026-05-23 23:35:10,023 - INFO - Weighted F1: 0.6074 +2026-05-23 23:35:10,225 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_15.pt +2026-05-23 23:35:10,226 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_15.csv +2026-05-23 23:35:10,227 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_15.csv +2026-05-23 23:35:10,227 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_15.csv +2026-05-23 23:35:10,227 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_15.csv +2026-05-23 23:35:10,228 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_15.csv +2026-05-23 23:35:10,228 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_15.csv +2026-05-23 23:35:10,229 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_15.csv +2026-05-23 23:35:10,229 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_15.csv +2026-05-23 23:35:10,229 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_15.csv +2026-05-23 23:35:10,230 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_15.csv +2026-05-23 23:35:10,230 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_15.csv +2026-05-23 23:35:10,230 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_15.csv +2026-05-23 23:35:10,231 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_15.csv +2026-05-23 23:35:10,231 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_15.csv +2026-05-23 23:35:10,231 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_15.csv +2026-05-23 23:35:10,232 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_15.csv +2026-05-23 23:35:10,232 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_15.csv +2026-05-23 23:35:10,232 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_15.csv +2026-05-23 23:35:10,255 - INFO - Removed old checkpoint: checkpoint_epoch_14.pt +2026-05-23 23:35:10,256 - INFO - Epoch 16/50, Learning Rate: 0.000073 +2026-05-23 23:36:14,005 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:36:14,063 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:36:14,124 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:36:14,165 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:36:14,221 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:36:14,272 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:36:15,305 - INFO - Epoch 16/50: +2026-05-23 23:36:15,306 - INFO - Train: loss=2.0308, accuracy_overall=0.9408 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s: accuracy=0.9560 +2026-05-23 23:36:15,306 - INFO - Horizon 0.1s: accuracy=0.9576 +2026-05-23 23:36:15,306 - INFO - Horizon 0.2s: accuracy=0.9564 +2026-05-23 23:36:15,306 - INFO - Horizon 0.3s: accuracy=0.9500 +2026-05-23 23:36:15,306 - INFO - Horizon 0.5s: accuracy=0.9402 +2026-05-23 23:36:15,306 - INFO - Horizon 1.0s: accuracy=0.8847 +2026-05-23 23:36:15,306 - INFO - Val Horizon 0.0s - Overall: loss=0.7788, accuracy=0.9261 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s - Overall F1: 0.9301, Precision: 0.9342, Recall: 0.9262 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:36:15,306 - INFO - Macro F1: 0.9301 +2026-05-23 23:36:15,306 - INFO - Weighted F1: 0.9261 +2026-05-23 23:36:15,306 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9617 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s - Steady F1: 0.9685, Precision: 0.9704, Recall: 0.9668 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:36:15,306 - INFO - Macro F1: 0.9685 +2026-05-23 23:36:15,306 - INFO - Weighted F1: 0.9617 +2026-05-23 23:36:15,306 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7620 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s - Transition F1: 0.7160, Precision: 0.7263, Recall: 0.7124 +2026-05-23 23:36:15,306 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:36:15,306 - INFO - Macro F1: 0.7160 +2026-05-23 23:36:15,306 - INFO - Weighted F1: 0.7623 +2026-05-23 23:36:15,307 - INFO - +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9226 +2026-05-23 23:36:15,307 - INFO - Horizon 0.1s - Overall F1: 0.9281, Precision: 0.9296, Recall: 0.9269 +2026-05-23 23:36:15,307 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.9281 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.9226 +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9584 +2026-05-23 23:36:15,307 - INFO - Horizon 0.1s - Steady F1: 0.9650, Precision: 0.9648, Recall: 0.9655 +2026-05-23 23:36:15,307 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.9650 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.9585 +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7598 +2026-05-23 23:36:15,307 - INFO - Horizon 0.1s - Transition F1: 0.7219, Precision: 0.7236, Recall: 0.7285 +2026-05-23 23:36:15,307 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.7219 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.7611 +2026-05-23 23:36:15,307 - INFO - +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9165 +2026-05-23 23:36:15,307 - INFO - Horizon 0.2s - Overall F1: 0.9213, Precision: 0.9230, Recall: 0.9202 +2026-05-23 23:36:15,307 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.9213 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.9164 +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9521 +2026-05-23 23:36:15,307 - INFO - Horizon 0.2s - Steady F1: 0.9594, Precision: 0.9587, Recall: 0.9603 +2026-05-23 23:36:15,307 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.9594 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.9522 +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7503 +2026-05-23 23:36:15,307 - INFO - Horizon 0.2s - Transition F1: 0.7101, Precision: 0.7150, Recall: 0.7134 +2026-05-23 23:36:15,307 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.7101 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.7516 +2026-05-23 23:36:15,307 - INFO - +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9065 +2026-05-23 23:36:15,307 - INFO - Horizon 0.3s - Overall F1: 0.9112, Precision: 0.9133, Recall: 0.9100 +2026-05-23 23:36:15,307 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.9112 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.9064 +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9447 +2026-05-23 23:36:15,307 - INFO - Horizon 0.3s - Steady F1: 0.9509, Precision: 0.9517, Recall: 0.9504 +2026-05-23 23:36:15,307 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.9509 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.9448 +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7327 +2026-05-23 23:36:15,307 - INFO - Horizon 0.3s - Transition F1: 0.6932, Precision: 0.6889, Recall: 0.7051 +2026-05-23 23:36:15,307 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:36:15,307 - INFO - Macro F1: 0.6932 +2026-05-23 23:36:15,307 - INFO - Weighted F1: 0.7336 +2026-05-23 23:36:15,307 - INFO - +2026-05-23 23:36:15,307 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8869 +2026-05-23 23:36:15,307 - INFO - Horizon 0.5s - Overall F1: 0.8895, Precision: 0.8997, Recall: 0.8818 +2026-05-23 23:36:15,308 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:36:15,308 - INFO - Macro F1: 0.8895 +2026-05-23 23:36:15,308 - INFO - Weighted F1: 0.8865 +2026-05-23 23:36:15,308 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9294 +2026-05-23 23:36:15,308 - INFO - Horizon 0.5s - Steady F1: 0.9317, Precision: 0.9381, Recall: 0.9266 +2026-05-23 23:36:15,308 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:36:15,308 - INFO - Macro F1: 0.9317 +2026-05-23 23:36:15,308 - INFO - Weighted F1: 0.9294 +2026-05-23 23:36:15,308 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6899 +2026-05-23 23:36:15,308 - INFO - Horizon 0.5s - Transition F1: 0.6393, Precision: 0.6605, Recall: 0.6403 +2026-05-23 23:36:15,308 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:36:15,308 - INFO - Macro F1: 0.6393 +2026-05-23 23:36:15,308 - INFO - Weighted F1: 0.6917 +2026-05-23 23:36:15,308 - INFO - +2026-05-23 23:36:15,308 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8347 +2026-05-23 23:36:15,308 - INFO - Horizon 1.0s - Overall F1: 0.8336, Precision: 0.8423, Recall: 0.8290 +2026-05-23 23:36:15,308 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:36:15,308 - INFO - Macro F1: 0.8336 +2026-05-23 23:36:15,308 - INFO - Weighted F1: 0.8336 +2026-05-23 23:36:15,308 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8824 +2026-05-23 23:36:15,308 - INFO - Horizon 1.0s - Steady F1: 0.8758, Precision: 0.8891, Recall: 0.8690 +2026-05-23 23:36:15,308 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:36:15,308 - INFO - Macro F1: 0.8758 +2026-05-23 23:36:15,308 - INFO - Weighted F1: 0.8819 +2026-05-23 23:36:15,308 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6090 +2026-05-23 23:36:15,308 - INFO - Horizon 1.0s - Transition F1: 0.5650, Precision: 0.5556, Recall: 0.5846 +2026-05-23 23:36:15,308 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:36:15,308 - INFO - Macro F1: 0.5650 +2026-05-23 23:36:15,308 - INFO - Weighted F1: 0.6115 +2026-05-23 23:36:15,545 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_16.pt +2026-05-23 23:36:15,546 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_16.csv +2026-05-23 23:36:15,547 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:36:15,547 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:36:15,548 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_16.csv +2026-05-23 23:36:15,548 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:36:15,548 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:36:15,549 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_16.csv +2026-05-23 23:36:15,549 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:36:15,550 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:36:15,550 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_16.csv +2026-05-23 23:36:15,550 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:36:15,551 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:36:15,551 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_16.csv +2026-05-23 23:36:15,551 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:36:15,552 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:36:15,552 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_16.csv +2026-05-23 23:36:15,552 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:36:15,553 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:36:15,553 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_16.csv +2026-05-23 23:36:15,553 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:36:15,554 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:36:15,554 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_16.csv +2026-05-23 23:36:15,554 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:36:15,555 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:36:15,555 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_16.csv +2026-05-23 23:36:15,555 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:36:15,556 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:36:15,556 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_16.csv +2026-05-23 23:36:15,557 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:36:15,557 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:36:15,557 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_16.csv +2026-05-23 23:36:15,558 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:36:15,558 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:36:15,558 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_16.csv +2026-05-23 23:36:15,559 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:36:15,559 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:36:15,559 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_16.csv +2026-05-23 23:36:15,560 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:36:15,560 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:36:15,560 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_16.csv +2026-05-23 23:36:15,560 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:36:15,561 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:36:15,561 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_16.csv +2026-05-23 23:36:15,561 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:36:15,562 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:36:15,562 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_16.csv +2026-05-23 23:36:15,562 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:36:15,563 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:36:15,563 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_16.csv +2026-05-23 23:36:15,563 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:36:15,564 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:36:15,564 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_16.csv +2026-05-23 23:36:15,564 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:36:15,565 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:36:15,595 - INFO - Removed old checkpoint: checkpoint_epoch_15.pt +2026-05-23 23:36:15,890 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:36:15,895 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:36:15,958 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:36:15,959 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:36:15,960 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:36:15,961 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:36:15,961 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:36:15,962 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:36:15,963 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:36:15,963 - INFO - Epoch 17/50, Learning Rate: 0.000073 +2026-05-23 23:37:27,733 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:37:27,780 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:37:27,822 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:37:27,860 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:37:27,904 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:37:27,944 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:37:28,882 - INFO - Epoch 17/50: +2026-05-23 23:37:28,883 - INFO - Train: loss=2.0202, accuracy_overall=0.9414 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s: accuracy=0.9582 +2026-05-23 23:37:28,883 - INFO - Horizon 0.1s: accuracy=0.9602 +2026-05-23 23:37:28,883 - INFO - Horizon 0.2s: accuracy=0.9548 +2026-05-23 23:37:28,883 - INFO - Horizon 0.3s: accuracy=0.9485 +2026-05-23 23:37:28,883 - INFO - Horizon 0.5s: accuracy=0.9349 +2026-05-23 23:37:28,883 - INFO - Horizon 1.0s: accuracy=0.8921 +2026-05-23 23:37:28,883 - INFO - Val Horizon 0.0s - Overall: loss=0.7853, accuracy=0.9235 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s - Overall F1: 0.9258, Precision: 0.9266, Recall: 0.9264 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:37:28,883 - INFO - Macro F1: 0.9258 +2026-05-23 23:37:28,883 - INFO - Weighted F1: 0.9234 +2026-05-23 23:37:28,883 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9600 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s - Steady F1: 0.9652, Precision: 0.9633, Recall: 0.9679 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:37:28,883 - INFO - Macro F1: 0.9652 +2026-05-23 23:37:28,883 - INFO - Weighted F1: 0.9600 +2026-05-23 23:37:28,883 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7549 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s - Transition F1: 0.7130, Precision: 0.7211, Recall: 0.7175 +2026-05-23 23:37:28,883 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:37:28,883 - INFO - Macro F1: 0.7130 +2026-05-23 23:37:28,883 - INFO - Weighted F1: 0.7572 +2026-05-23 23:37:28,883 - INFO - +2026-05-23 23:37:28,883 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9182 +2026-05-23 23:37:28,883 - INFO - Horizon 0.1s - Overall F1: 0.9210, Precision: 0.9187, Recall: 0.9249 +2026-05-23 23:37:28,883 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.9210 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.9181 +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9525 +2026-05-23 23:37:28,884 - INFO - Horizon 0.1s - Steady F1: 0.9570, Precision: 0.9529, Recall: 0.9625 +2026-05-23 23:37:28,884 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.9570 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.9525 +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7623 +2026-05-23 23:37:28,884 - INFO - Horizon 0.1s - Transition F1: 0.7224, Precision: 0.7174, Recall: 0.7345 +2026-05-23 23:37:28,884 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.7224 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.7638 +2026-05-23 23:37:28,884 - INFO - +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9095 +2026-05-23 23:37:28,884 - INFO - Horizon 0.2s - Overall F1: 0.9109, Precision: 0.9078, Recall: 0.9173 +2026-05-23 23:37:28,884 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.9109 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.9096 +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9460 +2026-05-23 23:37:28,884 - INFO - Horizon 0.2s - Steady F1: 0.9493, Precision: 0.9433, Recall: 0.9575 +2026-05-23 23:37:28,884 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.9493 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.9464 +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7394 +2026-05-23 23:37:28,884 - INFO - Horizon 0.2s - Transition F1: 0.7075, Precision: 0.7064, Recall: 0.7214 +2026-05-23 23:37:28,884 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.7075 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.7414 +2026-05-23 23:37:28,884 - INFO - +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9007 +2026-05-23 23:37:28,884 - INFO - Horizon 0.3s - Overall F1: 0.9013, Precision: 0.8951, Recall: 0.9110 +2026-05-23 23:37:28,884 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.9013 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.9007 +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9368 +2026-05-23 23:37:28,884 - INFO - Horizon 0.3s - Steady F1: 0.9402, Precision: 0.9329, Recall: 0.9500 +2026-05-23 23:37:28,884 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.9402 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.9371 +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7364 +2026-05-23 23:37:28,884 - INFO - Horizon 0.3s - Transition F1: 0.6865, Precision: 0.6730, Recall: 0.7105 +2026-05-23 23:37:28,884 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.6865 +2026-05-23 23:37:28,884 - INFO - Weighted F1: 0.7386 +2026-05-23 23:37:28,884 - INFO - +2026-05-23 23:37:28,884 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8778 +2026-05-23 23:37:28,884 - INFO - Horizon 0.5s - Overall F1: 0.8762, Precision: 0.8714, Recall: 0.8866 +2026-05-23 23:37:28,884 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:37:28,884 - INFO - Macro F1: 0.8762 +2026-05-23 23:37:28,885 - INFO - Weighted F1: 0.8780 +2026-05-23 23:37:28,885 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9145 +2026-05-23 23:37:28,885 - INFO - Horizon 0.5s - Steady F1: 0.9131, Precision: 0.9059, Recall: 0.9250 +2026-05-23 23:37:28,885 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:37:28,885 - INFO - Macro F1: 0.9131 +2026-05-23 23:37:28,885 - INFO - Weighted F1: 0.9150 +2026-05-23 23:37:28,885 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7079 +2026-05-23 23:37:28,885 - INFO - Horizon 0.5s - Transition F1: 0.6636, Precision: 0.6680, Recall: 0.6751 +2026-05-23 23:37:28,885 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:37:28,885 - INFO - Macro F1: 0.6636 +2026-05-23 23:37:28,885 - INFO - Weighted F1: 0.7106 +2026-05-23 23:37:28,885 - INFO - +2026-05-23 23:37:28,885 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8258 +2026-05-23 23:37:28,885 - INFO - Horizon 1.0s - Overall F1: 0.8220, Precision: 0.8166, Recall: 0.8332 +2026-05-23 23:37:28,885 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:37:28,885 - INFO - Macro F1: 0.8220 +2026-05-23 23:37:28,885 - INFO - Weighted F1: 0.8253 +2026-05-23 23:37:28,885 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8707 +2026-05-23 23:37:28,885 - INFO - Horizon 1.0s - Steady F1: 0.8594, Precision: 0.8578, Recall: 0.8691 +2026-05-23 23:37:28,885 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:37:28,885 - INFO - Macro F1: 0.8594 +2026-05-23 23:37:28,885 - INFO - Weighted F1: 0.8707 +2026-05-23 23:37:28,885 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6135 +2026-05-23 23:37:28,885 - INFO - Horizon 1.0s - Transition F1: 0.5654, Precision: 0.5557, Recall: 0.5846 +2026-05-23 23:37:28,885 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:37:28,885 - INFO - Macro F1: 0.5654 +2026-05-23 23:37:28,885 - INFO - Weighted F1: 0.6165 +2026-05-23 23:37:29,118 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_17.pt +2026-05-23 23:37:29,119 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_17.csv +2026-05-23 23:37:29,120 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_17.csv +2026-05-23 23:37:29,120 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_17.csv +2026-05-23 23:37:29,120 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_17.csv +2026-05-23 23:37:29,121 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_17.csv +2026-05-23 23:37:29,121 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_17.csv +2026-05-23 23:37:29,121 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_17.csv +2026-05-23 23:37:29,122 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_17.csv +2026-05-23 23:37:29,122 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_17.csv +2026-05-23 23:37:29,122 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_17.csv +2026-05-23 23:37:29,123 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_17.csv +2026-05-23 23:37:29,123 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_17.csv +2026-05-23 23:37:29,124 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_17.csv +2026-05-23 23:37:29,124 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_17.csv +2026-05-23 23:37:29,124 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_17.csv +2026-05-23 23:37:29,125 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_17.csv +2026-05-23 23:37:29,125 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_17.csv +2026-05-23 23:37:29,125 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_17.csv +2026-05-23 23:37:29,151 - INFO - Removed old checkpoint: checkpoint_epoch_16.pt +2026-05-23 23:37:29,151 - INFO - Epoch 18/50, Learning Rate: 0.000073 +2026-05-23 23:38:40,494 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:38:40,550 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:38:40,594 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:38:40,634 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:38:40,682 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:38:40,736 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:38:41,698 - INFO - Epoch 18/50: +2026-05-23 23:38:41,698 - INFO - Train: loss=2.0242, accuracy_overall=0.9423 +2026-05-23 23:38:41,698 - INFO - Horizon 0.0s: accuracy=0.9568 +2026-05-23 23:38:41,698 - INFO - Horizon 0.1s: accuracy=0.9614 +2026-05-23 23:38:41,698 - INFO - Horizon 0.2s: accuracy=0.9566 +2026-05-23 23:38:41,698 - INFO - Horizon 0.3s: accuracy=0.9557 +2026-05-23 23:38:41,698 - INFO - Horizon 0.5s: accuracy=0.9367 +2026-05-23 23:38:41,698 - INFO - Horizon 1.0s: accuracy=0.8867 +2026-05-23 23:38:41,698 - INFO - Val Horizon 0.0s - Overall: loss=0.7886, accuracy=0.9168 +2026-05-23 23:38:41,698 - INFO - Horizon 0.0s - Overall F1: 0.9215, Precision: 0.9151, Recall: 0.9294 +2026-05-23 23:38:41,698 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:38:41,698 - INFO - Macro F1: 0.9215 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.9168 +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9522 +2026-05-23 23:38:41,699 - INFO - Horizon 0.0s - Steady F1: 0.9605, Precision: 0.9541, Recall: 0.9677 +2026-05-23 23:38:41,699 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.9605 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.9522 +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7537 +2026-05-23 23:38:41,699 - INFO - Horizon 0.0s - Transition F1: 0.7129, Precision: 0.7038, Recall: 0.7374 +2026-05-23 23:38:41,699 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.7129 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.7557 +2026-05-23 23:38:41,699 - INFO - +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9132 +2026-05-23 23:38:41,699 - INFO - Horizon 0.1s - Overall F1: 0.9193, Precision: 0.9122, Recall: 0.9281 +2026-05-23 23:38:41,699 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.9193 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.9132 +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9475 +2026-05-23 23:38:41,699 - INFO - Horizon 0.1s - Steady F1: 0.9553, Precision: 0.9478, Recall: 0.9637 +2026-05-23 23:38:41,699 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.9553 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.9476 +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7573 +2026-05-23 23:38:41,699 - INFO - Horizon 0.1s - Transition F1: 0.7215, Precision: 0.7145, Recall: 0.7481 +2026-05-23 23:38:41,699 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.7215 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.7580 +2026-05-23 23:38:41,699 - INFO - +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9066 +2026-05-23 23:38:41,699 - INFO - Horizon 0.2s - Overall F1: 0.9119, Precision: 0.9058, Recall: 0.9200 +2026-05-23 23:38:41,699 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.9119 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.9065 +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9422 +2026-05-23 23:38:41,699 - INFO - Horizon 0.2s - Steady F1: 0.9495, Precision: 0.9408, Recall: 0.9597 +2026-05-23 23:38:41,699 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.9495 +2026-05-23 23:38:41,699 - INFO - Weighted F1: 0.9423 +2026-05-23 23:38:41,699 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7407 +2026-05-23 23:38:41,699 - INFO - Horizon 0.2s - Transition F1: 0.7221, Precision: 0.7155, Recall: 0.7486 +2026-05-23 23:38:41,699 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:38:41,699 - INFO - Macro F1: 0.7221 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.7424 +2026-05-23 23:38:41,700 - INFO - +2026-05-23 23:38:41,700 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9009 +2026-05-23 23:38:41,700 - INFO - Horizon 0.3s - Overall F1: 0.9046, Precision: 0.8979, Recall: 0.9132 +2026-05-23 23:38:41,700 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.9046 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.9009 +2026-05-23 23:38:41,700 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9367 +2026-05-23 23:38:41,700 - INFO - Horizon 0.3s - Steady F1: 0.9425, Precision: 0.9347, Recall: 0.9520 +2026-05-23 23:38:41,700 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.9425 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.9368 +2026-05-23 23:38:41,700 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7383 +2026-05-23 23:38:41,700 - INFO - Horizon 0.3s - Transition F1: 0.6975, Precision: 0.6868, Recall: 0.7206 +2026-05-23 23:38:41,700 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.6975 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.7399 +2026-05-23 23:38:41,700 - INFO - +2026-05-23 23:38:41,700 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8867 +2026-05-23 23:38:41,700 - INFO - Horizon 0.5s - Overall F1: 0.8887, Precision: 0.8883, Recall: 0.8919 +2026-05-23 23:38:41,700 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.8887 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.8866 +2026-05-23 23:38:41,700 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9246 +2026-05-23 23:38:41,700 - INFO - Horizon 0.5s - Steady F1: 0.9262, Precision: 0.9226, Recall: 0.9327 +2026-05-23 23:38:41,700 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.9262 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.9247 +2026-05-23 23:38:41,700 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7111 +2026-05-23 23:38:41,700 - INFO - Horizon 0.5s - Transition F1: 0.6604, Precision: 0.6780, Recall: 0.6670 +2026-05-23 23:38:41,700 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.6604 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.7123 +2026-05-23 23:38:41,700 - INFO - +2026-05-23 23:38:41,700 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8328 +2026-05-23 23:38:41,700 - INFO - Horizon 1.0s - Overall F1: 0.8313, Precision: 0.8362, Recall: 0.8315 +2026-05-23 23:38:41,700 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:38:41,700 - INFO - Macro F1: 0.8313 +2026-05-23 23:38:41,700 - INFO - Weighted F1: 0.8317 +2026-05-23 23:38:41,700 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8804 +2026-05-23 23:38:41,700 - INFO - Horizon 1.0s - Steady F1: 0.8734, Precision: 0.8802, Recall: 0.8732 +2026-05-23 23:38:41,701 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:38:41,701 - INFO - Macro F1: 0.8734 +2026-05-23 23:38:41,701 - INFO - Weighted F1: 0.8798 +2026-05-23 23:38:41,701 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6083 +2026-05-23 23:38:41,701 - INFO - Horizon 1.0s - Transition F1: 0.5598, Precision: 0.5546, Recall: 0.5773 +2026-05-23 23:38:41,701 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:38:41,701 - INFO - Macro F1: 0.5598 +2026-05-23 23:38:41,701 - INFO - Weighted F1: 0.6114 +2026-05-23 23:38:41,938 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_18.pt +2026-05-23 23:38:41,939 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_18.csv +2026-05-23 23:38:41,939 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_18.csv +2026-05-23 23:38:41,940 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_18.csv +2026-05-23 23:38:41,940 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_18.csv +2026-05-23 23:38:41,940 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_18.csv +2026-05-23 23:38:41,941 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_18.csv +2026-05-23 23:38:41,941 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_18.csv +2026-05-23 23:38:41,941 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_18.csv +2026-05-23 23:38:41,942 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_18.csv +2026-05-23 23:38:41,942 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_18.csv +2026-05-23 23:38:41,942 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_18.csv +2026-05-23 23:38:41,943 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_18.csv +2026-05-23 23:38:41,943 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_18.csv +2026-05-23 23:38:41,944 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_18.csv +2026-05-23 23:38:41,944 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_18.csv +2026-05-23 23:38:41,944 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_18.csv +2026-05-23 23:38:41,945 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_18.csv +2026-05-23 23:38:41,945 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_18.csv +2026-05-23 23:38:41,972 - INFO - Removed old checkpoint: checkpoint_epoch_17.pt +2026-05-23 23:38:41,973 - INFO - Epoch 19/50, Learning Rate: 0.000073 +2026-05-23 23:39:53,193 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:39:53,246 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:39:53,294 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:39:53,341 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:39:53,384 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:39:53,433 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:39:54,488 - INFO - Epoch 19/50: +2026-05-23 23:39:54,488 - INFO - Train: loss=2.0131, accuracy_overall=0.9433 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s: accuracy=0.9616 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s: accuracy=0.9597 +2026-05-23 23:39:54,489 - INFO - Horizon 0.2s: accuracy=0.9568 +2026-05-23 23:39:54,489 - INFO - Horizon 0.3s: accuracy=0.9503 +2026-05-23 23:39:54,489 - INFO - Horizon 0.5s: accuracy=0.9360 +2026-05-23 23:39:54,489 - INFO - Horizon 1.0s: accuracy=0.8951 +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.0s - Overall: loss=0.7788, accuracy=0.9240 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s - Overall F1: 0.9285, Precision: 0.9423, Recall: 0.9172 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.9285 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.9239 +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9578 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s - Steady F1: 0.9649, Precision: 0.9720, Recall: 0.9588 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.9649 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.9578 +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7677 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s - Transition F1: 0.7028, Precision: 0.7781, Recall: 0.6773 +2026-05-23 23:39:54,489 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.7028 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.7669 +2026-05-23 23:39:54,489 - INFO - +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9178 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s - Overall F1: 0.9224, Precision: 0.9365, Recall: 0.9108 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.9224 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.9178 +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9545 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s - Steady F1: 0.9606, Precision: 0.9684, Recall: 0.9542 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.9606 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.9545 +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7509 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s - Transition F1: 0.6870, Precision: 0.7543, Recall: 0.6634 +2026-05-23 23:39:54,489 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.6870 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.7496 +2026-05-23 23:39:54,489 - INFO - +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9126 +2026-05-23 23:39:54,489 - INFO - Horizon 0.2s - Overall F1: 0.9171, Precision: 0.9340, Recall: 0.9037 +2026-05-23 23:39:54,489 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:39:54,489 - INFO - Macro F1: 0.9171 +2026-05-23 23:39:54,489 - INFO - Weighted F1: 0.9124 +2026-05-23 23:39:54,489 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9495 +2026-05-23 23:39:54,489 - INFO - Horizon 0.2s - Steady F1: 0.9559, Precision: 0.9643, Recall: 0.9490 +2026-05-23 23:39:54,489 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.9559 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.9495 +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7407 +2026-05-23 23:39:54,490 - INFO - Horizon 0.2s - Transition F1: 0.7001, Precision: 0.7598, Recall: 0.6801 +2026-05-23 23:39:54,490 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.7001 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.7415 +2026-05-23 23:39:54,490 - INFO - +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9066 +2026-05-23 23:39:54,490 - INFO - Horizon 0.3s - Overall F1: 0.9104, Precision: 0.9289, Recall: 0.8953 +2026-05-23 23:39:54,490 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.9104 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.9064 +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9432 +2026-05-23 23:39:54,490 - INFO - Horizon 0.3s - Steady F1: 0.9486, Precision: 0.9598, Recall: 0.9394 +2026-05-23 23:39:54,490 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.9486 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.9432 +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7402 +2026-05-23 23:39:54,490 - INFO - Horizon 0.3s - Transition F1: 0.6847, Precision: 0.7359, Recall: 0.6635 +2026-05-23 23:39:54,490 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.6847 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.7407 +2026-05-23 23:39:54,490 - INFO - +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8860 +2026-05-23 23:39:54,490 - INFO - Horizon 0.5s - Overall F1: 0.8884, Precision: 0.9142, Recall: 0.8683 +2026-05-23 23:39:54,490 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.8884 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.8856 +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9273 +2026-05-23 23:39:54,490 - INFO - Horizon 0.5s - Steady F1: 0.9297, Precision: 0.9480, Recall: 0.9152 +2026-05-23 23:39:54,490 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.9297 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.9273 +2026-05-23 23:39:54,490 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6944 +2026-05-23 23:39:54,490 - INFO - Horizon 0.5s - Transition F1: 0.6249, Precision: 0.6937, Recall: 0.6026 +2026-05-23 23:39:54,490 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:39:54,490 - INFO - Macro F1: 0.6249 +2026-05-23 23:39:54,490 - INFO - Weighted F1: 0.6947 +2026-05-23 23:39:54,490 - INFO - +2026-05-23 23:39:54,490 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8394 +2026-05-23 23:39:54,490 - INFO - Horizon 1.0s - Overall F1: 0.8394, Precision: 0.8644, Recall: 0.8226 +2026-05-23 23:39:54,491 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:39:54,491 - INFO - Macro F1: 0.8394 +2026-05-23 23:39:54,491 - INFO - Weighted F1: 0.8381 +2026-05-23 23:39:54,491 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8826 +2026-05-23 23:39:54,491 - INFO - Horizon 1.0s - Steady F1: 0.8771, Precision: 0.9059, Recall: 0.8580 +2026-05-23 23:39:54,491 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:39:54,491 - INFO - Macro F1: 0.8771 +2026-05-23 23:39:54,491 - INFO - Weighted F1: 0.8818 +2026-05-23 23:39:54,491 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6357 +2026-05-23 23:39:54,491 - INFO - Horizon 1.0s - Transition F1: 0.5837, Precision: 0.5904, Recall: 0.5928 +2026-05-23 23:39:54,491 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:39:54,491 - INFO - Macro F1: 0.5837 +2026-05-23 23:39:54,491 - INFO - Weighted F1: 0.6367 +2026-05-23 23:39:54,726 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_19.pt +2026-05-23 23:39:54,727 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_19.csv +2026-05-23 23:39:54,728 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_19.csv +2026-05-23 23:39:54,728 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_19.csv +2026-05-23 23:39:54,729 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_19.csv +2026-05-23 23:39:54,729 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_19.csv +2026-05-23 23:39:54,729 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_19.csv +2026-05-23 23:39:54,730 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_19.csv +2026-05-23 23:39:54,730 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_19.csv +2026-05-23 23:39:54,730 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_19.csv +2026-05-23 23:39:54,731 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_19.csv +2026-05-23 23:39:54,731 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_19.csv +2026-05-23 23:39:54,732 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_19.csv +2026-05-23 23:39:54,732 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_19.csv +2026-05-23 23:39:54,732 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_19.csv +2026-05-23 23:39:54,733 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_19.csv +2026-05-23 23:39:54,733 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_19.csv +2026-05-23 23:39:54,733 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_19.csv +2026-05-23 23:39:54,734 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_19.csv +2026-05-23 23:39:54,761 - INFO - Removed old checkpoint: checkpoint_epoch_18.pt +2026-05-23 23:39:54,762 - INFO - Epoch 20/50, Learning Rate: 0.000073 +2026-05-23 23:41:05,613 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:41:05,665 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:41:05,719 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:41:05,769 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:41:05,821 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:41:05,864 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:41:06,887 - INFO - Epoch 20/50: +2026-05-23 23:41:06,887 - INFO - Train: loss=2.0121, accuracy_overall=0.9443 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s: accuracy=0.9614 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s: accuracy=0.9606 +2026-05-23 23:41:06,887 - INFO - Horizon 0.2s: accuracy=0.9613 +2026-05-23 23:41:06,887 - INFO - Horizon 0.3s: accuracy=0.9488 +2026-05-23 23:41:06,887 - INFO - Horizon 0.5s: accuracy=0.9317 +2026-05-23 23:41:06,887 - INFO - Horizon 1.0s: accuracy=0.9022 +2026-05-23 23:41:06,887 - INFO - Val Horizon 0.0s - Overall: loss=0.7649, accuracy=0.9281 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s - Overall F1: 0.9313, Precision: 0.9347, Recall: 0.9285 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:41:06,887 - INFO - Macro F1: 0.9313 +2026-05-23 23:41:06,887 - INFO - Weighted F1: 0.9280 +2026-05-23 23:41:06,887 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9620 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s - Steady F1: 0.9674, Precision: 0.9672, Recall: 0.9680 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:41:06,887 - INFO - Macro F1: 0.9674 +2026-05-23 23:41:06,887 - INFO - Weighted F1: 0.9619 +2026-05-23 23:41:06,887 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7715 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s - Transition F1: 0.7234, Precision: 0.7374, Recall: 0.7130 +2026-05-23 23:41:06,887 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:41:06,887 - INFO - Macro F1: 0.7234 +2026-05-23 23:41:06,887 - INFO - Weighted F1: 0.7724 +2026-05-23 23:41:06,887 - INFO - +2026-05-23 23:41:06,887 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9234 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s - Overall F1: 0.9268, Precision: 0.9299, Recall: 0.9241 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:41:06,887 - INFO - Macro F1: 0.9268 +2026-05-23 23:41:06,887 - INFO - Weighted F1: 0.9234 +2026-05-23 23:41:06,887 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9591 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s - Steady F1: 0.9641, Precision: 0.9637, Recall: 0.9650 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:41:06,887 - INFO - Macro F1: 0.9641 +2026-05-23 23:41:06,887 - INFO - Weighted F1: 0.9591 +2026-05-23 23:41:06,887 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7610 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s - Transition F1: 0.7181, Precision: 0.7271, Recall: 0.7108 +2026-05-23 23:41:06,887 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:41:06,887 - INFO - Macro F1: 0.7181 +2026-05-23 23:41:06,887 - INFO - Weighted F1: 0.7619 +2026-05-23 23:41:06,887 - INFO - +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9151 +2026-05-23 23:41:06,888 - INFO - Horizon 0.2s - Overall F1: 0.9185, Precision: 0.9232, Recall: 0.9148 +2026-05-23 23:41:06,888 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.9185 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.9150 +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9556 +2026-05-23 23:41:06,888 - INFO - Horizon 0.2s - Steady F1: 0.9603, Precision: 0.9596, Recall: 0.9617 +2026-05-23 23:41:06,888 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.9603 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.9556 +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7265 +2026-05-23 23:41:06,888 - INFO - Horizon 0.2s - Transition F1: 0.7018, Precision: 0.7156, Recall: 0.6938 +2026-05-23 23:41:06,888 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.7018 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.7283 +2026-05-23 23:41:06,888 - INFO - +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9120 +2026-05-23 23:41:06,888 - INFO - Horizon 0.3s - Overall F1: 0.9147, Precision: 0.9191, Recall: 0.9111 +2026-05-23 23:41:06,888 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.9147 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.9120 +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9491 +2026-05-23 23:41:06,888 - INFO - Horizon 0.3s - Steady F1: 0.9530, Precision: 0.9543, Recall: 0.9524 +2026-05-23 23:41:06,888 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.9530 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.9492 +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7434 +2026-05-23 23:41:06,888 - INFO - Horizon 0.3s - Transition F1: 0.7043, Precision: 0.7138, Recall: 0.7012 +2026-05-23 23:41:06,888 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.7043 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.7442 +2026-05-23 23:41:06,888 - INFO - +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8940 +2026-05-23 23:41:06,888 - INFO - Horizon 0.5s - Overall F1: 0.8940, Precision: 0.9036, Recall: 0.8856 +2026-05-23 23:41:06,888 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.8940 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.8938 +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9342 +2026-05-23 23:41:06,888 - INFO - Horizon 0.5s - Steady F1: 0.9337, Precision: 0.9389, Recall: 0.9300 +2026-05-23 23:41:06,888 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.9337 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.9342 +2026-05-23 23:41:06,888 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7072 +2026-05-23 23:41:06,888 - INFO - Horizon 0.5s - Transition F1: 0.6451, Precision: 0.6820, Recall: 0.6225 +2026-05-23 23:41:06,888 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.6451 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.7078 +2026-05-23 23:41:06,888 - INFO - +2026-05-23 23:41:06,888 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8423 +2026-05-23 23:41:06,888 - INFO - Horizon 1.0s - Overall F1: 0.8389, Precision: 0.8500, Recall: 0.8319 +2026-05-23 23:41:06,888 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.8389 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.8412 +2026-05-23 23:41:06,888 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8897 +2026-05-23 23:41:06,888 - INFO - Horizon 1.0s - Steady F1: 0.8798, Precision: 0.8937, Recall: 0.8722 +2026-05-23 23:41:06,888 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.8798 +2026-05-23 23:41:06,888 - INFO - Weighted F1: 0.8891 +2026-05-23 23:41:06,888 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6181 +2026-05-23 23:41:06,888 - INFO - Horizon 1.0s - Transition F1: 0.5786, Precision: 0.5784, Recall: 0.5871 +2026-05-23 23:41:06,888 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:41:06,888 - INFO - Macro F1: 0.5786 +2026-05-23 23:41:06,889 - INFO - Weighted F1: 0.6207 +2026-05-23 23:41:07,128 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_20.pt +2026-05-23 23:41:07,129 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_20.csv +2026-05-23 23:41:07,130 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:41:07,130 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:41:07,130 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_20.csv +2026-05-23 23:41:07,131 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:41:07,131 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:41:07,131 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_20.csv +2026-05-23 23:41:07,132 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:41:07,132 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:41:07,132 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_20.csv +2026-05-23 23:41:07,133 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:41:07,133 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:41:07,133 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_20.csv +2026-05-23 23:41:07,134 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:41:07,134 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:41:07,134 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_20.csv +2026-05-23 23:41:07,135 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:41:07,135 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:41:07,135 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_20.csv +2026-05-23 23:41:07,136 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:41:07,136 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:41:07,136 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_20.csv +2026-05-23 23:41:07,137 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:41:07,137 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:41:07,137 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_20.csv +2026-05-23 23:41:07,137 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:41:07,138 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:41:07,138 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_20.csv +2026-05-23 23:41:07,138 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:41:07,139 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:41:07,139 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_20.csv +2026-05-23 23:41:07,139 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:41:07,140 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:41:07,140 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_20.csv +2026-05-23 23:41:07,140 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:41:07,141 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:41:07,141 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_20.csv +2026-05-23 23:41:07,141 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:41:07,142 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:41:07,142 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_20.csv +2026-05-23 23:41:07,142 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:41:07,143 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:41:07,143 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_20.csv +2026-05-23 23:41:07,143 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:41:07,144 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:41:07,144 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_20.csv +2026-05-23 23:41:07,145 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:41:07,145 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:41:07,145 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_20.csv +2026-05-23 23:41:07,146 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:41:07,146 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:41:07,146 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_20.csv +2026-05-23 23:41:07,147 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:41:07,147 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:41:07,173 - INFO - Removed old checkpoint: checkpoint_epoch_19.pt +2026-05-23 23:41:07,514 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:41:07,519 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:41:07,582 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:41:07,583 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:41:07,584 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:41:07,585 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:41:07,585 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:41:07,586 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:41:07,587 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:41:07,587 - INFO - Epoch 21/50, Learning Rate: 0.000066 +2026-05-23 23:42:18,524 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:42:18,578 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:42:18,628 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:42:18,669 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:42:18,709 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:42:18,752 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:42:19,703 - INFO - Epoch 21/50: +2026-05-23 23:42:19,703 - INFO - Train: loss=2.0047, accuracy_overall=0.9472 +2026-05-23 23:42:19,703 - INFO - Horizon 0.0s: accuracy=0.9606 +2026-05-23 23:42:19,704 - INFO - Horizon 0.1s: accuracy=0.9645 +2026-05-23 23:42:19,704 - INFO - Horizon 0.2s: accuracy=0.9571 +2026-05-23 23:42:19,704 - INFO - Horizon 0.3s: accuracy=0.9586 +2026-05-23 23:42:19,704 - INFO - Horizon 0.5s: accuracy=0.9411 +2026-05-23 23:42:19,704 - INFO - Horizon 1.0s: accuracy=0.9011 +2026-05-23 23:42:19,704 - INFO - Val Horizon 0.0s - Overall: loss=0.7692, accuracy=0.9273 +2026-05-23 23:42:19,704 - INFO - Horizon 0.0s - Overall F1: 0.9312, Precision: 0.9373, Recall: 0.9259 +2026-05-23 23:42:19,704 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:42:19,704 - INFO - Macro F1: 0.9312 +2026-05-23 23:42:19,704 - INFO - Weighted F1: 0.9273 +2026-05-23 23:42:19,704 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9623 +2026-05-23 23:42:19,704 - INFO - Horizon 0.0s - Steady F1: 0.9681, Precision: 0.9699, Recall: 0.9666 +2026-05-23 23:42:19,704 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:42:19,704 - INFO - Macro F1: 0.9681 +2026-05-23 23:42:19,704 - INFO - Weighted F1: 0.9623 +2026-05-23 23:42:19,704 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7658 +2026-05-23 23:42:19,704 - INFO - Horizon 0.0s - Transition F1: 0.7127, Precision: 0.7499, Recall: 0.6931 +2026-05-23 23:42:19,704 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:42:19,704 - INFO - Macro F1: 0.7127 +2026-05-23 23:42:19,704 - INFO - Weighted F1: 0.7658 +2026-05-23 23:42:19,704 - INFO - +2026-05-23 23:42:19,704 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9236 +2026-05-23 23:42:19,704 - INFO - Horizon 0.1s - Overall F1: 0.9281, Precision: 0.9333, Recall: 0.9236 +2026-05-23 23:42:19,704 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:42:19,704 - INFO - Macro F1: 0.9281 +2026-05-23 23:42:19,704 - INFO - Weighted F1: 0.9237 +2026-05-23 23:42:19,704 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9581 +2026-05-23 23:42:19,704 - INFO - Horizon 0.1s - Steady F1: 0.9630, Precision: 0.9644, Recall: 0.9621 +2026-05-23 23:42:19,705 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.9630 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.9582 +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7667 +2026-05-23 23:42:19,705 - INFO - Horizon 0.1s - Transition F1: 0.7314, Precision: 0.7542, Recall: 0.7180 +2026-05-23 23:42:19,705 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.7314 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.7678 +2026-05-23 23:42:19,705 - INFO - +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9190 +2026-05-23 23:42:19,705 - INFO - Horizon 0.2s - Overall F1: 0.9222, Precision: 0.9312, Recall: 0.9143 +2026-05-23 23:42:19,705 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.9222 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.9190 +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9543 +2026-05-23 23:42:19,705 - INFO - Horizon 0.2s - Steady F1: 0.9590, Precision: 0.9602, Recall: 0.9585 +2026-05-23 23:42:19,705 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.9590 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.9544 +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7542 +2026-05-23 23:42:19,705 - INFO - Horizon 0.2s - Transition F1: 0.7205, Precision: 0.7513, Recall: 0.7012 +2026-05-23 23:42:19,705 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.7205 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.7562 +2026-05-23 23:42:19,705 - INFO - +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9085 +2026-05-23 23:42:19,705 - INFO - Horizon 0.3s - Overall F1: 0.9106, Precision: 0.9174, Recall: 0.9051 +2026-05-23 23:42:19,705 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.9106 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.9086 +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9444 +2026-05-23 23:42:19,705 - INFO - Horizon 0.3s - Steady F1: 0.9483, Precision: 0.9487, Recall: 0.9490 +2026-05-23 23:42:19,705 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.9483 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.9446 +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7453 +2026-05-23 23:42:19,705 - INFO - Horizon 0.3s - Transition F1: 0.7028, Precision: 0.7205, Recall: 0.6902 +2026-05-23 23:42:19,705 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.7028 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.7469 +2026-05-23 23:42:19,705 - INFO - +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8857 +2026-05-23 23:42:19,705 - INFO - Horizon 0.5s - Overall F1: 0.8869, Precision: 0.8958, Recall: 0.8806 +2026-05-23 23:42:19,705 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.8869 +2026-05-23 23:42:19,705 - INFO - Weighted F1: 0.8859 +2026-05-23 23:42:19,705 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9261 +2026-05-23 23:42:19,705 - INFO - Horizon 0.5s - Steady F1: 0.9267, Precision: 0.9285, Recall: 0.9275 +2026-05-23 23:42:19,705 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:42:19,705 - INFO - Macro F1: 0.9267 +2026-05-23 23:42:19,706 - INFO - Weighted F1: 0.9265 +2026-05-23 23:42:19,706 - INFO - Val Horizon 0.5s - Transition: accuracy=0.6983 +2026-05-23 23:42:19,706 - INFO - Horizon 0.5s - Transition F1: 0.6556, Precision: 0.6889, Recall: 0.6358 +2026-05-23 23:42:19,706 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:42:19,706 - INFO - Macro F1: 0.6556 +2026-05-23 23:42:19,706 - INFO - Weighted F1: 0.6990 +2026-05-23 23:42:19,706 - INFO - +2026-05-23 23:42:19,706 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8348 +2026-05-23 23:42:19,706 - INFO - Horizon 1.0s - Overall F1: 0.8360, Precision: 0.8412, Recall: 0.8357 +2026-05-23 23:42:19,706 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:42:19,706 - INFO - Macro F1: 0.8360 +2026-05-23 23:42:19,706 - INFO - Weighted F1: 0.8350 +2026-05-23 23:42:19,706 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8795 +2026-05-23 23:42:19,706 - INFO - Horizon 1.0s - Steady F1: 0.8738, Precision: 0.8816, Recall: 0.8748 +2026-05-23 23:42:19,706 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:42:19,706 - INFO - Macro F1: 0.8738 +2026-05-23 23:42:19,706 - INFO - Weighted F1: 0.8803 +2026-05-23 23:42:19,706 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6233 +2026-05-23 23:42:19,706 - INFO - Horizon 1.0s - Transition F1: 0.5849, Precision: 0.5827, Recall: 0.5920 +2026-05-23 23:42:19,706 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:42:19,706 - INFO - Macro F1: 0.5849 +2026-05-23 23:42:19,706 - INFO - Weighted F1: 0.6249 +2026-05-23 23:42:19,945 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_21.pt +2026-05-23 23:42:19,947 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_21.csv +2026-05-23 23:42:19,949 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_21.csv +2026-05-23 23:42:19,951 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_21.csv +2026-05-23 23:42:19,951 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_21.csv +2026-05-23 23:42:19,952 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_21.csv +2026-05-23 23:42:19,952 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_21.csv +2026-05-23 23:42:19,953 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_21.csv +2026-05-23 23:42:19,953 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_21.csv +2026-05-23 23:42:19,953 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_21.csv +2026-05-23 23:42:19,954 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_21.csv +2026-05-23 23:42:19,954 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_21.csv +2026-05-23 23:42:19,954 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_21.csv +2026-05-23 23:42:19,955 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_21.csv +2026-05-23 23:42:19,955 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_21.csv +2026-05-23 23:42:19,956 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_21.csv +2026-05-23 23:42:19,956 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_21.csv +2026-05-23 23:42:19,956 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_21.csv +2026-05-23 23:42:19,957 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_21.csv +2026-05-23 23:42:19,982 - INFO - Removed old checkpoint: checkpoint_epoch_20.pt +2026-05-23 23:42:19,982 - INFO - Epoch 22/50, Learning Rate: 0.000066 +2026-05-23 23:43:31,346 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:43:31,400 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:43:31,453 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:43:31,491 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:43:31,545 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:43:31,596 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:43:32,626 - INFO - Epoch 22/50: +2026-05-23 23:43:32,626 - INFO - Train: loss=1.9922, accuracy_overall=0.9471 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s: accuracy=0.9635 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s: accuracy=0.9621 +2026-05-23 23:43:32,627 - INFO - Horizon 0.2s: accuracy=0.9632 +2026-05-23 23:43:32,627 - INFO - Horizon 0.3s: accuracy=0.9533 +2026-05-23 23:43:32,627 - INFO - Horizon 0.5s: accuracy=0.9428 +2026-05-23 23:43:32,627 - INFO - Horizon 1.0s: accuracy=0.8977 +2026-05-23 23:43:32,627 - INFO - Val Horizon 0.0s - Overall: loss=0.7531, accuracy=0.9324 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s - Overall F1: 0.9363, Precision: 0.9389, Recall: 0.9343 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:43:32,627 - INFO - Macro F1: 0.9363 +2026-05-23 23:43:32,627 - INFO - Weighted F1: 0.9323 +2026-05-23 23:43:32,627 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9663 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s - Steady F1: 0.9720, Precision: 0.9723, Recall: 0.9719 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:43:32,627 - INFO - Macro F1: 0.9720 +2026-05-23 23:43:32,627 - INFO - Weighted F1: 0.9663 +2026-05-23 23:43:32,627 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7760 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s - Transition F1: 0.7280, Precision: 0.7416, Recall: 0.7262 +2026-05-23 23:43:32,627 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:43:32,627 - INFO - Macro F1: 0.7280 +2026-05-23 23:43:32,627 - INFO - Weighted F1: 0.7763 +2026-05-23 23:43:32,627 - INFO - +2026-05-23 23:43:32,627 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9286 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s - Overall F1: 0.9338, Precision: 0.9355, Recall: 0.9326 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:43:32,627 - INFO - Macro F1: 0.9338 +2026-05-23 23:43:32,627 - INFO - Weighted F1: 0.9287 +2026-05-23 23:43:32,627 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9642 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s - Steady F1: 0.9695, Precision: 0.9700, Recall: 0.9693 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:43:32,627 - INFO - Macro F1: 0.9695 +2026-05-23 23:43:32,627 - INFO - Weighted F1: 0.9642 +2026-05-23 23:43:32,627 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7667 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s - Transition F1: 0.7376, Precision: 0.7438, Recall: 0.7431 +2026-05-23 23:43:32,627 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:43:32,627 - INFO - Macro F1: 0.7376 +2026-05-23 23:43:32,628 - INFO - Weighted F1: 0.7669 +2026-05-23 23:43:32,628 - INFO - +2026-05-23 23:43:32,628 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9249 +2026-05-23 23:43:32,628 - INFO - Horizon 0.2s - Overall F1: 0.9283, Precision: 0.9326, Recall: 0.9247 +2026-05-23 23:43:32,628 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:43:32,628 - INFO - Macro F1: 0.9283 +2026-05-23 23:43:32,628 - INFO - Weighted F1: 0.9248 +2026-05-23 23:43:32,628 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9615 +2026-05-23 23:43:32,628 - INFO - Horizon 0.2s - Steady F1: 0.9668, Precision: 0.9683, Recall: 0.9657 +2026-05-23 23:43:32,628 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:43:32,628 - INFO - Macro F1: 0.9668 +2026-05-23 23:43:32,628 - INFO - Weighted F1: 0.9615 +2026-05-23 23:43:32,628 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7542 +2026-05-23 23:43:32,628 - INFO - Horizon 0.2s - Transition F1: 0.7193, Precision: 0.7275, Recall: 0.7274 +2026-05-23 23:43:32,628 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:43:32,628 - INFO - Macro F1: 0.7193 +2026-05-23 23:43:32,628 - INFO - Weighted F1: 0.7556 +2026-05-23 23:43:32,628 - INFO - +2026-05-23 23:43:32,628 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9177 +2026-05-23 23:43:32,628 - INFO - Horizon 0.3s - Overall F1: 0.9197, Precision: 0.9256, Recall: 0.9148 +2026-05-23 23:43:32,628 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:43:32,628 - INFO - Macro F1: 0.9197 +2026-05-23 23:43:32,628 - INFO - Weighted F1: 0.9175 +2026-05-23 23:43:32,628 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9554 +2026-05-23 23:43:32,628 - INFO - Horizon 0.3s - Steady F1: 0.9596, Precision: 0.9626, Recall: 0.9572 +2026-05-23 23:43:32,628 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:43:32,628 - INFO - Macro F1: 0.9596 +2026-05-23 23:43:32,628 - INFO - Weighted F1: 0.9554 +2026-05-23 23:43:32,628 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7465 +2026-05-23 23:43:32,628 - INFO - Horizon 0.3s - Transition F1: 0.6953, Precision: 0.6953, Recall: 0.7076 +2026-05-23 23:43:32,628 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:43:32,629 - INFO - Macro F1: 0.6953 +2026-05-23 23:43:32,629 - INFO - Weighted F1: 0.7479 +2026-05-23 23:43:32,629 - INFO - +2026-05-23 23:43:32,629 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9025 +2026-05-23 23:43:32,629 - INFO - Horizon 0.5s - Overall F1: 0.9018, Precision: 0.9118, Recall: 0.8940 +2026-05-23 23:43:32,629 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:43:32,629 - INFO - Macro F1: 0.9018 +2026-05-23 23:43:32,629 - INFO - Weighted F1: 0.9021 +2026-05-23 23:43:32,629 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9414 +2026-05-23 23:43:32,629 - INFO - Horizon 0.5s - Steady F1: 0.9402, Precision: 0.9475, Recall: 0.9343 +2026-05-23 23:43:32,629 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:43:32,629 - INFO - Macro F1: 0.9402 +2026-05-23 23:43:32,629 - INFO - Weighted F1: 0.9414 +2026-05-23 23:43:32,629 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7220 +2026-05-23 23:43:32,629 - INFO - Horizon 0.5s - Transition F1: 0.6784, Precision: 0.6871, Recall: 0.6842 +2026-05-23 23:43:32,629 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:43:32,629 - INFO - Macro F1: 0.6784 +2026-05-23 23:43:32,629 - INFO - Weighted F1: 0.7232 +2026-05-23 23:43:32,629 - INFO - +2026-05-23 23:43:32,629 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8505 +2026-05-23 23:43:32,629 - INFO - Horizon 1.0s - Overall F1: 0.8480, Precision: 0.8600, Recall: 0.8403 +2026-05-23 23:43:32,629 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:43:32,629 - INFO - Macro F1: 0.8480 +2026-05-23 23:43:32,629 - INFO - Weighted F1: 0.8493 +2026-05-23 23:43:32,629 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8945 +2026-05-23 23:43:32,629 - INFO - Horizon 1.0s - Steady F1: 0.8851, Precision: 0.9005, Recall: 0.8753 +2026-05-23 23:43:32,629 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:43:32,629 - INFO - Macro F1: 0.8851 +2026-05-23 23:43:32,629 - INFO - Weighted F1: 0.8938 +2026-05-23 23:43:32,629 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6422 +2026-05-23 23:43:32,629 - INFO - Horizon 1.0s - Transition F1: 0.6020, Precision: 0.6018, Recall: 0.6130 +2026-05-23 23:43:32,630 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:43:32,630 - INFO - Macro F1: 0.6020 +2026-05-23 23:43:32,630 - INFO - Weighted F1: 0.6440 +2026-05-23 23:43:32,867 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_22.pt +2026-05-23 23:43:32,869 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_22.csv +2026-05-23 23:43:32,869 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:43:32,870 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:43:32,870 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_22.csv +2026-05-23 23:43:32,871 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:43:32,871 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:43:32,871 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_22.csv +2026-05-23 23:43:32,872 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:43:32,872 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:43:32,873 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_22.csv +2026-05-23 23:43:32,873 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:43:32,873 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:43:32,874 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_22.csv +2026-05-23 23:43:32,874 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:43:32,875 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:43:32,875 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_22.csv +2026-05-23 23:43:32,876 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:43:32,876 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:43:32,876 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_22.csv +2026-05-23 23:43:32,877 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:43:32,877 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:43:32,877 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_22.csv +2026-05-23 23:43:32,878 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:43:32,878 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:43:32,878 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_22.csv +2026-05-23 23:43:32,879 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:43:32,879 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:43:32,879 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_22.csv +2026-05-23 23:43:32,880 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:43:32,880 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:43:32,880 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_22.csv +2026-05-23 23:43:32,881 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:43:32,881 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:43:32,881 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_22.csv +2026-05-23 23:43:32,882 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:43:32,882 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:43:32,882 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_22.csv +2026-05-23 23:43:32,883 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:43:32,883 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:43:32,883 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_22.csv +2026-05-23 23:43:32,884 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:43:32,884 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:43:32,884 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_22.csv +2026-05-23 23:43:32,884 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:43:32,885 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:43:32,885 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_22.csv +2026-05-23 23:43:32,885 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:43:32,886 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:43:32,886 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_22.csv +2026-05-23 23:43:32,886 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:43:32,887 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:43:32,887 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_22.csv +2026-05-23 23:43:32,887 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:43:32,888 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:43:32,915 - INFO - Removed old checkpoint: checkpoint_epoch_21.pt +2026-05-23 23:43:33,246 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:43:33,252 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:43:33,314 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:43:33,315 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:43:33,316 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:43:33,317 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:43:33,317 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:43:33,318 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:43:33,320 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:43:33,321 - INFO - Epoch 23/50, Learning Rate: 0.000066 +2026-05-23 23:44:32,277 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:44:32,324 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:44:32,371 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:44:32,411 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:44:32,458 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:44:32,506 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:44:33,447 - INFO - Epoch 23/50: +2026-05-23 23:44:33,447 - INFO - Train: loss=1.9909, accuracy_overall=0.9501 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s: accuracy=0.9634 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s: accuracy=0.9616 +2026-05-23 23:44:33,448 - INFO - Horizon 0.2s: accuracy=0.9617 +2026-05-23 23:44:33,448 - INFO - Horizon 0.3s: accuracy=0.9614 +2026-05-23 23:44:33,448 - INFO - Horizon 0.5s: accuracy=0.9445 +2026-05-23 23:44:33,448 - INFO - Horizon 1.0s: accuracy=0.9077 +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.0s - Overall: loss=0.7735, accuracy=0.9222 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s - Overall F1: 0.9293, Precision: 0.9358, Recall: 0.9248 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:44:33,448 - INFO - Macro F1: 0.9293 +2026-05-23 23:44:33,448 - INFO - Weighted F1: 0.9223 +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9596 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s - Steady F1: 0.9686, Precision: 0.9708, Recall: 0.9675 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:44:33,448 - INFO - Macro F1: 0.9686 +2026-05-23 23:44:33,448 - INFO - Weighted F1: 0.9598 +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7492 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s - Transition F1: 0.7091, Precision: 0.7477, Recall: 0.7009 +2026-05-23 23:44:33,448 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:44:33,448 - INFO - Macro F1: 0.7091 +2026-05-23 23:44:33,448 - INFO - Weighted F1: 0.7494 +2026-05-23 23:44:33,448 - INFO - +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9208 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s - Overall F1: 0.9280, Precision: 0.9334, Recall: 0.9246 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:44:33,448 - INFO - Macro F1: 0.9280 +2026-05-23 23:44:33,448 - INFO - Weighted F1: 0.9210 +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9580 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s - Steady F1: 0.9665, Precision: 0.9673, Recall: 0.9669 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:44:33,448 - INFO - Macro F1: 0.9665 +2026-05-23 23:44:33,448 - INFO - Weighted F1: 0.9581 +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7516 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s - Transition F1: 0.7048, Precision: 0.7359, Recall: 0.7019 +2026-05-23 23:44:33,448 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:44:33,448 - INFO - Macro F1: 0.7048 +2026-05-23 23:44:33,448 - INFO - Weighted F1: 0.7525 +2026-05-23 23:44:33,448 - INFO - +2026-05-23 23:44:33,448 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9169 +2026-05-23 23:44:33,448 - INFO - Horizon 0.2s - Overall F1: 0.9244, Precision: 0.9320, Recall: 0.9190 +2026-05-23 23:44:33,449 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.9244 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.9170 +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9549 +2026-05-23 23:44:33,449 - INFO - Horizon 0.2s - Steady F1: 0.9631, Precision: 0.9653, Recall: 0.9627 +2026-05-23 23:44:33,449 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.9631 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.9550 +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7400 +2026-05-23 23:44:33,449 - INFO - Horizon 0.2s - Transition F1: 0.7156, Precision: 0.7443, Recall: 0.7086 +2026-05-23 23:44:33,449 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.7156 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.7419 +2026-05-23 23:44:33,449 - INFO - +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9095 +2026-05-23 23:44:33,449 - INFO - Horizon 0.3s - Overall F1: 0.9150, Precision: 0.9207, Recall: 0.9118 +2026-05-23 23:44:33,449 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.9150 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.9096 +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9476 +2026-05-23 23:44:33,449 - INFO - Horizon 0.3s - Steady F1: 0.9552, Precision: 0.9588, Recall: 0.9536 +2026-05-23 23:44:33,449 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.9552 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.9478 +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7364 +2026-05-23 23:44:33,449 - INFO - Horizon 0.3s - Transition F1: 0.6900, Precision: 0.6945, Recall: 0.7013 +2026-05-23 23:44:33,449 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.6900 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.7367 +2026-05-23 23:44:33,449 - INFO - +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8902 +2026-05-23 23:44:33,449 - INFO - Horizon 0.5s - Overall F1: 0.8942, Precision: 0.9007, Recall: 0.8906 +2026-05-23 23:44:33,449 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.8942 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.8900 +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9295 +2026-05-23 23:44:33,449 - INFO - Horizon 0.5s - Steady F1: 0.9339, Precision: 0.9384, Recall: 0.9324 +2026-05-23 23:44:33,449 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.9339 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.9297 +2026-05-23 23:44:33,449 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7079 +2026-05-23 23:44:33,449 - INFO - Horizon 0.5s - Transition F1: 0.6679, Precision: 0.6740, Recall: 0.6789 +2026-05-23 23:44:33,449 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.6679 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.7103 +2026-05-23 23:44:33,449 - INFO - +2026-05-23 23:44:33,449 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8443 +2026-05-23 23:44:33,449 - INFO - Horizon 1.0s - Overall F1: 0.8426, Precision: 0.8526, Recall: 0.8368 +2026-05-23 23:44:33,449 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.8426 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.8432 +2026-05-23 23:44:33,449 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8900 +2026-05-23 23:44:33,449 - INFO - Horizon 1.0s - Steady F1: 0.8823, Precision: 0.8960, Recall: 0.8760 +2026-05-23 23:44:33,449 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:44:33,449 - INFO - Macro F1: 0.8823 +2026-05-23 23:44:33,449 - INFO - Weighted F1: 0.8893 +2026-05-23 23:44:33,450 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6285 +2026-05-23 23:44:33,450 - INFO - Horizon 1.0s - Transition F1: 0.5988, Precision: 0.5957, Recall: 0.6138 +2026-05-23 23:44:33,450 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:44:33,450 - INFO - Macro F1: 0.5988 +2026-05-23 23:44:33,450 - INFO - Weighted F1: 0.6304 +2026-05-23 23:44:33,664 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_23.pt +2026-05-23 23:44:33,665 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_23.csv +2026-05-23 23:44:33,666 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_23.csv +2026-05-23 23:44:33,666 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_23.csv +2026-05-23 23:44:33,667 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_23.csv +2026-05-23 23:44:33,667 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_23.csv +2026-05-23 23:44:33,668 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_23.csv +2026-05-23 23:44:33,668 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_23.csv +2026-05-23 23:44:33,668 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_23.csv +2026-05-23 23:44:33,669 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_23.csv +2026-05-23 23:44:33,669 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_23.csv +2026-05-23 23:44:33,669 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_23.csv +2026-05-23 23:44:33,670 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_23.csv +2026-05-23 23:44:33,670 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_23.csv +2026-05-23 23:44:33,671 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_23.csv +2026-05-23 23:44:33,671 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_23.csv +2026-05-23 23:44:33,671 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_23.csv +2026-05-23 23:44:33,672 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_23.csv +2026-05-23 23:44:33,672 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_23.csv +2026-05-23 23:44:33,699 - INFO - Removed old checkpoint: checkpoint_epoch_22.pt +2026-05-23 23:44:33,699 - INFO - Epoch 24/50, Learning Rate: 0.000066 +2026-05-23 23:45:39,116 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:45:39,166 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:45:39,206 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:45:39,250 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:45:39,297 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:45:39,359 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:45:40,394 - INFO - Epoch 24/50: +2026-05-23 23:45:40,394 - INFO - Train: loss=1.9840, accuracy_overall=0.9509 +2026-05-23 23:45:40,394 - INFO - Horizon 0.0s: accuracy=0.9663 +2026-05-23 23:45:40,394 - INFO - Horizon 0.1s: accuracy=0.9638 +2026-05-23 23:45:40,394 - INFO - Horizon 0.2s: accuracy=0.9606 +2026-05-23 23:45:40,394 - INFO - Horizon 0.3s: accuracy=0.9564 +2026-05-23 23:45:40,394 - INFO - Horizon 0.5s: accuracy=0.9496 +2026-05-23 23:45:40,394 - INFO - Horizon 1.0s: accuracy=0.9089 +2026-05-23 23:45:40,394 - INFO - Val Horizon 0.0s - Overall: loss=0.7555, accuracy=0.9297 +2026-05-23 23:45:40,394 - INFO - Horizon 0.0s - Overall F1: 0.9342, Precision: 0.9456, Recall: 0.9238 +2026-05-23 23:45:40,394 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:45:40,394 - INFO - Macro F1: 0.9342 +2026-05-23 23:45:40,394 - INFO - Weighted F1: 0.9296 +2026-05-23 23:45:40,394 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9636 +2026-05-23 23:45:40,395 - INFO - Horizon 0.0s - Steady F1: 0.9702, Precision: 0.9746, Recall: 0.9661 +2026-05-23 23:45:40,395 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9702 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9636 +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7728 +2026-05-23 23:45:40,395 - INFO - Horizon 0.0s - Transition F1: 0.7219, Precision: 0.7708, Recall: 0.6922 +2026-05-23 23:45:40,395 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.7219 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.7728 +2026-05-23 23:45:40,395 - INFO - +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9273 +2026-05-23 23:45:40,395 - INFO - Horizon 0.1s - Overall F1: 0.9317, Precision: 0.9426, Recall: 0.9216 +2026-05-23 23:45:40,395 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9317 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9273 +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9637 +2026-05-23 23:45:40,395 - INFO - Horizon 0.1s - Steady F1: 0.9700, Precision: 0.9738, Recall: 0.9667 +2026-05-23 23:45:40,395 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9700 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9637 +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7617 +2026-05-23 23:45:40,395 - INFO - Horizon 0.1s - Transition F1: 0.7126, Precision: 0.7515, Recall: 0.6900 +2026-05-23 23:45:40,395 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.7126 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.7614 +2026-05-23 23:45:40,395 - INFO - +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9213 +2026-05-23 23:45:40,395 - INFO - Horizon 0.2s - Overall F1: 0.9260, Precision: 0.9415, Recall: 0.9118 +2026-05-23 23:45:40,395 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9260 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9211 +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9609 +2026-05-23 23:45:40,395 - INFO - Horizon 0.2s - Steady F1: 0.9672, Precision: 0.9727, Recall: 0.9622 +2026-05-23 23:45:40,395 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9672 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9610 +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7362 +2026-05-23 23:45:40,395 - INFO - Horizon 0.2s - Transition F1: 0.7061, Precision: 0.7502, Recall: 0.6759 +2026-05-23 23:45:40,395 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.7061 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.7375 +2026-05-23 23:45:40,395 - INFO - +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9168 +2026-05-23 23:45:40,395 - INFO - Horizon 0.3s - Overall F1: 0.9195, Precision: 0.9341, Recall: 0.9063 +2026-05-23 23:45:40,395 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9195 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9168 +2026-05-23 23:45:40,395 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9556 +2026-05-23 23:45:40,395 - INFO - Horizon 0.3s - Steady F1: 0.9612, Precision: 0.9688, Recall: 0.9545 +2026-05-23 23:45:40,395 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:45:40,395 - INFO - Macro F1: 0.9612 +2026-05-23 23:45:40,395 - INFO - Weighted F1: 0.9557 +2026-05-23 23:45:40,396 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7402 +2026-05-23 23:45:40,396 - INFO - Horizon 0.3s - Transition F1: 0.6832, Precision: 0.7146, Recall: 0.6608 +2026-05-23 23:45:40,396 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.6832 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.7409 +2026-05-23 23:45:40,396 - INFO - +2026-05-23 23:45:40,396 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9009 +2026-05-23 23:45:40,396 - INFO - Horizon 0.5s - Overall F1: 0.9021, Precision: 0.9205, Recall: 0.8856 +2026-05-23 23:45:40,396 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.9021 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.9009 +2026-05-23 23:45:40,396 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9394 +2026-05-23 23:45:40,396 - INFO - Horizon 0.5s - Steady F1: 0.9411, Precision: 0.9524, Recall: 0.9314 +2026-05-23 23:45:40,396 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.9411 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.9394 +2026-05-23 23:45:40,396 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7226 +2026-05-23 23:45:40,396 - INFO - Horizon 0.5s - Transition F1: 0.6614, Precision: 0.7170, Recall: 0.6271 +2026-05-23 23:45:40,396 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.6614 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.7220 +2026-05-23 23:45:40,396 - INFO - +2026-05-23 23:45:40,396 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8512 +2026-05-23 23:45:40,396 - INFO - Horizon 1.0s - Overall F1: 0.8500, Precision: 0.8746, Recall: 0.8308 +2026-05-23 23:45:40,396 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.8500 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.8505 +2026-05-23 23:45:40,396 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8952 +2026-05-23 23:45:40,396 - INFO - Horizon 1.0s - Steady F1: 0.8888, Precision: 0.9142, Recall: 0.8711 +2026-05-23 23:45:40,396 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.8888 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.8948 +2026-05-23 23:45:40,396 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6435 +2026-05-23 23:45:40,396 - INFO - Horizon 1.0s - Transition F1: 0.5905, Precision: 0.6124, Recall: 0.5807 +2026-05-23 23:45:40,396 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:45:40,396 - INFO - Macro F1: 0.5905 +2026-05-23 23:45:40,396 - INFO - Weighted F1: 0.6447 +2026-05-23 23:45:40,613 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_24.pt +2026-05-23 23:45:40,614 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_24.csv +2026-05-23 23:45:40,614 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_24.csv +2026-05-23 23:45:40,615 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_24.csv +2026-05-23 23:45:40,615 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_24.csv +2026-05-23 23:45:40,615 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_24.csv +2026-05-23 23:45:40,616 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_24.csv +2026-05-23 23:45:40,616 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_24.csv +2026-05-23 23:45:40,616 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_24.csv +2026-05-23 23:45:40,617 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_24.csv +2026-05-23 23:45:40,617 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_24.csv +2026-05-23 23:45:40,618 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_24.csv +2026-05-23 23:45:40,618 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_24.csv +2026-05-23 23:45:40,618 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_24.csv +2026-05-23 23:45:40,619 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_24.csv +2026-05-23 23:45:40,619 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_24.csv +2026-05-23 23:45:40,619 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_24.csv +2026-05-23 23:45:40,620 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_24.csv +2026-05-23 23:45:40,620 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_24.csv +2026-05-23 23:45:40,646 - INFO - Removed old checkpoint: checkpoint_epoch_23.pt +2026-05-23 23:45:40,647 - INFO - Epoch 25/50, Learning Rate: 0.000066 +2026-05-23 23:46:45,841 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:46:45,886 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:46:45,927 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:46:45,967 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:46:46,007 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:46:46,052 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:46:47,172 - INFO - Epoch 25/50: +2026-05-23 23:46:47,172 - INFO - Train: loss=1.9889, accuracy_overall=0.9488 +2026-05-23 23:46:47,172 - INFO - Horizon 0.0s: accuracy=0.9618 +2026-05-23 23:46:47,172 - INFO - Horizon 0.1s: accuracy=0.9643 +2026-05-23 23:46:47,172 - INFO - Horizon 0.2s: accuracy=0.9598 +2026-05-23 23:46:47,172 - INFO - Horizon 0.3s: accuracy=0.9522 +2026-05-23 23:46:47,172 - INFO - Horizon 0.5s: accuracy=0.9450 +2026-05-23 23:46:47,172 - INFO - Horizon 1.0s: accuracy=0.9094 +2026-05-23 23:46:47,172 - INFO - Val Horizon 0.0s - Overall: loss=0.7650, accuracy=0.9286 +2026-05-23 23:46:47,172 - INFO - Horizon 0.0s - Overall F1: 0.9332, Precision: 0.9458, Recall: 0.9227 +2026-05-23 23:46:47,172 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:46:47,172 - INFO - Macro F1: 0.9332 +2026-05-23 23:46:47,172 - INFO - Weighted F1: 0.9285 +2026-05-23 23:46:47,172 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9624 +2026-05-23 23:46:47,172 - INFO - Horizon 0.0s - Steady F1: 0.9694, Precision: 0.9765, Recall: 0.9634 +2026-05-23 23:46:47,172 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:46:47,172 - INFO - Macro F1: 0.9694 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.9624 +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7728 +2026-05-23 23:46:47,173 - INFO - Horizon 0.0s - Transition F1: 0.7195, Precision: 0.7712, Recall: 0.6976 +2026-05-23 23:46:47,173 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.7195 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.7728 +2026-05-23 23:46:47,173 - INFO - +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9244 +2026-05-23 23:46:47,173 - INFO - Horizon 0.1s - Overall F1: 0.9289, Precision: 0.9398, Recall: 0.9199 +2026-05-23 23:46:47,173 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.9289 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.9243 +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9597 +2026-05-23 23:46:47,173 - INFO - Horizon 0.1s - Steady F1: 0.9667, Precision: 0.9722, Recall: 0.9623 +2026-05-23 23:46:47,173 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.9667 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.9596 +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7642 +2026-05-23 23:46:47,173 - INFO - Horizon 0.1s - Transition F1: 0.7057, Precision: 0.7495, Recall: 0.6915 +2026-05-23 23:46:47,173 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.7057 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.7647 +2026-05-23 23:46:47,173 - INFO - +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9194 +2026-05-23 23:46:47,173 - INFO - Horizon 0.2s - Overall F1: 0.9246, Precision: 0.9373, Recall: 0.9140 +2026-05-23 23:46:47,173 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.9246 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.9193 +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9547 +2026-05-23 23:46:47,173 - INFO - Horizon 0.2s - Steady F1: 0.9620, Precision: 0.9688, Recall: 0.9565 +2026-05-23 23:46:47,173 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.9620 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.9547 +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7548 +2026-05-23 23:46:47,173 - INFO - Horizon 0.2s - Transition F1: 0.7255, Precision: 0.7524, Recall: 0.7135 +2026-05-23 23:46:47,173 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.7255 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.7570 +2026-05-23 23:46:47,173 - INFO - +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9110 +2026-05-23 23:46:47,173 - INFO - Horizon 0.3s - Overall F1: 0.9144, Precision: 0.9248, Recall: 0.9062 +2026-05-23 23:46:47,173 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:46:47,173 - INFO - Macro F1: 0.9144 +2026-05-23 23:46:47,173 - INFO - Weighted F1: 0.9108 +2026-05-23 23:46:47,173 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9475 +2026-05-23 23:46:47,174 - INFO - Horizon 0.3s - Steady F1: 0.9532, Precision: 0.9613, Recall: 0.9467 +2026-05-23 23:46:47,174 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:46:47,174 - INFO - Macro F1: 0.9532 +2026-05-23 23:46:47,174 - INFO - Weighted F1: 0.9474 +2026-05-23 23:46:47,174 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7453 +2026-05-23 23:46:47,174 - INFO - Horizon 0.3s - Transition F1: 0.6916, Precision: 0.7058, Recall: 0.6912 +2026-05-23 23:46:47,174 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:46:47,174 - INFO - Macro F1: 0.6916 +2026-05-23 23:46:47,174 - INFO - Weighted F1: 0.7452 +2026-05-23 23:46:47,174 - INFO - +2026-05-23 23:46:47,174 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8958 +2026-05-23 23:46:47,174 - INFO - Horizon 0.5s - Overall F1: 0.8976, Precision: 0.9147, Recall: 0.8840 +2026-05-23 23:46:47,174 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:46:47,174 - INFO - Macro F1: 0.8976 +2026-05-23 23:46:47,174 - INFO - Weighted F1: 0.8953 +2026-05-23 23:46:47,174 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9334 +2026-05-23 23:46:47,174 - INFO - Horizon 0.5s - Steady F1: 0.9351, Precision: 0.9501, Recall: 0.9230 +2026-05-23 23:46:47,174 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:46:47,174 - INFO - Macro F1: 0.9351 +2026-05-23 23:46:47,174 - INFO - Weighted F1: 0.9331 +2026-05-23 23:46:47,174 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7213 +2026-05-23 23:46:47,174 - INFO - Horizon 0.5s - Transition F1: 0.6714, Precision: 0.6986, Recall: 0.6646 +2026-05-23 23:46:47,174 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:46:47,174 - INFO - Macro F1: 0.6714 +2026-05-23 23:46:47,174 - INFO - Weighted F1: 0.7223 +2026-05-23 23:46:47,174 - INFO - +2026-05-23 23:46:47,174 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8450 +2026-05-23 23:46:47,174 - INFO - Horizon 1.0s - Overall F1: 0.8409, Precision: 0.8616, Recall: 0.8274 +2026-05-23 23:46:47,174 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:46:47,174 - INFO - Macro F1: 0.8409 +2026-05-23 23:46:47,175 - INFO - Weighted F1: 0.8429 +2026-05-23 23:46:47,175 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8912 +2026-05-23 23:46:47,175 - INFO - Horizon 1.0s - Steady F1: 0.8821, Precision: 0.9057, Recall: 0.8661 +2026-05-23 23:46:47,175 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:46:47,175 - INFO - Macro F1: 0.8821 +2026-05-23 23:46:47,175 - INFO - Weighted F1: 0.8899 +2026-05-23 23:46:47,175 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6265 +2026-05-23 23:46:47,175 - INFO - Horizon 1.0s - Transition F1: 0.5875, Precision: 0.5942, Recall: 0.5957 +2026-05-23 23:46:47,175 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:46:47,175 - INFO - Macro F1: 0.5875 +2026-05-23 23:46:47,175 - INFO - Weighted F1: 0.6283 +2026-05-23 23:46:47,390 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_25.pt +2026-05-23 23:46:47,391 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_25.csv +2026-05-23 23:46:47,392 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_25.csv +2026-05-23 23:46:47,392 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_25.csv +2026-05-23 23:46:47,392 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_25.csv +2026-05-23 23:46:47,393 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_25.csv +2026-05-23 23:46:47,393 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_25.csv +2026-05-23 23:46:47,394 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_25.csv +2026-05-23 23:46:47,394 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_25.csv +2026-05-23 23:46:47,394 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_25.csv +2026-05-23 23:46:47,395 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_25.csv +2026-05-23 23:46:47,395 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_25.csv +2026-05-23 23:46:47,395 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_25.csv +2026-05-23 23:46:47,396 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_25.csv +2026-05-23 23:46:47,396 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_25.csv +2026-05-23 23:46:47,397 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_25.csv +2026-05-23 23:46:47,397 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_25.csv +2026-05-23 23:46:47,397 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_25.csv +2026-05-23 23:46:47,398 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_25.csv +2026-05-23 23:46:47,422 - INFO - Removed old checkpoint: checkpoint_epoch_24.pt +2026-05-23 23:46:47,423 - INFO - Epoch 26/50, Learning Rate: 0.000059 +2026-05-23 23:47:52,450 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:47:52,492 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:47:52,539 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:47:52,582 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:47:52,626 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:47:52,672 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:47:53,606 - INFO - Epoch 26/50: +2026-05-23 23:47:53,607 - INFO - Train: loss=1.9762, accuracy_overall=0.9546 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s: accuracy=0.9644 +2026-05-23 23:47:53,607 - INFO - Horizon 0.1s: accuracy=0.9671 +2026-05-23 23:47:53,607 - INFO - Horizon 0.2s: accuracy=0.9649 +2026-05-23 23:47:53,607 - INFO - Horizon 0.3s: accuracy=0.9596 +2026-05-23 23:47:53,607 - INFO - Horizon 0.5s: accuracy=0.9529 +2026-05-23 23:47:53,607 - INFO - Horizon 1.0s: accuracy=0.9186 +2026-05-23 23:47:53,607 - INFO - Val Horizon 0.0s - Overall: loss=0.7531, accuracy=0.9358 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s - Overall F1: 0.9409, Precision: 0.9473, Recall: 0.9353 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:47:53,607 - INFO - Macro F1: 0.9409 +2026-05-23 23:47:53,607 - INFO - Weighted F1: 0.9357 +2026-05-23 23:47:53,607 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9683 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s - Steady F1: 0.9747, Precision: 0.9773, Recall: 0.9723 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:47:53,607 - INFO - Macro F1: 0.9747 +2026-05-23 23:47:53,607 - INFO - Weighted F1: 0.9684 +2026-05-23 23:47:53,607 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7856 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s - Transition F1: 0.7518, Precision: 0.7737, Recall: 0.7400 +2026-05-23 23:47:53,607 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:47:53,607 - INFO - Macro F1: 0.7518 +2026-05-23 23:47:53,607 - INFO - Weighted F1: 0.7872 +2026-05-23 23:47:53,607 - INFO - +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9317 +2026-05-23 23:47:53,608 - INFO - Horizon 0.1s - Overall F1: 0.9363, Precision: 0.9420, Recall: 0.9314 +2026-05-23 23:47:53,608 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.9363 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.9316 +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9662 +2026-05-23 23:47:53,608 - INFO - Horizon 0.1s - Steady F1: 0.9723, Precision: 0.9754, Recall: 0.9695 +2026-05-23 23:47:53,608 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.9723 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.9662 +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7749 +2026-05-23 23:47:53,608 - INFO - Horizon 0.1s - Transition F1: 0.7420, Precision: 0.7484, Recall: 0.7460 +2026-05-23 23:47:53,608 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.7420 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.7767 +2026-05-23 23:47:53,608 - INFO - +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9267 +2026-05-23 23:47:53,608 - INFO - Horizon 0.2s - Overall F1: 0.9305, Precision: 0.9383, Recall: 0.9239 +2026-05-23 23:47:53,608 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.9305 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.9265 +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9634 +2026-05-23 23:47:53,608 - INFO - Horizon 0.2s - Steady F1: 0.9689, Precision: 0.9727, Recall: 0.9654 +2026-05-23 23:47:53,608 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.9689 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.9635 +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7555 +2026-05-23 23:47:53,608 - INFO - Horizon 0.2s - Transition F1: 0.7327, Precision: 0.7413, Recall: 0.7326 +2026-05-23 23:47:53,608 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.7327 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.7576 +2026-05-23 23:47:53,608 - INFO - +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9198 +2026-05-23 23:47:53,608 - INFO - Horizon 0.3s - Overall F1: 0.9223, Precision: 0.9299, Recall: 0.9156 +2026-05-23 23:47:53,608 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.9223 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.9195 +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9572 +2026-05-23 23:47:53,608 - INFO - Horizon 0.3s - Steady F1: 0.9627, Precision: 0.9678, Recall: 0.9578 +2026-05-23 23:47:53,608 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:47:53,608 - INFO - Macro F1: 0.9627 +2026-05-23 23:47:53,608 - INFO - Weighted F1: 0.9572 +2026-05-23 23:47:53,608 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7497 +2026-05-23 23:47:53,608 - INFO - Horizon 0.3s - Transition F1: 0.7096, Precision: 0.7174, Recall: 0.7122 +2026-05-23 23:47:53,609 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.7096 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.7503 +2026-05-23 23:47:53,609 - INFO - +2026-05-23 23:47:53,609 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9012 +2026-05-23 23:47:53,609 - INFO - Horizon 0.5s - Overall F1: 0.9034, Precision: 0.9145, Recall: 0.8940 +2026-05-23 23:47:53,609 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.9034 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.9008 +2026-05-23 23:47:53,609 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9407 +2026-05-23 23:47:53,609 - INFO - Horizon 0.5s - Steady F1: 0.9417, Precision: 0.9518, Recall: 0.9327 +2026-05-23 23:47:53,609 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.9417 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.9406 +2026-05-23 23:47:53,609 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7181 +2026-05-23 23:47:53,609 - INFO - Horizon 0.5s - Transition F1: 0.6788, Precision: 0.6930, Recall: 0.6807 +2026-05-23 23:47:53,609 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.6788 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.7197 +2026-05-23 23:47:53,609 - INFO - +2026-05-23 23:47:53,609 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8515 +2026-05-23 23:47:53,609 - INFO - Horizon 1.0s - Overall F1: 0.8494, Precision: 0.8635, Recall: 0.8391 +2026-05-23 23:47:53,609 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.8494 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.8501 +2026-05-23 23:47:53,609 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8974 +2026-05-23 23:47:53,609 - INFO - Horizon 1.0s - Steady F1: 0.8893, Precision: 0.9055, Recall: 0.8779 +2026-05-23 23:47:53,609 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.8893 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.8966 +2026-05-23 23:47:53,609 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6344 +2026-05-23 23:47:53,609 - INFO - Horizon 1.0s - Transition F1: 0.5866, Precision: 0.5940, Recall: 0.5907 +2026-05-23 23:47:53,609 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:47:53,609 - INFO - Macro F1: 0.5866 +2026-05-23 23:47:53,609 - INFO - Weighted F1: 0.6361 +2026-05-23 23:47:53,817 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_26.pt +2026-05-23 23:47:53,818 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_26.csv +2026-05-23 23:47:53,819 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:47:53,819 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:47:53,819 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_26.csv +2026-05-23 23:47:53,820 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:47:53,820 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:47:53,820 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_26.csv +2026-05-23 23:47:53,820 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:47:53,821 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:47:53,821 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_26.csv +2026-05-23 23:47:53,821 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:47:53,822 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:47:53,822 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_26.csv +2026-05-23 23:47:53,822 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:47:53,823 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:47:53,823 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_26.csv +2026-05-23 23:47:53,823 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:47:53,823 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:47:53,824 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_26.csv +2026-05-23 23:47:53,824 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:47:53,824 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:47:53,825 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_26.csv +2026-05-23 23:47:53,825 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:47:53,825 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:47:53,826 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_26.csv +2026-05-23 23:47:53,826 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:47:53,826 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:47:53,827 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_26.csv +2026-05-23 23:47:53,827 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:47:53,827 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:47:53,828 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_26.csv +2026-05-23 23:47:53,828 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:47:53,828 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:47:53,829 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_26.csv +2026-05-23 23:47:53,829 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:47:53,829 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:47:53,830 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_26.csv +2026-05-23 23:47:53,830 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:47:53,830 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:47:53,830 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_26.csv +2026-05-23 23:47:53,831 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:47:53,831 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:47:53,831 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_26.csv +2026-05-23 23:47:53,832 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:47:53,832 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:47:53,832 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_26.csv +2026-05-23 23:47:53,833 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:47:53,850 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:47:53,850 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_26.csv +2026-05-23 23:47:53,851 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:47:53,851 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:47:53,852 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_26.csv +2026-05-23 23:47:53,852 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:47:53,852 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:47:53,876 - INFO - Removed old checkpoint: checkpoint_epoch_25.pt +2026-05-23 23:47:54,166 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:47:54,172 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:47:54,233 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:47:54,233 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:47:54,234 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:47:54,235 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:47:54,235 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:47:54,236 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:47:54,237 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:47:54,237 - INFO - Epoch 27/50, Learning Rate: 0.000059 +2026-05-23 23:48:58,873 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:48:58,918 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:48:58,958 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:48:58,994 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:48:59,035 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:48:59,080 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:49:00,018 - INFO - Epoch 27/50: +2026-05-23 23:49:00,019 - INFO - Train: loss=1.9818, accuracy_overall=0.9565 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s: accuracy=0.9631 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s: accuracy=0.9698 +2026-05-23 23:49:00,019 - INFO - Horizon 0.2s: accuracy=0.9696 +2026-05-23 23:49:00,019 - INFO - Horizon 0.3s: accuracy=0.9622 +2026-05-23 23:49:00,019 - INFO - Horizon 0.5s: accuracy=0.9536 +2026-05-23 23:49:00,019 - INFO - Horizon 1.0s: accuracy=0.9208 +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.0s - Overall: loss=0.7573, accuracy=0.9325 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s - Overall F1: 0.9370, Precision: 0.9428, Recall: 0.9319 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:49:00,019 - INFO - Macro F1: 0.9370 +2026-05-23 23:49:00,019 - INFO - Weighted F1: 0.9326 +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9667 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s - Steady F1: 0.9724, Precision: 0.9749, Recall: 0.9702 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:49:00,019 - INFO - Macro F1: 0.9724 +2026-05-23 23:49:00,019 - INFO - Weighted F1: 0.9667 +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7747 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s - Transition F1: 0.7264, Precision: 0.7628, Recall: 0.7072 +2026-05-23 23:49:00,019 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:49:00,019 - INFO - Macro F1: 0.7264 +2026-05-23 23:49:00,019 - INFO - Weighted F1: 0.7728 +2026-05-23 23:49:00,019 - INFO - +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9289 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s - Overall F1: 0.9346, Precision: 0.9404, Recall: 0.9295 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:49:00,019 - INFO - Macro F1: 0.9346 +2026-05-23 23:49:00,019 - INFO - Weighted F1: 0.9290 +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9633 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s - Steady F1: 0.9691, Precision: 0.9719, Recall: 0.9667 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:49:00,019 - INFO - Macro F1: 0.9691 +2026-05-23 23:49:00,019 - INFO - Weighted F1: 0.9633 +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7724 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s - Transition F1: 0.7418, Precision: 0.7740, Recall: 0.7303 +2026-05-23 23:49:00,019 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:49:00,019 - INFO - Macro F1: 0.7418 +2026-05-23 23:49:00,019 - INFO - Weighted F1: 0.7712 +2026-05-23 23:49:00,019 - INFO - +2026-05-23 23:49:00,019 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9233 +2026-05-23 23:49:00,020 - INFO - Horizon 0.2s - Overall F1: 0.9274, Precision: 0.9377, Recall: 0.9185 +2026-05-23 23:49:00,020 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.9274 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.9233 +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9607 +2026-05-23 23:49:00,020 - INFO - Horizon 0.2s - Steady F1: 0.9666, Precision: 0.9701, Recall: 0.9636 +2026-05-23 23:49:00,020 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.9666 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.9607 +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7490 +2026-05-23 23:49:00,020 - INFO - Horizon 0.2s - Transition F1: 0.7122, Precision: 0.7439, Recall: 0.6978 +2026-05-23 23:49:00,020 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.7122 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.7494 +2026-05-23 23:49:00,020 - INFO - +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9186 +2026-05-23 23:49:00,020 - INFO - Horizon 0.3s - Overall F1: 0.9222, Precision: 0.9305, Recall: 0.9149 +2026-05-23 23:49:00,020 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.9222 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.9186 +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9556 +2026-05-23 23:49:00,020 - INFO - Horizon 0.3s - Steady F1: 0.9611, Precision: 0.9649, Recall: 0.9578 +2026-05-23 23:49:00,020 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.9611 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.9557 +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7503 +2026-05-23 23:49:00,020 - INFO - Horizon 0.3s - Transition F1: 0.7066, Precision: 0.7210, Recall: 0.7013 +2026-05-23 23:49:00,020 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.7066 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.7506 +2026-05-23 23:49:00,020 - INFO - +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9012 +2026-05-23 23:49:00,020 - INFO - Horizon 0.5s - Overall F1: 0.9032, Precision: 0.9143, Recall: 0.8945 +2026-05-23 23:49:00,020 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.9032 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.9010 +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9384 +2026-05-23 23:49:00,020 - INFO - Horizon 0.5s - Steady F1: 0.9402, Precision: 0.9481, Recall: 0.9340 +2026-05-23 23:49:00,020 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.9402 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.9385 +2026-05-23 23:49:00,020 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7290 +2026-05-23 23:49:00,020 - INFO - Horizon 0.5s - Transition F1: 0.6937, Precision: 0.7060, Recall: 0.6943 +2026-05-23 23:49:00,020 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:49:00,020 - INFO - Macro F1: 0.6937 +2026-05-23 23:49:00,020 - INFO - Weighted F1: 0.7293 +2026-05-23 23:49:00,020 - INFO - +2026-05-23 23:49:00,020 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8534 +2026-05-23 23:49:00,021 - INFO - Horizon 1.0s - Overall F1: 0.8528, Precision: 0.8661, Recall: 0.8431 +2026-05-23 23:49:00,021 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:49:00,021 - INFO - Macro F1: 0.8528 +2026-05-23 23:49:00,021 - INFO - Weighted F1: 0.8530 +2026-05-23 23:49:00,021 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8973 +2026-05-23 23:49:00,021 - INFO - Horizon 1.0s - Steady F1: 0.8909, Precision: 0.9076, Recall: 0.8801 +2026-05-23 23:49:00,021 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:49:00,021 - INFO - Macro F1: 0.8909 +2026-05-23 23:49:00,021 - INFO - Weighted F1: 0.8971 +2026-05-23 23:49:00,021 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6461 +2026-05-23 23:49:00,021 - INFO - Horizon 1.0s - Transition F1: 0.5992, Precision: 0.5986, Recall: 0.6065 +2026-05-23 23:49:00,021 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:49:00,021 - INFO - Macro F1: 0.5992 +2026-05-23 23:49:00,021 - INFO - Weighted F1: 0.6472 +2026-05-23 23:49:00,239 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_27.pt +2026-05-23 23:49:00,240 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_27.csv +2026-05-23 23:49:00,240 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_27.csv +2026-05-23 23:49:00,241 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_27.csv +2026-05-23 23:49:00,241 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_27.csv +2026-05-23 23:49:00,241 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_27.csv +2026-05-23 23:49:00,242 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_27.csv +2026-05-23 23:49:00,242 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_27.csv +2026-05-23 23:49:00,242 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_27.csv +2026-05-23 23:49:00,243 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_27.csv +2026-05-23 23:49:00,243 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_27.csv +2026-05-23 23:49:00,243 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_27.csv +2026-05-23 23:49:00,244 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_27.csv +2026-05-23 23:49:00,244 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_27.csv +2026-05-23 23:49:00,244 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_27.csv +2026-05-23 23:49:00,245 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_27.csv +2026-05-23 23:49:00,245 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_27.csv +2026-05-23 23:49:00,246 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_27.csv +2026-05-23 23:49:00,246 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_27.csv +2026-05-23 23:49:00,269 - INFO - Removed old checkpoint: checkpoint_epoch_26.pt +2026-05-23 23:49:00,269 - INFO - Epoch 28/50, Learning Rate: 0.000059 +2026-05-23 23:50:05,100 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:50:05,151 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:50:05,197 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:50:05,235 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:50:05,284 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:50:05,330 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:50:06,245 - INFO - Epoch 28/50: +2026-05-23 23:50:06,246 - INFO - Train: loss=1.9698, accuracy_overall=0.9554 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s: accuracy=0.9664 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s: accuracy=0.9709 +2026-05-23 23:50:06,246 - INFO - Horizon 0.2s: accuracy=0.9694 +2026-05-23 23:50:06,246 - INFO - Horizon 0.3s: accuracy=0.9600 +2026-05-23 23:50:06,246 - INFO - Horizon 0.5s: accuracy=0.9501 +2026-05-23 23:50:06,246 - INFO - Horizon 1.0s: accuracy=0.9157 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.0s - Overall: loss=0.7498, accuracy=0.9357 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s - Overall F1: 0.9384, Precision: 0.9398, Recall: 0.9374 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.9384 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.9356 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9697 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s - Steady F1: 0.9740, Precision: 0.9749, Recall: 0.9734 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.9740 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.9697 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7786 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s - Transition F1: 0.7432, Precision: 0.7436, Recall: 0.7494 +2026-05-23 23:50:06,246 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.7432 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.7793 +2026-05-23 23:50:06,246 - INFO - +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9305 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s - Overall F1: 0.9334, Precision: 0.9337, Recall: 0.9336 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.9334 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.9304 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9666 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s - Steady F1: 0.9708, Precision: 0.9715, Recall: 0.9703 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.9708 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.9666 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7661 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s - Transition F1: 0.7345, Precision: 0.7293, Recall: 0.7490 +2026-05-23 23:50:06,246 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.7345 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.7667 +2026-05-23 23:50:06,246 - INFO - +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9258 +2026-05-23 23:50:06,246 - INFO - Horizon 0.2s - Overall F1: 0.9283, Precision: 0.9319, Recall: 0.9257 +2026-05-23 23:50:06,246 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.9283 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.9257 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9630 +2026-05-23 23:50:06,246 - INFO - Horizon 0.2s - Steady F1: 0.9668, Precision: 0.9684, Recall: 0.9655 +2026-05-23 23:50:06,246 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:50:06,246 - INFO - Macro F1: 0.9668 +2026-05-23 23:50:06,246 - INFO - Weighted F1: 0.9630 +2026-05-23 23:50:06,246 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7523 +2026-05-23 23:50:06,247 - INFO - Horizon 0.2s - Transition F1: 0.7328, Precision: 0.7383, Recall: 0.7379 +2026-05-23 23:50:06,247 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.7328 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.7539 +2026-05-23 23:50:06,247 - INFO - +2026-05-23 23:50:06,247 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9206 +2026-05-23 23:50:06,247 - INFO - Horizon 0.3s - Overall F1: 0.9217, Precision: 0.9251, Recall: 0.9193 +2026-05-23 23:50:06,247 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.9217 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.9205 +2026-05-23 23:50:06,247 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9572 +2026-05-23 23:50:06,247 - INFO - Horizon 0.3s - Steady F1: 0.9597, Precision: 0.9614, Recall: 0.9583 +2026-05-23 23:50:06,247 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.9597 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.9572 +2026-05-23 23:50:06,247 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7541 +2026-05-23 23:50:06,247 - INFO - Horizon 0.3s - Transition F1: 0.7177, Precision: 0.7272, Recall: 0.7176 +2026-05-23 23:50:06,247 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.7177 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.7548 +2026-05-23 23:50:06,247 - INFO - +2026-05-23 23:50:06,247 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9039 +2026-05-23 23:50:06,247 - INFO - Horizon 0.5s - Overall F1: 0.9030, Precision: 0.9095, Recall: 0.8981 +2026-05-23 23:50:06,247 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.9030 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.9037 +2026-05-23 23:50:06,247 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9434 +2026-05-23 23:50:06,247 - INFO - Horizon 0.5s - Steady F1: 0.9419, Precision: 0.9475, Recall: 0.9376 +2026-05-23 23:50:06,247 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.9419 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.9433 +2026-05-23 23:50:06,247 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7207 +2026-05-23 23:50:06,247 - INFO - Horizon 0.5s - Transition F1: 0.6764, Precision: 0.6893, Recall: 0.6760 +2026-05-23 23:50:06,247 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.6764 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.7211 +2026-05-23 23:50:06,247 - INFO - +2026-05-23 23:50:06,247 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8564 +2026-05-23 23:50:06,247 - INFO - Horizon 1.0s - Overall F1: 0.8523, Precision: 0.8646, Recall: 0.8438 +2026-05-23 23:50:06,247 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.8523 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.8554 +2026-05-23 23:50:06,247 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9018 +2026-05-23 23:50:06,247 - INFO - Horizon 1.0s - Steady F1: 0.8915, Precision: 0.9055, Recall: 0.8831 +2026-05-23 23:50:06,247 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.8915 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.9013 +2026-05-23 23:50:06,247 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6415 +2026-05-23 23:50:06,247 - INFO - Horizon 1.0s - Transition F1: 0.5915, Precision: 0.5986, Recall: 0.5953 +2026-05-23 23:50:06,247 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:50:06,247 - INFO - Macro F1: 0.5915 +2026-05-23 23:50:06,247 - INFO - Weighted F1: 0.6434 +2026-05-23 23:50:06,456 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_28.pt +2026-05-23 23:50:06,457 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_28.csv +2026-05-23 23:50:06,457 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_28.csv +2026-05-23 23:50:06,458 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_28.csv +2026-05-23 23:50:06,458 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_28.csv +2026-05-23 23:50:06,459 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_28.csv +2026-05-23 23:50:06,459 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_28.csv +2026-05-23 23:50:06,459 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_28.csv +2026-05-23 23:50:06,460 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_28.csv +2026-05-23 23:50:06,460 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_28.csv +2026-05-23 23:50:06,460 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_28.csv +2026-05-23 23:50:06,461 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_28.csv +2026-05-23 23:50:06,461 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_28.csv +2026-05-23 23:50:06,461 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_28.csv +2026-05-23 23:50:06,462 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_28.csv +2026-05-23 23:50:06,462 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_28.csv +2026-05-23 23:50:06,462 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_28.csv +2026-05-23 23:50:06,463 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_28.csv +2026-05-23 23:50:06,463 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_28.csv +2026-05-23 23:50:06,486 - INFO - Removed old checkpoint: checkpoint_epoch_27.pt +2026-05-23 23:50:06,487 - INFO - Epoch 29/50, Learning Rate: 0.000059 +2026-05-23 23:51:11,046 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:51:11,098 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:51:11,146 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:51:11,186 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:51:11,227 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:51:11,274 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:51:12,191 - INFO - Epoch 29/50: +2026-05-23 23:51:12,192 - INFO - Train: loss=1.9686, accuracy_overall=0.9563 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s: accuracy=0.9677 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s: accuracy=0.9685 +2026-05-23 23:51:12,192 - INFO - Horizon 0.2s: accuracy=0.9656 +2026-05-23 23:51:12,192 - INFO - Horizon 0.3s: accuracy=0.9619 +2026-05-23 23:51:12,192 - INFO - Horizon 0.5s: accuracy=0.9550 +2026-05-23 23:51:12,192 - INFO - Horizon 1.0s: accuracy=0.9193 +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.0s - Overall: loss=0.7546, accuracy=0.9357 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s - Overall F1: 0.9390, Precision: 0.9471, Recall: 0.9317 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.9390 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.9356 +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9688 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s - Steady F1: 0.9741, Precision: 0.9776, Recall: 0.9708 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.9741 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.9688 +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7830 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s - Transition F1: 0.7303, Precision: 0.7593, Recall: 0.7141 +2026-05-23 23:51:12,192 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.7303 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.7836 +2026-05-23 23:51:12,192 - INFO - +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9337 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s - Overall F1: 0.9362, Precision: 0.9465, Recall: 0.9269 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.9362 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.9336 +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9683 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s - Steady F1: 0.9723, Precision: 0.9762, Recall: 0.9686 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.9723 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.9683 +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7768 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s - Transition F1: 0.7308, Precision: 0.7643, Recall: 0.7132 +2026-05-23 23:51:12,192 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.7308 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.7778 +2026-05-23 23:51:12,192 - INFO - +2026-05-23 23:51:12,192 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9252 +2026-05-23 23:51:12,192 - INFO - Horizon 0.2s - Overall F1: 0.9273, Precision: 0.9418, Recall: 0.9154 +2026-05-23 23:51:12,192 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:51:12,192 - INFO - Macro F1: 0.9273 +2026-05-23 23:51:12,192 - INFO - Weighted F1: 0.9249 +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9632 +2026-05-23 23:51:12,193 - INFO - Horizon 0.2s - Steady F1: 0.9666, Precision: 0.9728, Recall: 0.9608 +2026-05-23 23:51:12,193 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.9666 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.9632 +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7484 +2026-05-23 23:51:12,193 - INFO - Horizon 0.2s - Transition F1: 0.7191, Precision: 0.7617, Recall: 0.7013 +2026-05-23 23:51:12,193 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.7191 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.7495 +2026-05-23 23:51:12,193 - INFO - +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9161 +2026-05-23 23:51:12,193 - INFO - Horizon 0.3s - Overall F1: 0.9164, Precision: 0.9287, Recall: 0.9064 +2026-05-23 23:51:12,193 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.9164 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.9158 +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9562 +2026-05-23 23:51:12,193 - INFO - Horizon 0.3s - Steady F1: 0.9583, Precision: 0.9656, Recall: 0.9518 +2026-05-23 23:51:12,193 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.9583 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.9562 +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7339 +2026-05-23 23:51:12,193 - INFO - Horizon 0.3s - Transition F1: 0.6932, Precision: 0.7166, Recall: 0.6872 +2026-05-23 23:51:12,193 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.6932 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.7348 +2026-05-23 23:51:12,193 - INFO - +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9019 +2026-05-23 23:51:12,193 - INFO - Horizon 0.5s - Overall F1: 0.9021, Precision: 0.9173, Recall: 0.8894 +2026-05-23 23:51:12,193 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.9021 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.9016 +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9416 +2026-05-23 23:51:12,193 - INFO - Horizon 0.5s - Steady F1: 0.9401, Precision: 0.9508, Recall: 0.9310 +2026-05-23 23:51:12,193 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.9401 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.9415 +2026-05-23 23:51:12,193 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7181 +2026-05-23 23:51:12,193 - INFO - Horizon 0.5s - Transition F1: 0.6781, Precision: 0.7148, Recall: 0.6593 +2026-05-23 23:51:12,193 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.6781 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.7188 +2026-05-23 23:51:12,193 - INFO - +2026-05-23 23:51:12,193 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8508 +2026-05-23 23:51:12,193 - INFO - Horizon 1.0s - Overall F1: 0.8475, Precision: 0.8628, Recall: 0.8366 +2026-05-23 23:51:12,193 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:51:12,193 - INFO - Macro F1: 0.8475 +2026-05-23 23:51:12,193 - INFO - Weighted F1: 0.8499 +2026-05-23 23:51:12,193 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8967 +2026-05-23 23:51:12,193 - INFO - Horizon 1.0s - Steady F1: 0.8871, Precision: 0.9039, Recall: 0.8757 +2026-05-23 23:51:12,194 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:51:12,194 - INFO - Macro F1: 0.8871 +2026-05-23 23:51:12,194 - INFO - Weighted F1: 0.8962 +2026-05-23 23:51:12,194 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6337 +2026-05-23 23:51:12,194 - INFO - Horizon 1.0s - Transition F1: 0.5925, Precision: 0.6085, Recall: 0.5896 +2026-05-23 23:51:12,194 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:51:12,194 - INFO - Macro F1: 0.5925 +2026-05-23 23:51:12,194 - INFO - Weighted F1: 0.6348 +2026-05-23 23:51:12,402 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_29.pt +2026-05-23 23:51:12,403 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_29.csv +2026-05-23 23:51:12,403 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_29.csv +2026-05-23 23:51:12,404 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_29.csv +2026-05-23 23:51:12,404 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_29.csv +2026-05-23 23:51:12,405 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_29.csv +2026-05-23 23:51:12,405 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_29.csv +2026-05-23 23:51:12,405 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_29.csv +2026-05-23 23:51:12,406 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_29.csv +2026-05-23 23:51:12,406 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_29.csv +2026-05-23 23:51:12,406 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_29.csv +2026-05-23 23:51:12,407 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_29.csv +2026-05-23 23:51:12,407 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_29.csv +2026-05-23 23:51:12,407 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_29.csv +2026-05-23 23:51:12,408 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_29.csv +2026-05-23 23:51:12,408 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_29.csv +2026-05-23 23:51:12,408 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_29.csv +2026-05-23 23:51:12,409 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_29.csv +2026-05-23 23:51:12,409 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_29.csv +2026-05-23 23:51:12,433 - INFO - Removed old checkpoint: checkpoint_epoch_28.pt +2026-05-23 23:51:12,434 - INFO - Epoch 30/50, Learning Rate: 0.000059 +2026-05-23 23:52:17,228 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:52:17,272 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:52:17,318 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:52:17,358 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:52:17,403 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:52:17,445 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:52:18,389 - INFO - Epoch 30/50: +2026-05-23 23:52:18,389 - INFO - Train: loss=1.9646, accuracy_overall=0.9582 +2026-05-23 23:52:18,389 - INFO - Horizon 0.0s: accuracy=0.9653 +2026-05-23 23:52:18,389 - INFO - Horizon 0.1s: accuracy=0.9714 +2026-05-23 23:52:18,389 - INFO - Horizon 0.2s: accuracy=0.9709 +2026-05-23 23:52:18,389 - INFO - Horizon 0.3s: accuracy=0.9663 +2026-05-23 23:52:18,389 - INFO - Horizon 0.5s: accuracy=0.9533 +2026-05-23 23:52:18,389 - INFO - Horizon 1.0s: accuracy=0.9222 +2026-05-23 23:52:18,389 - INFO - Val Horizon 0.0s - Overall: loss=0.7621, accuracy=0.9333 +2026-05-23 23:52:18,390 - INFO - Horizon 0.0s - Overall F1: 0.9386, Precision: 0.9452, Recall: 0.9325 +2026-05-23 23:52:18,390 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.9386 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.9332 +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9671 +2026-05-23 23:52:18,390 - INFO - Horizon 0.0s - Steady F1: 0.9752, Precision: 0.9778, Recall: 0.9728 +2026-05-23 23:52:18,390 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.9752 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.9671 +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7773 +2026-05-23 23:52:18,390 - INFO - Horizon 0.0s - Transition F1: 0.7315, Precision: 0.7597, Recall: 0.7135 +2026-05-23 23:52:18,390 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.7315 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.7778 +2026-05-23 23:52:18,390 - INFO - +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9270 +2026-05-23 23:52:18,390 - INFO - Horizon 0.1s - Overall F1: 0.9316, Precision: 0.9363, Recall: 0.9277 +2026-05-23 23:52:18,390 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.9316 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.9269 +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9629 +2026-05-23 23:52:18,390 - INFO - Horizon 0.1s - Steady F1: 0.9706, Precision: 0.9723, Recall: 0.9690 +2026-05-23 23:52:18,390 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.9706 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.9628 +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7642 +2026-05-23 23:52:18,390 - INFO - Horizon 0.1s - Transition F1: 0.7181, Precision: 0.7355, Recall: 0.7162 +2026-05-23 23:52:18,390 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.7181 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.7645 +2026-05-23 23:52:18,390 - INFO - +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9214 +2026-05-23 23:52:18,390 - INFO - Horizon 0.2s - Overall F1: 0.9261, Precision: 0.9349, Recall: 0.9190 +2026-05-23 23:52:18,390 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:52:18,390 - INFO - Macro F1: 0.9261 +2026-05-23 23:52:18,390 - INFO - Weighted F1: 0.9210 +2026-05-23 23:52:18,390 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9601 +2026-05-23 23:52:18,391 - INFO - Horizon 0.2s - Steady F1: 0.9670, Precision: 0.9697, Recall: 0.9644 +2026-05-23 23:52:18,391 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.9670 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.9601 +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7407 +2026-05-23 23:52:18,391 - INFO - Horizon 0.2s - Transition F1: 0.7132, Precision: 0.7405, Recall: 0.7056 +2026-05-23 23:52:18,391 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.7132 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.7416 +2026-05-23 23:52:18,391 - INFO - +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9159 +2026-05-23 23:52:18,391 - INFO - Horizon 0.3s - Overall F1: 0.9191, Precision: 0.9273, Recall: 0.9124 +2026-05-23 23:52:18,391 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.9191 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.9157 +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9548 +2026-05-23 23:52:18,391 - INFO - Horizon 0.3s - Steady F1: 0.9606, Precision: 0.9656, Recall: 0.9559 +2026-05-23 23:52:18,391 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.9606 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.9548 +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7390 +2026-05-23 23:52:18,391 - INFO - Horizon 0.3s - Transition F1: 0.6973, Precision: 0.7142, Recall: 0.6949 +2026-05-23 23:52:18,391 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.6973 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.7396 +2026-05-23 23:52:18,391 - INFO - +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9008 +2026-05-23 23:52:18,391 - INFO - Horizon 0.5s - Overall F1: 0.9024, Precision: 0.9150, Recall: 0.8923 +2026-05-23 23:52:18,391 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.9024 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.9003 +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9389 +2026-05-23 23:52:18,391 - INFO - Horizon 0.5s - Steady F1: 0.9391, Precision: 0.9514, Recall: 0.9285 +2026-05-23 23:52:18,391 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.9391 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.9388 +2026-05-23 23:52:18,391 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7239 +2026-05-23 23:52:18,391 - INFO - Horizon 0.5s - Transition F1: 0.6917, Precision: 0.7137, Recall: 0.6894 +2026-05-23 23:52:18,391 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:52:18,391 - INFO - Macro F1: 0.6917 +2026-05-23 23:52:18,391 - INFO - Weighted F1: 0.7239 +2026-05-23 23:52:18,391 - INFO - +2026-05-23 23:52:18,391 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8523 +2026-05-23 23:52:18,391 - INFO - Horizon 1.0s - Overall F1: 0.8503, Precision: 0.8650, Recall: 0.8398 +2026-05-23 23:52:18,391 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:52:18,392 - INFO - Macro F1: 0.8503 +2026-05-23 23:52:18,392 - INFO - Weighted F1: 0.8512 +2026-05-23 23:52:18,392 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8991 +2026-05-23 23:52:18,392 - INFO - Horizon 1.0s - Steady F1: 0.8917, Precision: 0.9076, Recall: 0.8802 +2026-05-23 23:52:18,392 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:52:18,392 - INFO - Macro F1: 0.8917 +2026-05-23 23:52:18,392 - INFO - Weighted F1: 0.8985 +2026-05-23 23:52:18,392 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6311 +2026-05-23 23:52:18,392 - INFO - Horizon 1.0s - Transition F1: 0.5791, Precision: 0.5879, Recall: 0.5837 +2026-05-23 23:52:18,392 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:52:18,392 - INFO - Macro F1: 0.5791 +2026-05-23 23:52:18,392 - INFO - Weighted F1: 0.6326 +2026-05-23 23:52:18,610 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_30.pt +2026-05-23 23:52:18,611 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_30.csv +2026-05-23 23:52:18,612 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_30.csv +2026-05-23 23:52:18,612 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_30.csv +2026-05-23 23:52:18,612 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_30.csv +2026-05-23 23:52:18,613 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_30.csv +2026-05-23 23:52:18,613 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_30.csv +2026-05-23 23:52:18,613 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_30.csv +2026-05-23 23:52:18,614 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_30.csv +2026-05-23 23:52:18,614 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_30.csv +2026-05-23 23:52:18,615 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_30.csv +2026-05-23 23:52:18,615 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_30.csv +2026-05-23 23:52:18,615 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_30.csv +2026-05-23 23:52:18,616 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_30.csv +2026-05-23 23:52:18,616 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_30.csv +2026-05-23 23:52:18,616 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_30.csv +2026-05-23 23:52:18,617 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_30.csv +2026-05-23 23:52:18,617 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_30.csv +2026-05-23 23:52:18,617 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_30.csv +2026-05-23 23:52:18,641 - INFO - Removed old checkpoint: checkpoint_epoch_29.pt +2026-05-23 23:52:18,641 - INFO - Epoch 31/50, Learning Rate: 0.000053 +2026-05-23 23:53:23,187 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:53:23,234 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:53:23,283 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:53:23,321 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:53:23,363 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:53:23,405 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:53:24,325 - INFO - Epoch 31/50: +2026-05-23 23:53:24,326 - INFO - Train: loss=1.9617, accuracy_overall=0.9603 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s: accuracy=0.9715 +2026-05-23 23:53:24,326 - INFO - Horizon 0.1s: accuracy=0.9738 +2026-05-23 23:53:24,326 - INFO - Horizon 0.2s: accuracy=0.9695 +2026-05-23 23:53:24,326 - INFO - Horizon 0.3s: accuracy=0.9663 +2026-05-23 23:53:24,326 - INFO - Horizon 0.5s: accuracy=0.9591 +2026-05-23 23:53:24,326 - INFO - Horizon 1.0s: accuracy=0.9214 +2026-05-23 23:53:24,326 - INFO - Val Horizon 0.0s - Overall: loss=0.7550, accuracy=0.9324 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s - Overall F1: 0.9360, Precision: 0.9396, Recall: 0.9335 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:53:24,326 - INFO - Macro F1: 0.9360 +2026-05-23 23:53:24,326 - INFO - Weighted F1: 0.9323 +2026-05-23 23:53:24,326 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9674 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s - Steady F1: 0.9740, Precision: 0.9747, Recall: 0.9735 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:53:24,326 - INFO - Macro F1: 0.9740 +2026-05-23 23:53:24,326 - INFO - Weighted F1: 0.9674 +2026-05-23 23:53:24,326 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7709 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s - Transition F1: 0.7181, Precision: 0.7350, Recall: 0.7187 +2026-05-23 23:53:24,326 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:53:24,326 - INFO - Macro F1: 0.7181 +2026-05-23 23:53:24,326 - INFO - Weighted F1: 0.7719 +2026-05-23 23:53:24,327 - INFO - +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9295 +2026-05-23 23:53:24,327 - INFO - Horizon 0.1s - Overall F1: 0.9336, Precision: 0.9363, Recall: 0.9319 +2026-05-23 23:53:24,327 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.9336 +2026-05-23 23:53:24,327 - INFO - Weighted F1: 0.9294 +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9630 +2026-05-23 23:53:24,327 - INFO - Horizon 0.1s - Steady F1: 0.9683, Precision: 0.9684, Recall: 0.9686 +2026-05-23 23:53:24,327 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.9683 +2026-05-23 23:53:24,327 - INFO - Weighted F1: 0.9630 +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7774 +2026-05-23 23:53:24,327 - INFO - Horizon 0.1s - Transition F1: 0.7410, Precision: 0.7558, Recall: 0.7440 +2026-05-23 23:53:24,327 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.7410 +2026-05-23 23:53:24,327 - INFO - Weighted F1: 0.7776 +2026-05-23 23:53:24,327 - INFO - +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9235 +2026-05-23 23:53:24,327 - INFO - Horizon 0.2s - Overall F1: 0.9264, Precision: 0.9324, Recall: 0.9221 +2026-05-23 23:53:24,327 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.9264 +2026-05-23 23:53:24,327 - INFO - Weighted F1: 0.9233 +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9593 +2026-05-23 23:53:24,327 - INFO - Horizon 0.2s - Steady F1: 0.9638, Precision: 0.9664, Recall: 0.9617 +2026-05-23 23:53:24,327 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.9638 +2026-05-23 23:53:24,327 - INFO - Weighted F1: 0.9593 +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7568 +2026-05-23 23:53:24,327 - INFO - Horizon 0.2s - Transition F1: 0.7319, Precision: 0.7541, Recall: 0.7320 +2026-05-23 23:53:24,327 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.7319 +2026-05-23 23:53:24,327 - INFO - Weighted F1: 0.7578 +2026-05-23 23:53:24,327 - INFO - +2026-05-23 23:53:24,327 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9172 +2026-05-23 23:53:24,327 - INFO - Horizon 0.3s - Overall F1: 0.9193, Precision: 0.9248, Recall: 0.9154 +2026-05-23 23:53:24,327 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:53:24,327 - INFO - Macro F1: 0.9193 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.9170 +2026-05-23 23:53:24,328 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9544 +2026-05-23 23:53:24,328 - INFO - Horizon 0.3s - Steady F1: 0.9581, Precision: 0.9616, Recall: 0.9552 +2026-05-23 23:53:24,328 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.9581 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.9544 +2026-05-23 23:53:24,328 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7478 +2026-05-23 23:53:24,328 - INFO - Horizon 0.3s - Transition F1: 0.7080, Precision: 0.7271, Recall: 0.7096 +2026-05-23 23:53:24,328 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.7080 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.7482 +2026-05-23 23:53:24,328 - INFO - +2026-05-23 23:53:24,328 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9026 +2026-05-23 23:53:24,328 - INFO - Horizon 0.5s - Overall F1: 0.9015, Precision: 0.9125, Recall: 0.8935 +2026-05-23 23:53:24,328 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.9015 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.9021 +2026-05-23 23:53:24,328 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9414 +2026-05-23 23:53:24,328 - INFO - Horizon 0.5s - Steady F1: 0.9393, Precision: 0.9477, Recall: 0.9326 +2026-05-23 23:53:24,328 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.9393 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.9412 +2026-05-23 23:53:24,328 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7226 +2026-05-23 23:53:24,328 - INFO - Horizon 0.5s - Transition F1: 0.6780, Precision: 0.7093, Recall: 0.6727 +2026-05-23 23:53:24,328 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.6780 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.7227 +2026-05-23 23:53:24,328 - INFO - +2026-05-23 23:53:24,328 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8508 +2026-05-23 23:53:24,328 - INFO - Horizon 1.0s - Overall F1: 0.8445, Precision: 0.8656, Recall: 0.8299 +2026-05-23 23:53:24,328 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.8445 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.8490 +2026-05-23 23:53:24,328 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8987 +2026-05-23 23:53:24,328 - INFO - Horizon 1.0s - Steady F1: 0.8858, Precision: 0.9070, Recall: 0.8710 +2026-05-23 23:53:24,328 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.8858 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.8975 +2026-05-23 23:53:24,328 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6246 +2026-05-23 23:53:24,328 - INFO - Horizon 1.0s - Transition F1: 0.5739, Precision: 0.6063, Recall: 0.5684 +2026-05-23 23:53:24,328 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:53:24,328 - INFO - Macro F1: 0.5739 +2026-05-23 23:53:24,328 - INFO - Weighted F1: 0.6240 +2026-05-23 23:53:24,554 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_31.pt +2026-05-23 23:53:24,555 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_31.csv +2026-05-23 23:53:24,556 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_31.csv +2026-05-23 23:53:24,556 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_31.csv +2026-05-23 23:53:24,557 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_31.csv +2026-05-23 23:53:24,557 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_31.csv +2026-05-23 23:53:24,557 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_31.csv +2026-05-23 23:53:24,558 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_31.csv +2026-05-23 23:53:24,558 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_31.csv +2026-05-23 23:53:24,559 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_31.csv +2026-05-23 23:53:24,559 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_31.csv +2026-05-23 23:53:24,559 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_31.csv +2026-05-23 23:53:24,560 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_31.csv +2026-05-23 23:53:24,560 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_31.csv +2026-05-23 23:53:24,560 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_31.csv +2026-05-23 23:53:24,561 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_31.csv +2026-05-23 23:53:24,561 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_31.csv +2026-05-23 23:53:24,561 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_31.csv +2026-05-23 23:53:24,562 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_31.csv +2026-05-23 23:53:24,588 - INFO - Removed old checkpoint: checkpoint_epoch_30.pt +2026-05-23 23:53:24,589 - INFO - Epoch 32/50, Learning Rate: 0.000053 +2026-05-23 23:54:28,907 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:54:28,960 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:54:29,009 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:54:29,051 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:54:29,098 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:54:29,140 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:54:30,062 - INFO - Epoch 32/50: +2026-05-23 23:54:30,062 - INFO - Train: loss=1.9603, accuracy_overall=0.9590 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s: accuracy=0.9673 +2026-05-23 23:54:30,062 - INFO - Horizon 0.1s: accuracy=0.9748 +2026-05-23 23:54:30,062 - INFO - Horizon 0.2s: accuracy=0.9672 +2026-05-23 23:54:30,062 - INFO - Horizon 0.3s: accuracy=0.9686 +2026-05-23 23:54:30,062 - INFO - Horizon 0.5s: accuracy=0.9525 +2026-05-23 23:54:30,062 - INFO - Horizon 1.0s: accuracy=0.9235 +2026-05-23 23:54:30,062 - INFO - Val Horizon 0.0s - Overall: loss=0.7554, accuracy=0.9340 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s - Overall F1: 0.9381, Precision: 0.9465, Recall: 0.9307 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:54:30,062 - INFO - Macro F1: 0.9381 +2026-05-23 23:54:30,062 - INFO - Weighted F1: 0.9340 +2026-05-23 23:54:30,062 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9665 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s - Steady F1: 0.9724, Precision: 0.9765, Recall: 0.9687 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:54:30,062 - INFO - Macro F1: 0.9724 +2026-05-23 23:54:30,062 - INFO - Weighted F1: 0.9666 +2026-05-23 23:54:30,062 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7837 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s - Transition F1: 0.7397, Precision: 0.7746, Recall: 0.7224 +2026-05-23 23:54:30,062 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:54:30,062 - INFO - Macro F1: 0.7397 +2026-05-23 23:54:30,062 - INFO - Weighted F1: 0.7836 +2026-05-23 23:54:30,063 - INFO - +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9308 +2026-05-23 23:54:30,063 - INFO - Horizon 0.1s - Overall F1: 0.9354, Precision: 0.9419, Recall: 0.9297 +2026-05-23 23:54:30,063 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.9354 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.9308 +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9655 +2026-05-23 23:54:30,063 - INFO - Horizon 0.1s - Steady F1: 0.9714, Precision: 0.9745, Recall: 0.9687 +2026-05-23 23:54:30,063 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.9714 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.9655 +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7730 +2026-05-23 23:54:30,063 - INFO - Horizon 0.1s - Transition F1: 0.7385, Precision: 0.7624, Recall: 0.7314 +2026-05-23 23:54:30,063 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.7385 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.7730 +2026-05-23 23:54:30,063 - INFO - +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9248 +2026-05-23 23:54:30,063 - INFO - Horizon 0.2s - Overall F1: 0.9286, Precision: 0.9398, Recall: 0.9190 +2026-05-23 23:54:30,063 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.9286 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.9246 +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9608 +2026-05-23 23:54:30,063 - INFO - Horizon 0.2s - Steady F1: 0.9655, Precision: 0.9704, Recall: 0.9610 +2026-05-23 23:54:30,063 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.9655 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.9608 +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7568 +2026-05-23 23:54:30,063 - INFO - Horizon 0.2s - Transition F1: 0.7243, Precision: 0.7570, Recall: 0.7096 +2026-05-23 23:54:30,063 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.7243 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.7581 +2026-05-23 23:54:30,063 - INFO - +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9187 +2026-05-23 23:54:30,063 - INFO - Horizon 0.3s - Overall F1: 0.9211, Precision: 0.9284, Recall: 0.9152 +2026-05-23 23:54:30,063 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.9211 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.9187 +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9549 +2026-05-23 23:54:30,063 - INFO - Horizon 0.3s - Steady F1: 0.9584, Precision: 0.9631, Recall: 0.9544 +2026-05-23 23:54:30,063 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.9584 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.9550 +2026-05-23 23:54:30,063 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7541 +2026-05-23 23:54:30,063 - INFO - Horizon 0.3s - Transition F1: 0.7129, Precision: 0.7219, Recall: 0.7159 +2026-05-23 23:54:30,063 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:54:30,063 - INFO - Macro F1: 0.7129 +2026-05-23 23:54:30,063 - INFO - Weighted F1: 0.7546 +2026-05-23 23:54:30,063 - INFO - +2026-05-23 23:54:30,064 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9025 +2026-05-23 23:54:30,064 - INFO - Horizon 0.5s - Overall F1: 0.9043, Precision: 0.9184, Recall: 0.8934 +2026-05-23 23:54:30,064 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:54:30,064 - INFO - Macro F1: 0.9043 +2026-05-23 23:54:30,064 - INFO - Weighted F1: 0.9020 +2026-05-23 23:54:30,064 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9413 +2026-05-23 23:54:30,064 - INFO - Horizon 0.5s - Steady F1: 0.9414, Precision: 0.9523, Recall: 0.9323 +2026-05-23 23:54:30,064 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:54:30,064 - INFO - Macro F1: 0.9414 +2026-05-23 23:54:30,064 - INFO - Weighted F1: 0.9412 +2026-05-23 23:54:30,064 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7226 +2026-05-23 23:54:30,064 - INFO - Horizon 0.5s - Transition F1: 0.6909, Precision: 0.7083, Recall: 0.6916 +2026-05-23 23:54:30,064 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:54:30,064 - INFO - Macro F1: 0.6909 +2026-05-23 23:54:30,064 - INFO - Weighted F1: 0.7241 +2026-05-23 23:54:30,064 - INFO - +2026-05-23 23:54:30,064 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8576 +2026-05-23 23:54:30,064 - INFO - Horizon 1.0s - Overall F1: 0.8564, Precision: 0.8705, Recall: 0.8468 +2026-05-23 23:54:30,064 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:54:30,064 - INFO - Macro F1: 0.8564 +2026-05-23 23:54:30,064 - INFO - Weighted F1: 0.8566 +2026-05-23 23:54:30,064 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9024 +2026-05-23 23:54:30,064 - INFO - Horizon 1.0s - Steady F1: 0.8955, Precision: 0.9132, Recall: 0.8834 +2026-05-23 23:54:30,064 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:54:30,064 - INFO - Macro F1: 0.8955 +2026-05-23 23:54:30,064 - INFO - Weighted F1: 0.9018 +2026-05-23 23:54:30,064 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6461 +2026-05-23 23:54:30,064 - INFO - Horizon 1.0s - Transition F1: 0.6132, Precision: 0.6117, Recall: 0.6268 +2026-05-23 23:54:30,064 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:54:30,064 - INFO - Macro F1: 0.6132 +2026-05-23 23:54:30,064 - INFO - Weighted F1: 0.6470 +2026-05-23 23:54:30,274 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_32.pt +2026-05-23 23:54:30,275 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_32.csv +2026-05-23 23:54:30,276 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_32.csv +2026-05-23 23:54:30,276 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_32.csv +2026-05-23 23:54:30,276 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_32.csv +2026-05-23 23:54:30,277 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_32.csv +2026-05-23 23:54:30,277 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_32.csv +2026-05-23 23:54:30,277 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_32.csv +2026-05-23 23:54:30,278 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_32.csv +2026-05-23 23:54:30,278 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_32.csv +2026-05-23 23:54:30,279 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_32.csv +2026-05-23 23:54:30,279 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_32.csv +2026-05-23 23:54:30,279 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_32.csv +2026-05-23 23:54:30,280 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_32.csv +2026-05-23 23:54:30,280 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_32.csv +2026-05-23 23:54:30,280 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_32.csv +2026-05-23 23:54:30,281 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_32.csv +2026-05-23 23:54:30,281 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_32.csv +2026-05-23 23:54:30,282 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_32.csv +2026-05-23 23:54:30,305 - INFO - Removed old checkpoint: checkpoint_epoch_31.pt +2026-05-23 23:54:30,306 - INFO - Epoch 33/50, Learning Rate: 0.000053 +2026-05-23 23:55:35,107 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:55:35,159 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:55:35,206 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:55:35,246 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:55:35,290 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:55:35,343 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:55:36,261 - INFO - Epoch 33/50: +2026-05-23 23:55:36,261 - INFO - Train: loss=1.9680, accuracy_overall=0.9577 +2026-05-23 23:55:36,261 - INFO - Horizon 0.0s: accuracy=0.9645 +2026-05-23 23:55:36,261 - INFO - Horizon 0.1s: accuracy=0.9718 +2026-05-23 23:55:36,261 - INFO - Horizon 0.2s: accuracy=0.9684 +2026-05-23 23:55:36,261 - INFO - Horizon 0.3s: accuracy=0.9650 +2026-05-23 23:55:36,261 - INFO - Horizon 0.5s: accuracy=0.9529 +2026-05-23 23:55:36,261 - INFO - Horizon 1.0s: accuracy=0.9240 +2026-05-23 23:55:36,261 - INFO - Val Horizon 0.0s - Overall: loss=0.7540, accuracy=0.9361 +2026-05-23 23:55:36,261 - INFO - Horizon 0.0s - Overall F1: 0.9399, Precision: 0.9515, Recall: 0.9297 +2026-05-23 23:55:36,261 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:55:36,261 - INFO - Macro F1: 0.9399 +2026-05-23 23:55:36,261 - INFO - Weighted F1: 0.9361 +2026-05-23 23:55:36,261 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9685 +2026-05-23 23:55:36,261 - INFO - Horizon 0.0s - Steady F1: 0.9740, Precision: 0.9792, Recall: 0.9693 +2026-05-23 23:55:36,261 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:55:36,261 - INFO - Macro F1: 0.9740 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9685 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7869 +2026-05-23 23:55:36,262 - INFO - Horizon 0.0s - Transition F1: 0.7403, Precision: 0.8069, Recall: 0.7028 +2026-05-23 23:55:36,262 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.7403 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.7856 +2026-05-23 23:55:36,262 - INFO - +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9311 +2026-05-23 23:55:36,262 - INFO - Horizon 0.1s - Overall F1: 0.9349, Precision: 0.9454, Recall: 0.9257 +2026-05-23 23:55:36,262 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.9349 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9311 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9651 +2026-05-23 23:55:36,262 - INFO - Horizon 0.1s - Steady F1: 0.9708, Precision: 0.9777, Recall: 0.9645 +2026-05-23 23:55:36,262 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.9708 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9651 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7768 +2026-05-23 23:55:36,262 - INFO - Horizon 0.1s - Transition F1: 0.7349, Precision: 0.7703, Recall: 0.7158 +2026-05-23 23:55:36,262 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.7349 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.7758 +2026-05-23 23:55:36,262 - INFO - +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9263 +2026-05-23 23:55:36,262 - INFO - Horizon 0.2s - Overall F1: 0.9309, Precision: 0.9447, Recall: 0.9187 +2026-05-23 23:55:36,262 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.9309 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9261 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9622 +2026-05-23 23:55:36,262 - INFO - Horizon 0.2s - Steady F1: 0.9685, Precision: 0.9759, Recall: 0.9618 +2026-05-23 23:55:36,262 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.9685 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9622 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7587 +2026-05-23 23:55:36,262 - INFO - Horizon 0.2s - Transition F1: 0.7188, Precision: 0.7652, Recall: 0.6943 +2026-05-23 23:55:36,262 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.7188 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.7593 +2026-05-23 23:55:36,262 - INFO - +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9195 +2026-05-23 23:55:36,262 - INFO - Horizon 0.3s - Overall F1: 0.9228, Precision: 0.9341, Recall: 0.9128 +2026-05-23 23:55:36,262 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.9228 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9195 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9556 +2026-05-23 23:55:36,262 - INFO - Horizon 0.3s - Steady F1: 0.9605, Precision: 0.9678, Recall: 0.9542 +2026-05-23 23:55:36,262 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:55:36,262 - INFO - Macro F1: 0.9605 +2026-05-23 23:55:36,262 - INFO - Weighted F1: 0.9557 +2026-05-23 23:55:36,262 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7554 +2026-05-23 23:55:36,262 - INFO - Horizon 0.3s - Transition F1: 0.7109, Precision: 0.7354, Recall: 0.6960 +2026-05-23 23:55:36,263 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.7109 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.7553 +2026-05-23 23:55:36,263 - INFO - +2026-05-23 23:55:36,263 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9039 +2026-05-23 23:55:36,263 - INFO - Horizon 0.5s - Overall F1: 0.9053, Precision: 0.9195, Recall: 0.8933 +2026-05-23 23:55:36,263 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.9053 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.9036 +2026-05-23 23:55:36,263 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9412 +2026-05-23 23:55:36,263 - INFO - Horizon 0.5s - Steady F1: 0.9429, Precision: 0.9532, Recall: 0.9339 +2026-05-23 23:55:36,263 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.9429 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.9411 +2026-05-23 23:55:36,263 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7309 +2026-05-23 23:55:36,263 - INFO - Horizon 0.5s - Transition F1: 0.6921, Precision: 0.7175, Recall: 0.6792 +2026-05-23 23:55:36,263 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.6921 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.7316 +2026-05-23 23:55:36,263 - INFO - +2026-05-23 23:55:36,263 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8551 +2026-05-23 23:55:36,263 - INFO - Horizon 1.0s - Overall F1: 0.8526, Precision: 0.8721, Recall: 0.8385 +2026-05-23 23:55:36,263 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.8526 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.8540 +2026-05-23 23:55:36,263 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8989 +2026-05-23 23:55:36,263 - INFO - Horizon 1.0s - Steady F1: 0.8910, Precision: 0.9122, Recall: 0.8754 +2026-05-23 23:55:36,263 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.8910 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.8984 +2026-05-23 23:55:36,263 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6480 +2026-05-23 23:55:36,263 - INFO - Horizon 1.0s - Transition F1: 0.6027, Precision: 0.6126, Recall: 0.6087 +2026-05-23 23:55:36,263 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:55:36,263 - INFO - Macro F1: 0.6027 +2026-05-23 23:55:36,263 - INFO - Weighted F1: 0.6487 +2026-05-23 23:55:36,479 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_33.pt +2026-05-23 23:55:36,480 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_33.csv +2026-05-23 23:55:36,480 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:55:36,481 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:55:36,481 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_33.csv +2026-05-23 23:55:36,481 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:55:36,482 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:55:36,482 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_33.csv +2026-05-23 23:55:36,482 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:55:36,483 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:55:36,483 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_33.csv +2026-05-23 23:55:36,483 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:55:36,484 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:55:36,484 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_33.csv +2026-05-23 23:55:36,484 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:55:36,485 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:55:36,485 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_33.csv +2026-05-23 23:55:36,485 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:55:36,486 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:55:36,486 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_33.csv +2026-05-23 23:55:36,487 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:55:36,487 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:55:36,487 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_33.csv +2026-05-23 23:55:36,488 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:55:36,488 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:55:36,488 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_33.csv +2026-05-23 23:55:36,489 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:55:36,489 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:55:36,489 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_33.csv +2026-05-23 23:55:36,489 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:55:36,490 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:55:36,490 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_33.csv +2026-05-23 23:55:36,490 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:55:36,491 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:55:36,491 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_33.csv +2026-05-23 23:55:36,491 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:55:36,492 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:55:36,492 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_33.csv +2026-05-23 23:55:36,492 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:55:36,493 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:55:36,493 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_33.csv +2026-05-23 23:55:36,493 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:55:36,493 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:55:36,494 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_33.csv +2026-05-23 23:55:36,494 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:55:36,494 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:55:36,495 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_33.csv +2026-05-23 23:55:36,495 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:55:36,495 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:55:36,496 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_33.csv +2026-05-23 23:55:36,496 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:55:36,496 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:55:36,497 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_33.csv +2026-05-23 23:55:36,497 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:55:36,497 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:55:36,520 - INFO - Removed old checkpoint: checkpoint_epoch_32.pt +2026-05-23 23:55:36,803 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:55:36,808 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:55:36,869 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:55:36,870 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:55:36,870 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:55:36,871 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:55:36,872 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:55:36,872 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:55:36,873 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:55:36,873 - INFO - Epoch 34/50, Learning Rate: 0.000053 +2026-05-23 23:56:41,917 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:56:41,966 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:56:42,014 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:56:42,054 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:56:42,101 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:56:42,151 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:56:43,081 - INFO - Epoch 34/50: +2026-05-23 23:56:43,081 - INFO - Train: loss=1.9552, accuracy_overall=0.9609 +2026-05-23 23:56:43,081 - INFO - Horizon 0.0s: accuracy=0.9688 +2026-05-23 23:56:43,081 - INFO - Horizon 0.1s: accuracy=0.9751 +2026-05-23 23:56:43,081 - INFO - Horizon 0.2s: accuracy=0.9687 +2026-05-23 23:56:43,081 - INFO - Horizon 0.3s: accuracy=0.9664 +2026-05-23 23:56:43,081 - INFO - Horizon 0.5s: accuracy=0.9543 +2026-05-23 23:56:43,081 - INFO - Horizon 1.0s: accuracy=0.9323 +2026-05-23 23:56:43,081 - INFO - Val Horizon 0.0s - Overall: loss=0.7489, accuracy=0.9367 +2026-05-23 23:56:43,082 - INFO - Horizon 0.0s - Overall F1: 0.9406, Precision: 0.9489, Recall: 0.9329 +2026-05-23 23:56:43,082 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9406 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9366 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9712 +2026-05-23 23:56:43,082 - INFO - Horizon 0.0s - Steady F1: 0.9762, Precision: 0.9803, Recall: 0.9724 +2026-05-23 23:56:43,082 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9762 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9713 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7773 +2026-05-23 23:56:43,082 - INFO - Horizon 0.0s - Transition F1: 0.7371, Precision: 0.7627, Recall: 0.7181 +2026-05-23 23:56:43,082 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.7371 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.7783 +2026-05-23 23:56:43,082 - INFO - +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9326 +2026-05-23 23:56:43,082 - INFO - Horizon 0.1s - Overall F1: 0.9362, Precision: 0.9428, Recall: 0.9301 +2026-05-23 23:56:43,082 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9362 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9325 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9677 +2026-05-23 23:56:43,082 - INFO - Horizon 0.1s - Steady F1: 0.9724, Precision: 0.9757, Recall: 0.9694 +2026-05-23 23:56:43,082 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9724 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9677 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7730 +2026-05-23 23:56:43,082 - INFO - Horizon 0.1s - Transition F1: 0.7426, Precision: 0.7593, Recall: 0.7321 +2026-05-23 23:56:43,082 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.7426 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.7739 +2026-05-23 23:56:43,082 - INFO - +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9234 +2026-05-23 23:56:43,082 - INFO - Horizon 0.2s - Overall F1: 0.9263, Precision: 0.9349, Recall: 0.9189 +2026-05-23 23:56:43,082 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9263 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9233 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9619 +2026-05-23 23:56:43,082 - INFO - Horizon 0.2s - Steady F1: 0.9664, Precision: 0.9695, Recall: 0.9637 +2026-05-23 23:56:43,082 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9664 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9620 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7439 +2026-05-23 23:56:43,082 - INFO - Horizon 0.2s - Transition F1: 0.7188, Precision: 0.7441, Recall: 0.7047 +2026-05-23 23:56:43,082 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.7188 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.7458 +2026-05-23 23:56:43,082 - INFO - +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9181 +2026-05-23 23:56:43,082 - INFO - Horizon 0.3s - Overall F1: 0.9205, Precision: 0.9228, Recall: 0.9189 +2026-05-23 23:56:43,082 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9205 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9181 +2026-05-23 23:56:43,082 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9559 +2026-05-23 23:56:43,082 - INFO - Horizon 0.3s - Steady F1: 0.9597, Precision: 0.9613, Recall: 0.9587 +2026-05-23 23:56:43,082 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:56:43,082 - INFO - Macro F1: 0.9597 +2026-05-23 23:56:43,082 - INFO - Weighted F1: 0.9560 +2026-05-23 23:56:43,083 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7459 +2026-05-23 23:56:43,083 - INFO - Horizon 0.3s - Transition F1: 0.7133, Precision: 0.7113, Recall: 0.7189 +2026-05-23 23:56:43,083 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.7133 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.7464 +2026-05-23 23:56:43,083 - INFO - +2026-05-23 23:56:43,083 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9059 +2026-05-23 23:56:43,083 - INFO - Horizon 0.5s - Overall F1: 0.9070, Precision: 0.9102, Recall: 0.9049 +2026-05-23 23:56:43,083 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.9070 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.9060 +2026-05-23 23:56:43,083 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9416 +2026-05-23 23:56:43,083 - INFO - Horizon 0.5s - Steady F1: 0.9409, Precision: 0.9435, Recall: 0.9392 +2026-05-23 23:56:43,083 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.9409 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.9417 +2026-05-23 23:56:43,083 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7406 +2026-05-23 23:56:43,083 - INFO - Horizon 0.5s - Transition F1: 0.7053, Precision: 0.7115, Recall: 0.7056 +2026-05-23 23:56:43,083 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.7053 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.7409 +2026-05-23 23:56:43,083 - INFO - +2026-05-23 23:56:43,083 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8530 +2026-05-23 23:56:43,083 - INFO - Horizon 1.0s - Overall F1: 0.8505, Precision: 0.8538, Recall: 0.8499 +2026-05-23 23:56:43,083 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.8505 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.8528 +2026-05-23 23:56:43,083 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8970 +2026-05-23 23:56:43,083 - INFO - Horizon 1.0s - Steady F1: 0.8870, Precision: 0.8879, Recall: 0.8883 +2026-05-23 23:56:43,083 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.8870 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.8974 +2026-05-23 23:56:43,083 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6448 +2026-05-23 23:56:43,083 - INFO - Horizon 1.0s - Transition F1: 0.6022, Precision: 0.6023, Recall: 0.6145 +2026-05-23 23:56:43,083 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:56:43,083 - INFO - Macro F1: 0.6022 +2026-05-23 23:56:43,083 - INFO - Weighted F1: 0.6467 +2026-05-23 23:56:43,289 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_34.pt +2026-05-23 23:56:43,291 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_34.csv +2026-05-23 23:56:43,292 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-23 23:56:43,292 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-23 23:56:43,293 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_34.csv +2026-05-23 23:56:43,293 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-23 23:56:43,294 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:56:43,294 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_34.csv +2026-05-23 23:56:43,295 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-23 23:56:43,295 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:56:43,295 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_34.csv +2026-05-23 23:56:43,296 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-23 23:56:43,296 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-23 23:56:43,297 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_34.csv +2026-05-23 23:56:43,297 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-23 23:56:43,297 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-23 23:56:43,298 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_34.csv +2026-05-23 23:56:43,298 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-23 23:56:43,298 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-23 23:56:43,299 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_34.csv +2026-05-23 23:56:43,299 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-23 23:56:43,299 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-23 23:56:43,299 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_34.csv +2026-05-23 23:56:43,300 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-23 23:56:43,300 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-23 23:56:43,301 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_34.csv +2026-05-23 23:56:43,301 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-23 23:56:43,301 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-23 23:56:43,302 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_34.csv +2026-05-23 23:56:43,302 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-23 23:56:43,302 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-23 23:56:43,303 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_34.csv +2026-05-23 23:56:43,303 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-23 23:56:43,304 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-23 23:56:43,304 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_34.csv +2026-05-23 23:56:43,304 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-23 23:56:43,305 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-23 23:56:43,305 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_34.csv +2026-05-23 23:56:43,305 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-23 23:56:43,306 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-23 23:56:43,306 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_34.csv +2026-05-23 23:56:43,306 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-23 23:56:43,307 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-23 23:56:43,307 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_34.csv +2026-05-23 23:56:43,307 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-23 23:56:43,308 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-23 23:56:43,308 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_34.csv +2026-05-23 23:56:43,308 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-23 23:56:43,309 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-23 23:56:43,309 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_34.csv +2026-05-23 23:56:43,309 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-23 23:56:43,310 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-23 23:56:43,310 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_34.csv +2026-05-23 23:56:43,311 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-23 23:56:43,311 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-23 23:56:43,336 - INFO - Removed old checkpoint: checkpoint_epoch_33.pt +2026-05-23 23:56:43,704 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-23 23:56:43,710 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-23 23:56:43,775 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-23 23:56:43,776 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-23 23:56:43,776 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-23 23:56:43,777 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-23 23:56:43,778 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-23 23:56:43,778 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-23 23:56:43,779 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-23 23:56:43,779 - INFO - Epoch 35/50, Learning Rate: 0.000053 +2026-05-23 23:57:48,816 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:57:48,864 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:57:48,912 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:57:48,951 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:57:48,991 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:57:49,035 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:57:49,954 - INFO - Epoch 35/50: +2026-05-23 23:57:49,954 - INFO - Train: loss=1.9564, accuracy_overall=0.9615 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s: accuracy=0.9693 +2026-05-23 23:57:49,954 - INFO - Horizon 0.1s: accuracy=0.9730 +2026-05-23 23:57:49,954 - INFO - Horizon 0.2s: accuracy=0.9685 +2026-05-23 23:57:49,954 - INFO - Horizon 0.3s: accuracy=0.9667 +2026-05-23 23:57:49,954 - INFO - Horizon 0.5s: accuracy=0.9579 +2026-05-23 23:57:49,954 - INFO - Horizon 1.0s: accuracy=0.9338 +2026-05-23 23:57:49,954 - INFO - Val Horizon 0.0s - Overall: loss=0.7523, accuracy=0.9336 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s - Overall F1: 0.9370, Precision: 0.9489, Recall: 0.9270 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:57:49,954 - INFO - Macro F1: 0.9370 +2026-05-23 23:57:49,954 - INFO - Weighted F1: 0.9334 +2026-05-23 23:57:49,954 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9689 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s - Steady F1: 0.9736, Precision: 0.9798, Recall: 0.9679 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:57:49,954 - INFO - Macro F1: 0.9736 +2026-05-23 23:57:49,954 - INFO - Weighted F1: 0.9688 +2026-05-23 23:57:49,954 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7709 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s - Transition F1: 0.7234, Precision: 0.7627, Recall: 0.7044 +2026-05-23 23:57:49,954 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:57:49,954 - INFO - Macro F1: 0.7234 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.7717 +2026-05-23 23:57:49,955 - INFO - +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9325 +2026-05-23 23:57:49,955 - INFO - Horizon 0.1s - Overall F1: 0.9358, Precision: 0.9468, Recall: 0.9262 +2026-05-23 23:57:49,955 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.9358 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.9323 +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9677 +2026-05-23 23:57:49,955 - INFO - Horizon 0.1s - Steady F1: 0.9723, Precision: 0.9791, Recall: 0.9660 +2026-05-23 23:57:49,955 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.9723 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.9677 +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7724 +2026-05-23 23:57:49,955 - INFO - Horizon 0.1s - Transition F1: 0.7315, Precision: 0.7649, Recall: 0.7167 +2026-05-23 23:57:49,955 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.7315 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.7725 +2026-05-23 23:57:49,955 - INFO - +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9241 +2026-05-23 23:57:49,955 - INFO - Horizon 0.2s - Overall F1: 0.9270, Precision: 0.9413, Recall: 0.9153 +2026-05-23 23:57:49,955 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.9270 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.9236 +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9633 +2026-05-23 23:57:49,955 - INFO - Horizon 0.2s - Steady F1: 0.9672, Precision: 0.9762, Recall: 0.9590 +2026-05-23 23:57:49,955 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.9672 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.9632 +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7413 +2026-05-23 23:57:49,955 - INFO - Horizon 0.2s - Transition F1: 0.7150, Precision: 0.7375, Recall: 0.7114 +2026-05-23 23:57:49,955 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.7150 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.7432 +2026-05-23 23:57:49,955 - INFO - +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9169 +2026-05-23 23:57:49,955 - INFO - Horizon 0.3s - Overall F1: 0.9163, Precision: 0.9301, Recall: 0.9051 +2026-05-23 23:57:49,955 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.9163 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.9164 +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9565 +2026-05-23 23:57:49,955 - INFO - Horizon 0.3s - Steady F1: 0.9583, Precision: 0.9693, Recall: 0.9483 +2026-05-23 23:57:49,955 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.9583 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.9564 +2026-05-23 23:57:49,955 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7371 +2026-05-23 23:57:49,955 - INFO - Horizon 0.3s - Transition F1: 0.6871, Precision: 0.6986, Recall: 0.6925 +2026-05-23 23:57:49,955 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:57:49,955 - INFO - Macro F1: 0.6871 +2026-05-23 23:57:49,955 - INFO - Weighted F1: 0.7373 +2026-05-23 23:57:49,955 - INFO - +2026-05-23 23:57:49,956 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9009 +2026-05-23 23:57:49,956 - INFO - Horizon 0.5s - Overall F1: 0.8997, Precision: 0.9150, Recall: 0.8876 +2026-05-23 23:57:49,956 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:57:49,956 - INFO - Macro F1: 0.8997 +2026-05-23 23:57:49,956 - INFO - Weighted F1: 0.9003 +2026-05-23 23:57:49,956 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9410 +2026-05-23 23:57:49,956 - INFO - Horizon 0.5s - Steady F1: 0.9389, Precision: 0.9541, Recall: 0.9256 +2026-05-23 23:57:49,956 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:57:49,956 - INFO - Macro F1: 0.9389 +2026-05-23 23:57:49,956 - INFO - Weighted F1: 0.9407 +2026-05-23 23:57:49,956 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7149 +2026-05-23 23:57:49,956 - INFO - Horizon 0.5s - Transition F1: 0.6713, Precision: 0.6864, Recall: 0.6732 +2026-05-23 23:57:49,956 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:57:49,956 - INFO - Macro F1: 0.6713 +2026-05-23 23:57:49,956 - INFO - Weighted F1: 0.7158 +2026-05-23 23:57:49,956 - INFO - +2026-05-23 23:57:49,956 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8559 +2026-05-23 23:57:49,956 - INFO - Horizon 1.0s - Overall F1: 0.8531, Precision: 0.8704, Recall: 0.8400 +2026-05-23 23:57:49,956 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:57:49,956 - INFO - Macro F1: 0.8531 +2026-05-23 23:57:49,956 - INFO - Weighted F1: 0.8549 +2026-05-23 23:57:49,956 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9029 +2026-05-23 23:57:49,956 - INFO - Horizon 1.0s - Steady F1: 0.8934, Precision: 0.9120, Recall: 0.8790 +2026-05-23 23:57:49,956 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:57:49,956 - INFO - Macro F1: 0.8934 +2026-05-23 23:57:49,956 - INFO - Weighted F1: 0.9022 +2026-05-23 23:57:49,956 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6337 +2026-05-23 23:57:49,956 - INFO - Horizon 1.0s - Transition F1: 0.5957, Precision: 0.6027, Recall: 0.5984 +2026-05-23 23:57:49,956 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:57:49,956 - INFO - Macro F1: 0.5957 +2026-05-23 23:57:49,956 - INFO - Weighted F1: 0.6351 +2026-05-23 23:57:50,168 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_35.pt +2026-05-23 23:57:50,169 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_35.csv +2026-05-23 23:57:50,169 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_35.csv +2026-05-23 23:57:50,169 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_35.csv +2026-05-23 23:57:50,170 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_35.csv +2026-05-23 23:57:50,170 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_35.csv +2026-05-23 23:57:50,170 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_35.csv +2026-05-23 23:57:50,171 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_35.csv +2026-05-23 23:57:50,171 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_35.csv +2026-05-23 23:57:50,172 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_35.csv +2026-05-23 23:57:50,172 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_35.csv +2026-05-23 23:57:50,172 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_35.csv +2026-05-23 23:57:50,173 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_35.csv +2026-05-23 23:57:50,173 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_35.csv +2026-05-23 23:57:50,174 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_35.csv +2026-05-23 23:57:50,174 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_35.csv +2026-05-23 23:57:50,174 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_35.csv +2026-05-23 23:57:50,175 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_35.csv +2026-05-23 23:57:50,175 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_35.csv +2026-05-23 23:57:50,198 - INFO - Removed old checkpoint: checkpoint_epoch_34.pt +2026-05-23 23:57:50,199 - INFO - Epoch 36/50, Learning Rate: 0.000048 +2026-05-23 23:58:55,634 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-23 23:58:55,683 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:58:55,729 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-23 23:58:55,770 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-23 23:58:55,816 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-23 23:58:55,860 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-23 23:58:56,990 - INFO - Epoch 36/50: +2026-05-23 23:58:56,991 - INFO - Train: loss=1.9490, accuracy_overall=0.9618 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s: accuracy=0.9711 +2026-05-23 23:58:56,991 - INFO - Horizon 0.1s: accuracy=0.9737 +2026-05-23 23:58:56,991 - INFO - Horizon 0.2s: accuracy=0.9709 +2026-05-23 23:58:56,991 - INFO - Horizon 0.3s: accuracy=0.9661 +2026-05-23 23:58:56,991 - INFO - Horizon 0.5s: accuracy=0.9581 +2026-05-23 23:58:56,991 - INFO - Horizon 1.0s: accuracy=0.9309 +2026-05-23 23:58:56,991 - INFO - Val Horizon 0.0s - Overall: loss=0.7505, accuracy=0.9353 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s - Overall F1: 0.9369, Precision: 0.9520, Recall: 0.9238 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-23 23:58:56,991 - INFO - Macro F1: 0.9369 +2026-05-23 23:58:56,991 - INFO - Weighted F1: 0.9352 +2026-05-23 23:58:56,991 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9688 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s - Steady F1: 0.9728, Precision: 0.9809, Recall: 0.9654 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-23 23:58:56,991 - INFO - Macro F1: 0.9728 +2026-05-23 23:58:56,991 - INFO - Weighted F1: 0.9687 +2026-05-23 23:58:56,991 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7811 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s - Transition F1: 0.7141, Precision: 0.7892, Recall: 0.6809 +2026-05-23 23:58:56,991 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-23 23:58:56,991 - INFO - Macro F1: 0.7141 +2026-05-23 23:58:56,991 - INFO - Weighted F1: 0.7786 +2026-05-23 23:58:56,991 - INFO - +2026-05-23 23:58:56,991 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9318 +2026-05-23 23:58:56,991 - INFO - Horizon 0.1s - Overall F1: 0.9341, Precision: 0.9482, Recall: 0.9219 +2026-05-23 23:58:56,991 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-23 23:58:56,991 - INFO - Macro F1: 0.9341 +2026-05-23 23:58:56,991 - INFO - Weighted F1: 0.9318 +2026-05-23 23:58:56,991 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9660 +2026-05-23 23:58:56,991 - INFO - Horizon 0.1s - Steady F1: 0.9704, Precision: 0.9787, Recall: 0.9630 +2026-05-23 23:58:56,992 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9704 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9660 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7762 +2026-05-23 23:58:56,992 - INFO - Horizon 0.1s - Transition F1: 0.7299, Precision: 0.7871, Recall: 0.7000 +2026-05-23 23:58:56,992 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.7299 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.7751 +2026-05-23 23:58:56,992 - INFO - +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9274 +2026-05-23 23:58:56,992 - INFO - Horizon 0.2s - Overall F1: 0.9287, Precision: 0.9468, Recall: 0.9131 +2026-05-23 23:58:56,992 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9287 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9272 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9630 +2026-05-23 23:58:56,992 - INFO - Horizon 0.2s - Steady F1: 0.9668, Precision: 0.9764, Recall: 0.9584 +2026-05-23 23:58:56,992 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9668 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9629 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7613 +2026-05-23 23:58:56,992 - INFO - Horizon 0.2s - Transition F1: 0.7101, Precision: 0.7764, Recall: 0.6759 +2026-05-23 23:58:56,992 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.7101 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.7607 +2026-05-23 23:58:56,992 - INFO - +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9220 +2026-05-23 23:58:56,992 - INFO - Horizon 0.3s - Overall F1: 0.9221, Precision: 0.9367, Recall: 0.9097 +2026-05-23 23:58:56,992 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9221 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9219 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9581 +2026-05-23 23:58:56,992 - INFO - Horizon 0.3s - Steady F1: 0.9607, Precision: 0.9709, Recall: 0.9517 +2026-05-23 23:58:56,992 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9607 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9581 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7579 +2026-05-23 23:58:56,992 - INFO - Horizon 0.3s - Transition F1: 0.7000, Precision: 0.7448, Recall: 0.6772 +2026-05-23 23:58:56,992 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.7000 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.7566 +2026-05-23 23:58:56,992 - INFO - +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9069 +2026-05-23 23:58:56,992 - INFO - Horizon 0.5s - Overall F1: 0.9061, Precision: 0.9254, Recall: 0.8898 +2026-05-23 23:58:56,992 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9061 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9067 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9436 +2026-05-23 23:58:56,992 - INFO - Horizon 0.5s - Steady F1: 0.9422, Precision: 0.9558, Recall: 0.9306 +2026-05-23 23:58:56,992 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.9422 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.9435 +2026-05-23 23:58:56,992 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7367 +2026-05-23 23:58:56,992 - INFO - Horizon 0.5s - Transition F1: 0.6895, Precision: 0.7410, Recall: 0.6629 +2026-05-23 23:58:56,992 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-23 23:58:56,992 - INFO - Macro F1: 0.6895 +2026-05-23 23:58:56,992 - INFO - Weighted F1: 0.7364 +2026-05-23 23:58:56,992 - INFO - +2026-05-23 23:58:56,993 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8572 +2026-05-23 23:58:56,993 - INFO - Horizon 1.0s - Overall F1: 0.8541, Precision: 0.8781, Recall: 0.8357 +2026-05-23 23:58:56,993 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-23 23:58:56,993 - INFO - Macro F1: 0.8541 +2026-05-23 23:58:56,993 - INFO - Weighted F1: 0.8567 +2026-05-23 23:58:56,993 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9014 +2026-05-23 23:58:56,993 - INFO - Horizon 1.0s - Steady F1: 0.8905, Precision: 0.9102, Recall: 0.8754 +2026-05-23 23:58:56,993 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-23 23:58:56,993 - INFO - Macro F1: 0.8905 +2026-05-23 23:58:56,993 - INFO - Weighted F1: 0.9012 +2026-05-23 23:58:56,993 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6480 +2026-05-23 23:58:56,993 - INFO - Horizon 1.0s - Transition F1: 0.5969, Precision: 0.6411, Recall: 0.5811 +2026-05-23 23:58:56,993 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-23 23:58:56,993 - INFO - Macro F1: 0.5969 +2026-05-23 23:58:56,993 - INFO - Weighted F1: 0.6464 +2026-05-23 23:58:57,203 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_36.pt +2026-05-23 23:58:57,204 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_36.csv +2026-05-23 23:58:57,205 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_36.csv +2026-05-23 23:58:57,205 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_36.csv +2026-05-23 23:58:57,205 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_36.csv +2026-05-23 23:58:57,206 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_36.csv +2026-05-23 23:58:57,206 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_36.csv +2026-05-23 23:58:57,206 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_36.csv +2026-05-23 23:58:57,207 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_36.csv +2026-05-23 23:58:57,207 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_36.csv +2026-05-23 23:58:57,207 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_36.csv +2026-05-23 23:58:57,208 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_36.csv +2026-05-23 23:58:57,208 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_36.csv +2026-05-23 23:58:57,209 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_36.csv +2026-05-23 23:58:57,209 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_36.csv +2026-05-23 23:58:57,209 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_36.csv +2026-05-23 23:58:57,210 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_36.csv +2026-05-23 23:58:57,210 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_36.csv +2026-05-23 23:58:57,210 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_36.csv +2026-05-23 23:58:57,233 - INFO - Removed old checkpoint: checkpoint_epoch_35.pt +2026-05-23 23:58:57,234 - INFO - Epoch 37/50, Learning Rate: 0.000048 +2026-05-24 00:00:01,784 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:00:01,836 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:00:01,880 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:00:01,922 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:00:01,962 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:00:02,008 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:00:02,925 - INFO - Epoch 37/50: +2026-05-24 00:00:02,925 - INFO - Train: loss=1.9534, accuracy_overall=0.9639 +2026-05-24 00:00:02,925 - INFO - Horizon 0.0s: accuracy=0.9736 +2026-05-24 00:00:02,925 - INFO - Horizon 0.1s: accuracy=0.9765 +2026-05-24 00:00:02,925 - INFO - Horizon 0.2s: accuracy=0.9758 +2026-05-24 00:00:02,925 - INFO - Horizon 0.3s: accuracy=0.9674 +2026-05-24 00:00:02,925 - INFO - Horizon 0.5s: accuracy=0.9575 +2026-05-24 00:00:02,925 - INFO - Horizon 1.0s: accuracy=0.9325 +2026-05-24 00:00:02,925 - INFO - Val Horizon 0.0s - Overall: loss=0.7397, accuracy=0.9383 +2026-05-24 00:00:02,925 - INFO - Horizon 0.0s - Overall F1: 0.9402, Precision: 0.9477, Recall: 0.9336 +2026-05-24 00:00:02,926 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9402 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9382 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9718 +2026-05-24 00:00:02,926 - INFO - Horizon 0.0s - Steady F1: 0.9753, Precision: 0.9801, Recall: 0.9709 +2026-05-24 00:00:02,926 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9753 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9718 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7837 +2026-05-24 00:00:02,926 - INFO - Horizon 0.0s - Transition F1: 0.7422, Precision: 0.7760, Recall: 0.7230 +2026-05-24 00:00:02,926 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.7422 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.7831 +2026-05-24 00:00:02,926 - INFO - +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9364 +2026-05-24 00:00:02,926 - INFO - Horizon 0.1s - Overall F1: 0.9390, Precision: 0.9452, Recall: 0.9336 +2026-05-24 00:00:02,926 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9390 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9364 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9706 +2026-05-24 00:00:02,926 - INFO - Horizon 0.1s - Steady F1: 0.9742, Precision: 0.9786, Recall: 0.9703 +2026-05-24 00:00:02,926 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9742 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9706 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7806 +2026-05-24 00:00:02,926 - INFO - Horizon 0.1s - Transition F1: 0.7417, Precision: 0.7754, Recall: 0.7235 +2026-05-24 00:00:02,926 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.7417 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.7791 +2026-05-24 00:00:02,926 - INFO - +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9313 +2026-05-24 00:00:02,926 - INFO - Horizon 0.2s - Overall F1: 0.9331, Precision: 0.9409, Recall: 0.9261 +2026-05-24 00:00:02,926 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9331 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9312 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9662 +2026-05-24 00:00:02,926 - INFO - Horizon 0.2s - Steady F1: 0.9697, Precision: 0.9746, Recall: 0.9654 +2026-05-24 00:00:02,926 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9697 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9662 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7683 +2026-05-24 00:00:02,926 - INFO - Horizon 0.2s - Transition F1: 0.7343, Precision: 0.7572, Recall: 0.7214 +2026-05-24 00:00:02,926 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.7343 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.7686 +2026-05-24 00:00:02,926 - INFO - +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9248 +2026-05-24 00:00:02,926 - INFO - Horizon 0.3s - Overall F1: 0.9255, Precision: 0.9332, Recall: 0.9188 +2026-05-24 00:00:02,926 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9255 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9247 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9606 +2026-05-24 00:00:02,926 - INFO - Horizon 0.3s - Steady F1: 0.9630, Precision: 0.9686, Recall: 0.9581 +2026-05-24 00:00:02,926 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:00:02,926 - INFO - Macro F1: 0.9630 +2026-05-24 00:00:02,926 - INFO - Weighted F1: 0.9606 +2026-05-24 00:00:02,926 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7617 +2026-05-24 00:00:02,927 - INFO - Horizon 0.3s - Transition F1: 0.7118, Precision: 0.7278, Recall: 0.7045 +2026-05-24 00:00:02,927 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.7118 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.7615 +2026-05-24 00:00:02,927 - INFO - +2026-05-24 00:00:02,927 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9108 +2026-05-24 00:00:02,927 - INFO - Horizon 0.5s - Overall F1: 0.9100, Precision: 0.9241, Recall: 0.8977 +2026-05-24 00:00:02,927 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.9100 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.9106 +2026-05-24 00:00:02,927 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9485 +2026-05-24 00:00:02,927 - INFO - Horizon 0.5s - Steady F1: 0.9473, Precision: 0.9578, Recall: 0.9378 +2026-05-24 00:00:02,927 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.9473 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.9484 +2026-05-24 00:00:02,927 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7361 +2026-05-24 00:00:02,927 - INFO - Horizon 0.5s - Transition F1: 0.6900, Precision: 0.7217, Recall: 0.6742 +2026-05-24 00:00:02,927 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.6900 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.7358 +2026-05-24 00:00:02,927 - INFO - +2026-05-24 00:00:02,927 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8642 +2026-05-24 00:00:02,927 - INFO - Horizon 1.0s - Overall F1: 0.8623, Precision: 0.8816, Recall: 0.8469 +2026-05-24 00:00:02,927 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.8623 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.8637 +2026-05-24 00:00:02,927 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9075 +2026-05-24 00:00:02,927 - INFO - Horizon 1.0s - Steady F1: 0.9002, Precision: 0.9170, Recall: 0.8870 +2026-05-24 00:00:02,927 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.9002 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.9073 +2026-05-24 00:00:02,927 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6597 +2026-05-24 00:00:02,927 - INFO - Horizon 1.0s - Transition F1: 0.6082, Precision: 0.6377, Recall: 0.5974 +2026-05-24 00:00:02,927 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:00:02,927 - INFO - Macro F1: 0.6082 +2026-05-24 00:00:02,927 - INFO - Weighted F1: 0.6589 +2026-05-24 00:00:03,142 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_37.pt +2026-05-24 00:00:03,143 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_37.csv +2026-05-24 00:00:03,143 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-24 00:00:03,144 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-24 00:00:03,144 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_37.csv +2026-05-24 00:00:03,144 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-24 00:00:03,145 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-24 00:00:03,145 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_37.csv +2026-05-24 00:00:03,145 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-24 00:00:03,146 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-24 00:00:03,146 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_37.csv +2026-05-24 00:00:03,146 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-24 00:00:03,147 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-24 00:00:03,147 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_37.csv +2026-05-24 00:00:03,147 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-24 00:00:03,148 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-24 00:00:03,148 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_37.csv +2026-05-24 00:00:03,148 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-24 00:00:03,148 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-24 00:00:03,149 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_37.csv +2026-05-24 00:00:03,149 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-24 00:00:03,149 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-24 00:00:03,150 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_37.csv +2026-05-24 00:00:03,150 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-24 00:00:03,150 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-24 00:00:03,151 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_37.csv +2026-05-24 00:00:03,151 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-24 00:00:03,151 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-24 00:00:03,152 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_37.csv +2026-05-24 00:00:03,152 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-24 00:00:03,152 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-24 00:00:03,153 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_37.csv +2026-05-24 00:00:03,153 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-24 00:00:03,153 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-24 00:00:03,154 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_37.csv +2026-05-24 00:00:03,154 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-24 00:00:03,154 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-24 00:00:03,155 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_37.csv +2026-05-24 00:00:03,155 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-24 00:00:03,155 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-24 00:00:03,156 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_37.csv +2026-05-24 00:00:03,156 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-24 00:00:03,156 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-24 00:00:03,156 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_37.csv +2026-05-24 00:00:03,157 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-24 00:00:03,157 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-24 00:00:03,157 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_37.csv +2026-05-24 00:00:03,158 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-24 00:00:03,158 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-24 00:00:03,158 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_37.csv +2026-05-24 00:00:03,159 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-24 00:00:03,159 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-24 00:00:03,159 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_37.csv +2026-05-24 00:00:03,160 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-24 00:00:03,160 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-24 00:00:03,184 - INFO - Removed old checkpoint: checkpoint_epoch_36.pt +2026-05-24 00:00:03,490 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-24 00:00:03,496 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-24 00:00:03,557 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-24 00:00:03,557 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-24 00:00:03,558 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-24 00:00:03,559 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-24 00:00:03,559 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-24 00:00:03,560 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-24 00:00:03,561 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-24 00:00:03,561 - INFO - Epoch 38/50, Learning Rate: 0.000048 +2026-05-24 00:01:08,309 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:01:08,360 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:01:08,404 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:01:08,444 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:01:08,484 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:01:08,530 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:01:09,439 - INFO - Epoch 38/50: +2026-05-24 00:01:09,439 - INFO - Train: loss=1.9515, accuracy_overall=0.9613 +2026-05-24 00:01:09,439 - INFO - Horizon 0.0s: accuracy=0.9710 +2026-05-24 00:01:09,439 - INFO - Horizon 0.1s: accuracy=0.9728 +2026-05-24 00:01:09,439 - INFO - Horizon 0.2s: accuracy=0.9717 +2026-05-24 00:01:09,439 - INFO - Horizon 0.3s: accuracy=0.9658 +2026-05-24 00:01:09,439 - INFO - Horizon 0.5s: accuracy=0.9555 +2026-05-24 00:01:09,439 - INFO - Horizon 1.0s: accuracy=0.9309 +2026-05-24 00:01:09,439 - INFO - Val Horizon 0.0s - Overall: loss=0.7524, accuracy=0.9347 +2026-05-24 00:01:09,439 - INFO - Horizon 0.0s - Overall F1: 0.9377, Precision: 0.9393, Recall: 0.9369 +2026-05-24 00:01:09,440 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.9377 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.9346 +2026-05-24 00:01:09,440 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9675 +2026-05-24 00:01:09,440 - INFO - Horizon 0.0s - Steady F1: 0.9731, Precision: 0.9741, Recall: 0.9724 +2026-05-24 00:01:09,440 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.9731 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.9676 +2026-05-24 00:01:09,440 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7830 +2026-05-24 00:01:09,440 - INFO - Horizon 0.0s - Transition F1: 0.7376, Precision: 0.7405, Recall: 0.7430 +2026-05-24 00:01:09,440 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.7376 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.7844 +2026-05-24 00:01:09,440 - INFO - +2026-05-24 00:01:09,440 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9313 +2026-05-24 00:01:09,440 - INFO - Horizon 0.1s - Overall F1: 0.9338, Precision: 0.9314, Recall: 0.9367 +2026-05-24 00:01:09,440 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.9338 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.9312 +2026-05-24 00:01:09,440 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9644 +2026-05-24 00:01:09,440 - INFO - Horizon 0.1s - Steady F1: 0.9693, Precision: 0.9688, Recall: 0.9701 +2026-05-24 00:01:09,440 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.9693 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.9644 +2026-05-24 00:01:09,440 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7806 +2026-05-24 00:01:09,440 - INFO - Horizon 0.1s - Transition F1: 0.7548, Precision: 0.7419, Recall: 0.7750 +2026-05-24 00:01:09,440 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.7548 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.7810 +2026-05-24 00:01:09,440 - INFO - +2026-05-24 00:01:09,440 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9242 +2026-05-24 00:01:09,440 - INFO - Horizon 0.2s - Overall F1: 0.9266, Precision: 0.9279, Recall: 0.9264 +2026-05-24 00:01:09,440 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:01:09,440 - INFO - Macro F1: 0.9266 +2026-05-24 00:01:09,440 - INFO - Weighted F1: 0.9240 +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9611 +2026-05-24 00:01:09,441 - INFO - Horizon 0.2s - Steady F1: 0.9654, Precision: 0.9652, Recall: 0.9660 +2026-05-24 00:01:09,441 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:01:09,441 - INFO - Macro F1: 0.9654 +2026-05-24 00:01:09,441 - INFO - Weighted F1: 0.9611 +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7523 +2026-05-24 00:01:09,441 - INFO - Horizon 0.2s - Transition F1: 0.7297, Precision: 0.7227, Recall: 0.7469 +2026-05-24 00:01:09,441 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:01:09,441 - INFO - Macro F1: 0.7297 +2026-05-24 00:01:09,441 - INFO - Weighted F1: 0.7546 +2026-05-24 00:01:09,441 - INFO - +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9191 +2026-05-24 00:01:09,441 - INFO - Horizon 0.3s - Overall F1: 0.9200, Precision: 0.9203, Recall: 0.9204 +2026-05-24 00:01:09,441 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:01:09,441 - INFO - Macro F1: 0.9200 +2026-05-24 00:01:09,441 - INFO - Weighted F1: 0.9190 +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9558 +2026-05-24 00:01:09,441 - INFO - Horizon 0.3s - Steady F1: 0.9590, Precision: 0.9584, Recall: 0.9600 +2026-05-24 00:01:09,441 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:01:09,441 - INFO - Macro F1: 0.9590 +2026-05-24 00:01:09,441 - INFO - Weighted F1: 0.9558 +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7522 +2026-05-24 00:01:09,441 - INFO - Horizon 0.3s - Transition F1: 0.7065, Precision: 0.7040, Recall: 0.7142 +2026-05-24 00:01:09,441 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:01:09,441 - INFO - Macro F1: 0.7065 +2026-05-24 00:01:09,441 - INFO - Weighted F1: 0.7533 +2026-05-24 00:01:09,441 - INFO - +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9000 +2026-05-24 00:01:09,441 - INFO - Horizon 0.5s - Overall F1: 0.9006, Precision: 0.9012, Recall: 0.9011 +2026-05-24 00:01:09,441 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:01:09,441 - INFO - Macro F1: 0.9006 +2026-05-24 00:01:09,441 - INFO - Weighted F1: 0.8998 +2026-05-24 00:01:09,441 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9384 +2026-05-24 00:01:09,441 - INFO - Horizon 0.5s - Steady F1: 0.9375, Precision: 0.9388, Recall: 0.9371 +2026-05-24 00:01:09,442 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:01:09,442 - INFO - Macro F1: 0.9375 +2026-05-24 00:01:09,442 - INFO - Weighted F1: 0.9384 +2026-05-24 00:01:09,442 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7220 +2026-05-24 00:01:09,442 - INFO - Horizon 0.5s - Transition F1: 0.6842, Precision: 0.6875, Recall: 0.6921 +2026-05-24 00:01:09,442 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:01:09,442 - INFO - Macro F1: 0.6842 +2026-05-24 00:01:09,442 - INFO - Weighted F1: 0.7230 +2026-05-24 00:01:09,442 - INFO - +2026-05-24 00:01:09,442 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8555 +2026-05-24 00:01:09,442 - INFO - Horizon 1.0s - Overall F1: 0.8517, Precision: 0.8548, Recall: 0.8519 +2026-05-24 00:01:09,442 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:01:09,442 - INFO - Macro F1: 0.8517 +2026-05-24 00:01:09,442 - INFO - Weighted F1: 0.8545 +2026-05-24 00:01:09,442 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9006 +2026-05-24 00:01:09,442 - INFO - Horizon 1.0s - Steady F1: 0.8919, Precision: 0.8983, Recall: 0.8899 +2026-05-24 00:01:09,442 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:01:09,442 - INFO - Macro F1: 0.8919 +2026-05-24 00:01:09,442 - INFO - Weighted F1: 0.9000 +2026-05-24 00:01:09,442 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6422 +2026-05-24 00:01:09,442 - INFO - Horizon 1.0s - Transition F1: 0.6080, Precision: 0.6032, Recall: 0.6237 +2026-05-24 00:01:09,442 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:01:09,442 - INFO - Macro F1: 0.6080 +2026-05-24 00:01:09,442 - INFO - Weighted F1: 0.6437 +2026-05-24 00:01:09,648 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_38.pt +2026-05-24 00:01:09,649 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_38.csv +2026-05-24 00:01:09,649 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_38.csv +2026-05-24 00:01:09,650 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_38.csv +2026-05-24 00:01:09,650 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_38.csv +2026-05-24 00:01:09,651 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_38.csv +2026-05-24 00:01:09,651 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_38.csv +2026-05-24 00:01:09,651 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_38.csv +2026-05-24 00:01:09,652 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_38.csv +2026-05-24 00:01:09,652 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_38.csv +2026-05-24 00:01:09,652 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_38.csv +2026-05-24 00:01:09,653 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_38.csv +2026-05-24 00:01:09,653 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_38.csv +2026-05-24 00:01:09,653 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_38.csv +2026-05-24 00:01:09,654 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_38.csv +2026-05-24 00:01:09,654 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_38.csv +2026-05-24 00:01:09,654 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_38.csv +2026-05-24 00:01:09,655 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_38.csv +2026-05-24 00:01:09,655 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_38.csv +2026-05-24 00:01:09,680 - INFO - Removed old checkpoint: checkpoint_epoch_37.pt +2026-05-24 00:01:09,680 - INFO - Epoch 39/50, Learning Rate: 0.000048 +2026-05-24 00:02:14,316 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:02:14,360 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:02:14,401 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:02:14,446 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:02:14,486 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:02:14,530 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:02:15,458 - INFO - Epoch 39/50: +2026-05-24 00:02:15,459 - INFO - Train: loss=1.9483, accuracy_overall=0.9622 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s: accuracy=0.9724 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s: accuracy=0.9706 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s: accuracy=0.9707 +2026-05-24 00:02:15,459 - INFO - Horizon 0.3s: accuracy=0.9695 +2026-05-24 00:02:15,459 - INFO - Horizon 0.5s: accuracy=0.9556 +2026-05-24 00:02:15,459 - INFO - Horizon 1.0s: accuracy=0.9343 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.0s - Overall: loss=0.7452, accuracy=0.9347 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s - Overall F1: 0.9395, Precision: 0.9459, Recall: 0.9343 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.9395 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.9347 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9665 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s - Steady F1: 0.9737, Precision: 0.9769, Recall: 0.9710 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.9737 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.9666 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7875 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s - Transition F1: 0.7477, Precision: 0.7721, Recall: 0.7379 +2026-05-24 00:02:15,459 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.7477 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.7882 +2026-05-24 00:02:15,459 - INFO - +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9324 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s - Overall F1: 0.9369, Precision: 0.9418, Recall: 0.9329 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.9369 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.9324 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9656 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s - Steady F1: 0.9720, Precision: 0.9748, Recall: 0.9698 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.9720 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.9657 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7812 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s - Transition F1: 0.7510, Precision: 0.7629, Recall: 0.7516 +2026-05-24 00:02:15,459 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.7510 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.7822 +2026-05-24 00:02:15,459 - INFO - +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9267 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s - Overall F1: 0.9301, Precision: 0.9353, Recall: 0.9261 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.9301 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.9266 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9627 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s - Steady F1: 0.9689, Precision: 0.9718, Recall: 0.9666 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.9689 +2026-05-24 00:02:15,459 - INFO - Weighted F1: 0.9628 +2026-05-24 00:02:15,459 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7587 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s - Transition F1: 0.7330, Precision: 0.7359, Recall: 0.7425 +2026-05-24 00:02:15,459 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:02:15,459 - INFO - Macro F1: 0.7330 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.7607 +2026-05-24 00:02:15,460 - INFO - +2026-05-24 00:02:15,460 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9216 +2026-05-24 00:02:15,460 - INFO - Horizon 0.3s - Overall F1: 0.9241, Precision: 0.9299, Recall: 0.9194 +2026-05-24 00:02:15,460 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.9241 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.9215 +2026-05-24 00:02:15,460 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9573 +2026-05-24 00:02:15,460 - INFO - Horizon 0.3s - Steady F1: 0.9621, Precision: 0.9653, Recall: 0.9597 +2026-05-24 00:02:15,460 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.9621 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.9574 +2026-05-24 00:02:15,460 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7591 +2026-05-24 00:02:15,460 - INFO - Horizon 0.3s - Transition F1: 0.7178, Precision: 0.7236, Recall: 0.7247 +2026-05-24 00:02:15,460 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.7178 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.7603 +2026-05-24 00:02:15,460 - INFO - +2026-05-24 00:02:15,460 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9050 +2026-05-24 00:02:15,460 - INFO - Horizon 0.5s - Overall F1: 0.9074, Precision: 0.9171, Recall: 0.8994 +2026-05-24 00:02:15,460 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.9074 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.9048 +2026-05-24 00:02:15,460 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9432 +2026-05-24 00:02:15,460 - INFO - Horizon 0.5s - Steady F1: 0.9449, Precision: 0.9512, Recall: 0.9398 +2026-05-24 00:02:15,460 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.9449 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.9433 +2026-05-24 00:02:15,460 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7277 +2026-05-24 00:02:15,460 - INFO - Horizon 0.5s - Transition F1: 0.6881, Precision: 0.7061, Recall: 0.6875 +2026-05-24 00:02:15,460 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.6881 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.7290 +2026-05-24 00:02:15,460 - INFO - +2026-05-24 00:02:15,460 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8576 +2026-05-24 00:02:15,460 - INFO - Horizon 1.0s - Overall F1: 0.8575, Precision: 0.8673, Recall: 0.8508 +2026-05-24 00:02:15,460 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.8575 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.8570 +2026-05-24 00:02:15,460 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9028 +2026-05-24 00:02:15,460 - INFO - Horizon 1.0s - Steady F1: 0.8955, Precision: 0.9049, Recall: 0.8897 +2026-05-24 00:02:15,460 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.8955 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.9027 +2026-05-24 00:02:15,460 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6441 +2026-05-24 00:02:15,460 - INFO - Horizon 1.0s - Transition F1: 0.6062, Precision: 0.6168, Recall: 0.6155 +2026-05-24 00:02:15,460 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:02:15,460 - INFO - Macro F1: 0.6062 +2026-05-24 00:02:15,460 - INFO - Weighted F1: 0.6439 +2026-05-24 00:02:15,675 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_39.pt +2026-05-24 00:02:15,676 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_39.csv +2026-05-24 00:02:15,676 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_39.csv +2026-05-24 00:02:15,677 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_39.csv +2026-05-24 00:02:15,677 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_39.csv +2026-05-24 00:02:15,677 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_39.csv +2026-05-24 00:02:15,678 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_39.csv +2026-05-24 00:02:15,678 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_39.csv +2026-05-24 00:02:15,678 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_39.csv +2026-05-24 00:02:15,679 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_39.csv +2026-05-24 00:02:15,679 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_39.csv +2026-05-24 00:02:15,679 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_39.csv +2026-05-24 00:02:15,680 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_39.csv +2026-05-24 00:02:15,680 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_39.csv +2026-05-24 00:02:15,681 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_39.csv +2026-05-24 00:02:15,681 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_39.csv +2026-05-24 00:02:15,681 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_39.csv +2026-05-24 00:02:15,682 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_39.csv +2026-05-24 00:02:15,682 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_39.csv +2026-05-24 00:02:15,705 - INFO - Removed old checkpoint: checkpoint_epoch_38.pt +2026-05-24 00:02:15,706 - INFO - Epoch 40/50, Learning Rate: 0.000048 +2026-05-24 00:03:20,567 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:03:20,613 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:03:20,659 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:03:20,697 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:03:20,746 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:03:20,792 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:03:21,700 - INFO - Epoch 40/50: +2026-05-24 00:03:21,700 - INFO - Train: loss=1.9434, accuracy_overall=0.9641 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s: accuracy=0.9756 +2026-05-24 00:03:21,700 - INFO - Horizon 0.1s: accuracy=0.9771 +2026-05-24 00:03:21,700 - INFO - Horizon 0.2s: accuracy=0.9680 +2026-05-24 00:03:21,700 - INFO - Horizon 0.3s: accuracy=0.9663 +2026-05-24 00:03:21,700 - INFO - Horizon 0.5s: accuracy=0.9600 +2026-05-24 00:03:21,700 - INFO - Horizon 1.0s: accuracy=0.9374 +2026-05-24 00:03:21,700 - INFO - Val Horizon 0.0s - Overall: loss=0.7507, accuracy=0.9367 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s - Overall F1: 0.9403, Precision: 0.9539, Recall: 0.9280 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:03:21,700 - INFO - Macro F1: 0.9403 +2026-05-24 00:03:21,700 - INFO - Weighted F1: 0.9366 +2026-05-24 00:03:21,700 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9686 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s - Steady F1: 0.9739, Precision: 0.9813, Recall: 0.9671 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:03:21,700 - INFO - Macro F1: 0.9739 +2026-05-24 00:03:21,700 - INFO - Weighted F1: 0.9686 +2026-05-24 00:03:21,700 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7894 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s - Transition F1: 0.7320, Precision: 0.7839, Recall: 0.7018 +2026-05-24 00:03:21,700 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:03:21,700 - INFO - Macro F1: 0.7320 +2026-05-24 00:03:21,700 - INFO - Weighted F1: 0.7886 +2026-05-24 00:03:21,700 - INFO - +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9322 +2026-05-24 00:03:21,701 - INFO - Horizon 0.1s - Overall F1: 0.9357, Precision: 0.9487, Recall: 0.9239 +2026-05-24 00:03:21,701 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9357 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9321 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9656 +2026-05-24 00:03:21,701 - INFO - Horizon 0.1s - Steady F1: 0.9708, Precision: 0.9794, Recall: 0.9629 +2026-05-24 00:03:21,701 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9708 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9656 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7799 +2026-05-24 00:03:21,701 - INFO - Horizon 0.1s - Transition F1: 0.7471, Precision: 0.7867, Recall: 0.7214 +2026-05-24 00:03:21,701 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.7471 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.7797 +2026-05-24 00:03:21,701 - INFO - +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9268 +2026-05-24 00:03:21,701 - INFO - Horizon 0.2s - Overall F1: 0.9304, Precision: 0.9467, Recall: 0.9158 +2026-05-24 00:03:21,701 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9304 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9267 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9619 +2026-05-24 00:03:21,701 - INFO - Horizon 0.2s - Steady F1: 0.9668, Precision: 0.9772, Recall: 0.9572 +2026-05-24 00:03:21,701 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9668 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9619 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7632 +2026-05-24 00:03:21,701 - INFO - Horizon 0.2s - Transition F1: 0.7294, Precision: 0.7826, Recall: 0.7007 +2026-05-24 00:03:21,701 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.7294 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.7630 +2026-05-24 00:03:21,701 - INFO - +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9248 +2026-05-24 00:03:21,701 - INFO - Horizon 0.3s - Overall F1: 0.9270, Precision: 0.9413, Recall: 0.9143 +2026-05-24 00:03:21,701 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9270 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9247 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9583 +2026-05-24 00:03:21,701 - INFO - Horizon 0.3s - Steady F1: 0.9624, Precision: 0.9740, Recall: 0.9518 +2026-05-24 00:03:21,701 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9624 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9583 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7724 +2026-05-24 00:03:21,701 - INFO - Horizon 0.3s - Transition F1: 0.7201, Precision: 0.7551, Recall: 0.7020 +2026-05-24 00:03:21,701 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.7201 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.7711 +2026-05-24 00:03:21,701 - INFO - +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9085 +2026-05-24 00:03:21,701 - INFO - Horizon 0.5s - Overall F1: 0.9096, Precision: 0.9309, Recall: 0.8910 +2026-05-24 00:03:21,701 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9096 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9085 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9435 +2026-05-24 00:03:21,701 - INFO - Horizon 0.5s - Steady F1: 0.9440, Precision: 0.9604, Recall: 0.9296 +2026-05-24 00:03:21,701 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.9440 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.9434 +2026-05-24 00:03:21,701 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7463 +2026-05-24 00:03:21,701 - INFO - Horizon 0.5s - Transition F1: 0.6902, Precision: 0.7618, Recall: 0.6504 +2026-05-24 00:03:21,701 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:03:21,701 - INFO - Macro F1: 0.6902 +2026-05-24 00:03:21,701 - INFO - Weighted F1: 0.7444 +2026-05-24 00:03:21,701 - INFO - +2026-05-24 00:03:21,701 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8616 +2026-05-24 00:03:21,702 - INFO - Horizon 1.0s - Overall F1: 0.8589, Precision: 0.8936, Recall: 0.8322 +2026-05-24 00:03:21,702 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:03:21,702 - INFO - Macro F1: 0.8589 +2026-05-24 00:03:21,702 - INFO - Weighted F1: 0.8607 +2026-05-24 00:03:21,702 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9051 +2026-05-24 00:03:21,702 - INFO - Horizon 1.0s - Steady F1: 0.8975, Precision: 0.9297, Recall: 0.8727 +2026-05-24 00:03:21,702 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:03:21,702 - INFO - Macro F1: 0.8975 +2026-05-24 00:03:21,702 - INFO - Weighted F1: 0.9046 +2026-05-24 00:03:21,702 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6558 +2026-05-24 00:03:21,702 - INFO - Horizon 1.0s - Transition F1: 0.5950, Precision: 0.6417, Recall: 0.5747 +2026-05-24 00:03:21,702 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:03:21,702 - INFO - Macro F1: 0.5950 +2026-05-24 00:03:21,702 - INFO - Weighted F1: 0.6540 +2026-05-24 00:03:21,924 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_40.pt +2026-05-24 00:03:21,925 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_40.csv +2026-05-24 00:03:21,925 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_40.csv +2026-05-24 00:03:21,926 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_40.csv +2026-05-24 00:03:21,926 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_40.csv +2026-05-24 00:03:21,926 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_40.csv +2026-05-24 00:03:21,927 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_40.csv +2026-05-24 00:03:21,927 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_40.csv +2026-05-24 00:03:21,928 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_40.csv +2026-05-24 00:03:21,928 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_40.csv +2026-05-24 00:03:21,928 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_40.csv +2026-05-24 00:03:21,929 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_40.csv +2026-05-24 00:03:21,929 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_40.csv +2026-05-24 00:03:21,929 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_40.csv +2026-05-24 00:03:21,930 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_40.csv +2026-05-24 00:03:21,930 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_40.csv +2026-05-24 00:03:21,930 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_40.csv +2026-05-24 00:03:21,931 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_40.csv +2026-05-24 00:03:21,931 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_40.csv +2026-05-24 00:03:21,954 - INFO - Removed old checkpoint: checkpoint_epoch_39.pt +2026-05-24 00:03:21,954 - INFO - Epoch 41/50, Learning Rate: 0.000043 +2026-05-24 00:04:26,663 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:04:26,710 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:04:26,757 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:04:26,801 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:04:26,848 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:04:26,890 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:04:27,811 - INFO - Epoch 41/50: +2026-05-24 00:04:27,811 - INFO - Train: loss=1.9391, accuracy_overall=0.9656 +2026-05-24 00:04:27,811 - INFO - Horizon 0.0s: accuracy=0.9719 +2026-05-24 00:04:27,811 - INFO - Horizon 0.1s: accuracy=0.9762 +2026-05-24 00:04:27,811 - INFO - Horizon 0.2s: accuracy=0.9726 +2026-05-24 00:04:27,811 - INFO - Horizon 0.3s: accuracy=0.9693 +2026-05-24 00:04:27,812 - INFO - Horizon 0.5s: accuracy=0.9644 +2026-05-24 00:04:27,812 - INFO - Horizon 1.0s: accuracy=0.9391 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.0s - Overall: loss=0.7463, accuracy=0.9378 +2026-05-24 00:04:27,812 - INFO - Horizon 0.0s - Overall F1: 0.9407, Precision: 0.9514, Recall: 0.9310 +2026-05-24 00:04:27,812 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9407 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9378 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9708 +2026-05-24 00:04:27,812 - INFO - Horizon 0.0s - Steady F1: 0.9746, Precision: 0.9807, Recall: 0.9690 +2026-05-24 00:04:27,812 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9746 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9708 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7856 +2026-05-24 00:04:27,812 - INFO - Horizon 0.0s - Transition F1: 0.7425, Precision: 0.7780, Recall: 0.7209 +2026-05-24 00:04:27,812 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.7425 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.7862 +2026-05-24 00:04:27,812 - INFO - +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9355 +2026-05-24 00:04:27,812 - INFO - Horizon 0.1s - Overall F1: 0.9380, Precision: 0.9490, Recall: 0.9282 +2026-05-24 00:04:27,812 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9380 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9354 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9681 +2026-05-24 00:04:27,812 - INFO - Horizon 0.1s - Steady F1: 0.9726, Precision: 0.9789, Recall: 0.9669 +2026-05-24 00:04:27,812 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9726 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9681 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7869 +2026-05-24 00:04:27,812 - INFO - Horizon 0.1s - Transition F1: 0.7425, Precision: 0.7780, Recall: 0.7218 +2026-05-24 00:04:27,812 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.7425 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.7869 +2026-05-24 00:04:27,812 - INFO - +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9297 +2026-05-24 00:04:27,812 - INFO - Horizon 0.2s - Overall F1: 0.9325, Precision: 0.9477, Recall: 0.9189 +2026-05-24 00:04:27,812 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9325 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9295 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9649 +2026-05-24 00:04:27,812 - INFO - Horizon 0.2s - Steady F1: 0.9686, Precision: 0.9761, Recall: 0.9618 +2026-05-24 00:04:27,812 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9686 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9649 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7651 +2026-05-24 00:04:27,812 - INFO - Horizon 0.2s - Transition F1: 0.7402, Precision: 0.7820, Recall: 0.7143 +2026-05-24 00:04:27,812 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.7402 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.7662 +2026-05-24 00:04:27,812 - INFO - +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9231 +2026-05-24 00:04:27,812 - INFO - Horizon 0.3s - Overall F1: 0.9235, Precision: 0.9363, Recall: 0.9123 +2026-05-24 00:04:27,812 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9235 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9229 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9591 +2026-05-24 00:04:27,812 - INFO - Horizon 0.3s - Steady F1: 0.9614, Precision: 0.9709, Recall: 0.9530 +2026-05-24 00:04:27,812 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:04:27,812 - INFO - Macro F1: 0.9614 +2026-05-24 00:04:27,812 - INFO - Weighted F1: 0.9591 +2026-05-24 00:04:27,812 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7591 +2026-05-24 00:04:27,812 - INFO - Horizon 0.3s - Transition F1: 0.7124, Precision: 0.7308, Recall: 0.7025 +2026-05-24 00:04:27,813 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.7124 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.7591 +2026-05-24 00:04:27,813 - INFO - +2026-05-24 00:04:27,813 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9093 +2026-05-24 00:04:27,813 - INFO - Horizon 0.5s - Overall F1: 0.9084, Precision: 0.9266, Recall: 0.8926 +2026-05-24 00:04:27,813 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.9084 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.9091 +2026-05-24 00:04:27,813 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9454 +2026-05-24 00:04:27,813 - INFO - Horizon 0.5s - Steady F1: 0.9433, Precision: 0.9568, Recall: 0.9314 +2026-05-24 00:04:27,813 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.9433 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.9453 +2026-05-24 00:04:27,813 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7418 +2026-05-24 00:04:27,813 - INFO - Horizon 0.5s - Transition F1: 0.6917, Precision: 0.7268, Recall: 0.6702 +2026-05-24 00:04:27,813 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.6917 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.7420 +2026-05-24 00:04:27,813 - INFO - +2026-05-24 00:04:27,813 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8617 +2026-05-24 00:04:27,813 - INFO - Horizon 1.0s - Overall F1: 0.8583, Precision: 0.8833, Recall: 0.8381 +2026-05-24 00:04:27,813 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.8583 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.8611 +2026-05-24 00:04:27,813 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9029 +2026-05-24 00:04:27,813 - INFO - Horizon 1.0s - Steady F1: 0.8922, Precision: 0.9133, Recall: 0.8750 +2026-05-24 00:04:27,813 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.8922 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.9027 +2026-05-24 00:04:27,813 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6669 +2026-05-24 00:04:27,813 - INFO - Horizon 1.0s - Transition F1: 0.6071, Precision: 0.6367, Recall: 0.5955 +2026-05-24 00:04:27,813 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:04:27,813 - INFO - Macro F1: 0.6071 +2026-05-24 00:04:27,813 - INFO - Weighted F1: 0.6658 +2026-05-24 00:04:28,020 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_41.pt +2026-05-24 00:04:28,021 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_41.csv +2026-05-24 00:04:28,021 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_41.csv +2026-05-24 00:04:28,022 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_41.csv +2026-05-24 00:04:28,022 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_41.csv +2026-05-24 00:04:28,022 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_41.csv +2026-05-24 00:04:28,023 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_41.csv +2026-05-24 00:04:28,023 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_41.csv +2026-05-24 00:04:28,024 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_41.csv +2026-05-24 00:04:28,024 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_41.csv +2026-05-24 00:04:28,024 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_41.csv +2026-05-24 00:04:28,025 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_41.csv +2026-05-24 00:04:28,025 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_41.csv +2026-05-24 00:04:28,025 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_41.csv +2026-05-24 00:04:28,026 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_41.csv +2026-05-24 00:04:28,026 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_41.csv +2026-05-24 00:04:28,026 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_41.csv +2026-05-24 00:04:28,027 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_41.csv +2026-05-24 00:04:28,027 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_41.csv +2026-05-24 00:04:28,051 - INFO - Removed old checkpoint: checkpoint_epoch_40.pt +2026-05-24 00:04:28,051 - INFO - Epoch 42/50, Learning Rate: 0.000043 +2026-05-24 00:05:32,494 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:05:32,540 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:05:32,584 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:05:32,620 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:05:32,662 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:05:32,705 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:05:33,630 - INFO - Epoch 42/50: +2026-05-24 00:05:33,630 - INFO - Train: loss=1.9389, accuracy_overall=0.9646 +2026-05-24 00:05:33,630 - INFO - Horizon 0.0s: accuracy=0.9721 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s: accuracy=0.9772 +2026-05-24 00:05:33,631 - INFO - Horizon 0.2s: accuracy=0.9723 +2026-05-24 00:05:33,631 - INFO - Horizon 0.3s: accuracy=0.9709 +2026-05-24 00:05:33,631 - INFO - Horizon 0.5s: accuracy=0.9611 +2026-05-24 00:05:33,631 - INFO - Horizon 1.0s: accuracy=0.9339 +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.0s - Overall: loss=0.7424, accuracy=0.9378 +2026-05-24 00:05:33,631 - INFO - Horizon 0.0s - Overall F1: 0.9411, Precision: 0.9515, Recall: 0.9314 +2026-05-24 00:05:33,631 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.9411 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.9378 +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9706 +2026-05-24 00:05:33,631 - INFO - Horizon 0.0s - Steady F1: 0.9748, Precision: 0.9807, Recall: 0.9692 +2026-05-24 00:05:33,631 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.9748 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.9705 +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7869 +2026-05-24 00:05:33,631 - INFO - Horizon 0.0s - Transition F1: 0.7419, Precision: 0.7768, Recall: 0.7182 +2026-05-24 00:05:33,631 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.7419 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.7870 +2026-05-24 00:05:33,631 - INFO - +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9359 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s - Overall F1: 0.9385, Precision: 0.9476, Recall: 0.9300 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.9385 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.9359 +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9683 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s - Steady F1: 0.9726, Precision: 0.9777, Recall: 0.9678 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.9726 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.9683 +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7888 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s - Transition F1: 0.7491, Precision: 0.7855, Recall: 0.7260 +2026-05-24 00:05:33,631 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.7491 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.7885 +2026-05-24 00:05:33,631 - INFO - +2026-05-24 00:05:33,631 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9303 +2026-05-24 00:05:33,631 - INFO - Horizon 0.2s - Overall F1: 0.9323, Precision: 0.9437, Recall: 0.9222 +2026-05-24 00:05:33,631 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:05:33,631 - INFO - Macro F1: 0.9323 +2026-05-24 00:05:33,631 - INFO - Weighted F1: 0.9302 +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9655 +2026-05-24 00:05:33,632 - INFO - Horizon 0.2s - Steady F1: 0.9689, Precision: 0.9742, Recall: 0.9638 +2026-05-24 00:05:33,632 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.9689 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.9655 +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7664 +2026-05-24 00:05:33,632 - INFO - Horizon 0.2s - Transition F1: 0.7406, Precision: 0.7792, Recall: 0.7169 +2026-05-24 00:05:33,632 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.7406 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.7673 +2026-05-24 00:05:33,632 - INFO - +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9247 +2026-05-24 00:05:33,632 - INFO - Horizon 0.3s - Overall F1: 0.9261, Precision: 0.9319, Recall: 0.9209 +2026-05-24 00:05:33,632 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.9261 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.9247 +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9606 +2026-05-24 00:05:33,632 - INFO - Horizon 0.3s - Steady F1: 0.9634, Precision: 0.9680, Recall: 0.9592 +2026-05-24 00:05:33,632 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.9634 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.9606 +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7610 +2026-05-24 00:05:33,632 - INFO - Horizon 0.3s - Transition F1: 0.7199, Precision: 0.7419, Recall: 0.7054 +2026-05-24 00:05:33,632 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.7199 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.7603 +2026-05-24 00:05:33,632 - INFO - +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9090 +2026-05-24 00:05:33,632 - INFO - Horizon 0.5s - Overall F1: 0.9098, Precision: 0.9205, Recall: 0.9003 +2026-05-24 00:05:33,632 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.9098 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.9090 +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9467 +2026-05-24 00:05:33,632 - INFO - Horizon 0.5s - Steady F1: 0.9467, Precision: 0.9558, Recall: 0.9387 +2026-05-24 00:05:33,632 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.9467 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.9467 +2026-05-24 00:05:33,632 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7341 +2026-05-24 00:05:33,632 - INFO - Horizon 0.5s - Transition F1: 0.6904, Precision: 0.7168, Recall: 0.6719 +2026-05-24 00:05:33,632 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.6904 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.7340 +2026-05-24 00:05:33,632 - INFO - +2026-05-24 00:05:33,632 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8634 +2026-05-24 00:05:33,632 - INFO - Horizon 1.0s - Overall F1: 0.8615, Precision: 0.8756, Recall: 0.8502 +2026-05-24 00:05:33,632 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:05:33,632 - INFO - Macro F1: 0.8615 +2026-05-24 00:05:33,632 - INFO - Weighted F1: 0.8630 +2026-05-24 00:05:33,632 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9062 +2026-05-24 00:05:33,632 - INFO - Horizon 1.0s - Steady F1: 0.8972, Precision: 0.9100, Recall: 0.8877 +2026-05-24 00:05:33,632 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:05:33,633 - INFO - Macro F1: 0.8972 +2026-05-24 00:05:33,633 - INFO - Weighted F1: 0.9061 +2026-05-24 00:05:33,633 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6610 +2026-05-24 00:05:33,633 - INFO - Horizon 1.0s - Transition F1: 0.6227, Precision: 0.6395, Recall: 0.6190 +2026-05-24 00:05:33,633 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:05:33,633 - INFO - Macro F1: 0.6227 +2026-05-24 00:05:33,633 - INFO - Weighted F1: 0.6609 +2026-05-24 00:05:33,835 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_42.pt +2026-05-24 00:05:33,836 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_42.csv +2026-05-24 00:05:33,837 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_42.csv +2026-05-24 00:05:33,837 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_42.csv +2026-05-24 00:05:33,837 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_42.csv +2026-05-24 00:05:33,838 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_42.csv +2026-05-24 00:05:33,838 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_42.csv +2026-05-24 00:05:33,839 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_42.csv +2026-05-24 00:05:33,839 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_42.csv +2026-05-24 00:05:33,840 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_42.csv +2026-05-24 00:05:33,840 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_42.csv +2026-05-24 00:05:33,840 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_42.csv +2026-05-24 00:05:33,841 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_42.csv +2026-05-24 00:05:33,841 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_42.csv +2026-05-24 00:05:33,842 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_42.csv +2026-05-24 00:05:33,842 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_42.csv +2026-05-24 00:05:33,842 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_42.csv +2026-05-24 00:05:33,843 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_42.csv +2026-05-24 00:05:33,843 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_42.csv +2026-05-24 00:05:33,868 - INFO - Removed old checkpoint: checkpoint_epoch_41.pt +2026-05-24 00:05:33,869 - INFO - Epoch 43/50, Learning Rate: 0.000043 +2026-05-24 00:06:38,789 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:06:38,835 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:06:38,883 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:06:38,928 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:06:38,970 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:06:39,015 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:06:39,937 - INFO - Epoch 43/50: +2026-05-24 00:06:39,937 - INFO - Train: loss=1.9400, accuracy_overall=0.9617 +2026-05-24 00:06:39,937 - INFO - Horizon 0.0s: accuracy=0.9714 +2026-05-24 00:06:39,937 - INFO - Horizon 0.1s: accuracy=0.9700 +2026-05-24 00:06:39,937 - INFO - Horizon 0.2s: accuracy=0.9688 +2026-05-24 00:06:39,937 - INFO - Horizon 0.3s: accuracy=0.9666 +2026-05-24 00:06:39,937 - INFO - Horizon 0.5s: accuracy=0.9553 +2026-05-24 00:06:39,937 - INFO - Horizon 1.0s: accuracy=0.9380 +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.0s - Overall: loss=0.7344, accuracy=0.9356 +2026-05-24 00:06:39,938 - INFO - Horizon 0.0s - Overall F1: 0.9371, Precision: 0.9400, Recall: 0.9348 +2026-05-24 00:06:39,938 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:06:39,938 - INFO - Macro F1: 0.9371 +2026-05-24 00:06:39,938 - INFO - Weighted F1: 0.9355 +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9692 +2026-05-24 00:06:39,938 - INFO - Horizon 0.0s - Steady F1: 0.9720, Precision: 0.9726, Recall: 0.9717 +2026-05-24 00:06:39,938 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:06:39,938 - INFO - Macro F1: 0.9720 +2026-05-24 00:06:39,938 - INFO - Weighted F1: 0.9692 +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7805 +2026-05-24 00:06:39,938 - INFO - Horizon 0.0s - Transition F1: 0.7420, Precision: 0.7607, Recall: 0.7350 +2026-05-24 00:06:39,938 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:06:39,938 - INFO - Macro F1: 0.7420 +2026-05-24 00:06:39,938 - INFO - Weighted F1: 0.7807 +2026-05-24 00:06:39,938 - INFO - +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9335 +2026-05-24 00:06:39,938 - INFO - Horizon 0.1s - Overall F1: 0.9356, Precision: 0.9355, Recall: 0.9362 +2026-05-24 00:06:39,938 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:06:39,938 - INFO - Macro F1: 0.9356 +2026-05-24 00:06:39,938 - INFO - Weighted F1: 0.9335 +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9665 +2026-05-24 00:06:39,938 - INFO - Horizon 0.1s - Steady F1: 0.9687, Precision: 0.9681, Recall: 0.9696 +2026-05-24 00:06:39,938 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:06:39,938 - INFO - Macro F1: 0.9687 +2026-05-24 00:06:39,938 - INFO - Weighted F1: 0.9665 +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7837 +2026-05-24 00:06:39,938 - INFO - Horizon 0.1s - Transition F1: 0.7580, Precision: 0.7647, Recall: 0.7604 +2026-05-24 00:06:39,938 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:06:39,938 - INFO - Macro F1: 0.7580 +2026-05-24 00:06:39,938 - INFO - Weighted F1: 0.7837 +2026-05-24 00:06:39,938 - INFO - +2026-05-24 00:06:39,938 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9276 +2026-05-24 00:06:39,938 - INFO - Horizon 0.2s - Overall F1: 0.9296, Precision: 0.9310, Recall: 0.9292 +2026-05-24 00:06:39,938 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.9296 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.9275 +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9625 +2026-05-24 00:06:39,939 - INFO - Horizon 0.2s - Steady F1: 0.9649, Precision: 0.9639, Recall: 0.9663 +2026-05-24 00:06:39,939 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.9649 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.9625 +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7651 +2026-05-24 00:06:39,939 - INFO - Horizon 0.2s - Transition F1: 0.7449, Precision: 0.7519, Recall: 0.7507 +2026-05-24 00:06:39,939 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.7449 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.7668 +2026-05-24 00:06:39,939 - INFO - +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9218 +2026-05-24 00:06:39,939 - INFO - Horizon 0.3s - Overall F1: 0.9232, Precision: 0.9230, Recall: 0.9242 +2026-05-24 00:06:39,939 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.9232 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.9217 +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9573 +2026-05-24 00:06:39,939 - INFO - Horizon 0.3s - Steady F1: 0.9592, Precision: 0.9589, Recall: 0.9601 +2026-05-24 00:06:39,939 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.9592 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.9573 +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7604 +2026-05-24 00:06:39,939 - INFO - Horizon 0.3s - Transition F1: 0.7301, Precision: 0.7228, Recall: 0.7464 +2026-05-24 00:06:39,939 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.7301 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.7615 +2026-05-24 00:06:39,939 - INFO - +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9060 +2026-05-24 00:06:39,939 - INFO - Horizon 0.5s - Overall F1: 0.9061, Precision: 0.9104, Recall: 0.9032 +2026-05-24 00:06:39,939 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.9061 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.9057 +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9427 +2026-05-24 00:06:39,939 - INFO - Horizon 0.5s - Steady F1: 0.9411, Precision: 0.9445, Recall: 0.9389 +2026-05-24 00:06:39,939 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.9411 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.9426 +2026-05-24 00:06:39,939 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7361 +2026-05-24 00:06:39,939 - INFO - Horizon 0.5s - Transition F1: 0.7060, Precision: 0.7130, Recall: 0.7106 +2026-05-24 00:06:39,939 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.7060 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.7373 +2026-05-24 00:06:39,939 - INFO - +2026-05-24 00:06:39,939 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8640 +2026-05-24 00:06:39,939 - INFO - Horizon 1.0s - Overall F1: 0.8624, Precision: 0.8689, Recall: 0.8582 +2026-05-24 00:06:39,939 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:06:39,939 - INFO - Macro F1: 0.8624 +2026-05-24 00:06:39,939 - INFO - Weighted F1: 0.8633 +2026-05-24 00:06:39,940 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9069 +2026-05-24 00:06:39,940 - INFO - Horizon 1.0s - Steady F1: 0.9000, Precision: 0.9082, Recall: 0.8963 +2026-05-24 00:06:39,940 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:06:39,940 - INFO - Macro F1: 0.9000 +2026-05-24 00:06:39,940 - INFO - Weighted F1: 0.9065 +2026-05-24 00:06:39,940 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6610 +2026-05-24 00:06:39,940 - INFO - Horizon 1.0s - Transition F1: 0.6122, Precision: 0.6226, Recall: 0.6121 +2026-05-24 00:06:39,940 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:06:39,940 - INFO - Macro F1: 0.6122 +2026-05-24 00:06:39,940 - INFO - Weighted F1: 0.6615 +2026-05-24 00:06:40,161 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_43.pt +2026-05-24 00:06:40,162 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_43.csv +2026-05-24 00:06:40,163 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_43.csv +2026-05-24 00:06:40,163 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_43.csv +2026-05-24 00:06:40,163 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_43.csv +2026-05-24 00:06:40,164 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_43.csv +2026-05-24 00:06:40,164 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_43.csv +2026-05-24 00:06:40,164 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_43.csv +2026-05-24 00:06:40,165 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_43.csv +2026-05-24 00:06:40,165 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_43.csv +2026-05-24 00:06:40,166 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_43.csv +2026-05-24 00:06:40,166 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_43.csv +2026-05-24 00:06:40,166 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_43.csv +2026-05-24 00:06:40,167 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_43.csv +2026-05-24 00:06:40,167 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_43.csv +2026-05-24 00:06:40,167 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_43.csv +2026-05-24 00:06:40,168 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_43.csv +2026-05-24 00:06:40,168 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_43.csv +2026-05-24 00:06:40,168 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_43.csv +2026-05-24 00:06:40,191 - INFO - Removed old checkpoint: checkpoint_epoch_42.pt +2026-05-24 00:06:40,192 - INFO - Epoch 44/50, Learning Rate: 0.000043 +2026-05-24 00:07:44,309 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:07:44,368 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:07:44,416 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:07:44,469 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:07:44,513 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:07:44,563 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:07:45,638 - INFO - Epoch 44/50: +2026-05-24 00:07:45,639 - INFO - Train: loss=1.9385, accuracy_overall=0.9637 +2026-05-24 00:07:45,639 - INFO - Horizon 0.0s: accuracy=0.9689 +2026-05-24 00:07:45,639 - INFO - Horizon 0.1s: accuracy=0.9754 +2026-05-24 00:07:45,640 - INFO - Horizon 0.2s: accuracy=0.9715 +2026-05-24 00:07:45,640 - INFO - Horizon 0.3s: accuracy=0.9677 +2026-05-24 00:07:45,640 - INFO - Horizon 0.5s: accuracy=0.9588 +2026-05-24 00:07:45,640 - INFO - Horizon 1.0s: accuracy=0.9398 +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.0s - Overall: loss=0.7365, accuracy=0.9415 +2026-05-24 00:07:45,640 - INFO - Horizon 0.0s - Overall F1: 0.9445, Precision: 0.9526, Recall: 0.9371 +2026-05-24 00:07:45,640 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.9445 +2026-05-24 00:07:45,640 - INFO - Weighted F1: 0.9415 +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9728 +2026-05-24 00:07:45,640 - INFO - Horizon 0.0s - Steady F1: 0.9769, Precision: 0.9807, Recall: 0.9733 +2026-05-24 00:07:45,640 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.9769 +2026-05-24 00:07:45,640 - INFO - Weighted F1: 0.9728 +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7971 +2026-05-24 00:07:45,640 - INFO - Horizon 0.0s - Transition F1: 0.7521, Precision: 0.7916, Recall: 0.7275 +2026-05-24 00:07:45,640 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.7521 +2026-05-24 00:07:45,640 - INFO - Weighted F1: 0.7966 +2026-05-24 00:07:45,640 - INFO - +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9367 +2026-05-24 00:07:45,640 - INFO - Horizon 0.1s - Overall F1: 0.9392, Precision: 0.9454, Recall: 0.9336 +2026-05-24 00:07:45,640 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.9392 +2026-05-24 00:07:45,640 - INFO - Weighted F1: 0.9368 +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9696 +2026-05-24 00:07:45,640 - INFO - Horizon 0.1s - Steady F1: 0.9741, Precision: 0.9770, Recall: 0.9715 +2026-05-24 00:07:45,640 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.9741 +2026-05-24 00:07:45,640 - INFO - Weighted F1: 0.9697 +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7869 +2026-05-24 00:07:45,640 - INFO - Horizon 0.1s - Transition F1: 0.7562, Precision: 0.7857, Recall: 0.7371 +2026-05-24 00:07:45,640 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.7562 +2026-05-24 00:07:45,640 - INFO - Weighted F1: 0.7857 +2026-05-24 00:07:45,640 - INFO - +2026-05-24 00:07:45,640 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9303 +2026-05-24 00:07:45,640 - INFO - Horizon 0.2s - Overall F1: 0.9329, Precision: 0.9415, Recall: 0.9253 +2026-05-24 00:07:45,640 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:07:45,640 - INFO - Macro F1: 0.9329 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.9302 +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9649 +2026-05-24 00:07:45,641 - INFO - Horizon 0.2s - Steady F1: 0.9687, Precision: 0.9721, Recall: 0.9658 +2026-05-24 00:07:45,641 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.9687 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.9650 +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7690 +2026-05-24 00:07:45,641 - INFO - Horizon 0.2s - Transition F1: 0.7510, Precision: 0.7727, Recall: 0.7396 +2026-05-24 00:07:45,641 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.7510 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.7701 +2026-05-24 00:07:45,641 - INFO - +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9242 +2026-05-24 00:07:45,641 - INFO - Horizon 0.3s - Overall F1: 0.9262, Precision: 0.9346, Recall: 0.9187 +2026-05-24 00:07:45,641 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.9262 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.9242 +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9605 +2026-05-24 00:07:45,641 - INFO - Horizon 0.3s - Steady F1: 0.9639, Precision: 0.9688, Recall: 0.9594 +2026-05-24 00:07:45,641 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.9639 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.9605 +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7591 +2026-05-24 00:07:45,641 - INFO - Horizon 0.3s - Transition F1: 0.7253, Precision: 0.7411, Recall: 0.7148 +2026-05-24 00:07:45,641 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.7253 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.7597 +2026-05-24 00:07:45,641 - INFO - +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9085 +2026-05-24 00:07:45,641 - INFO - Horizon 0.5s - Overall F1: 0.9101, Precision: 0.9224, Recall: 0.8995 +2026-05-24 00:07:45,641 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.9101 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.9085 +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9471 +2026-05-24 00:07:45,641 - INFO - Horizon 0.5s - Steady F1: 0.9475, Precision: 0.9559, Recall: 0.9400 +2026-05-24 00:07:45,641 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.9475 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.9471 +2026-05-24 00:07:45,641 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7297 +2026-05-24 00:07:45,641 - INFO - Horizon 0.5s - Transition F1: 0.6963, Precision: 0.7335, Recall: 0.6723 +2026-05-24 00:07:45,641 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:07:45,641 - INFO - Macro F1: 0.6963 +2026-05-24 00:07:45,641 - INFO - Weighted F1: 0.7295 +2026-05-24 00:07:45,641 - INFO - +2026-05-24 00:07:45,641 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8612 +2026-05-24 00:07:45,642 - INFO - Horizon 1.0s - Overall F1: 0.8604, Precision: 0.8718, Recall: 0.8518 +2026-05-24 00:07:45,642 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:07:45,642 - INFO - Macro F1: 0.8604 +2026-05-24 00:07:45,642 - INFO - Weighted F1: 0.8610 +2026-05-24 00:07:45,642 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9060 +2026-05-24 00:07:45,642 - INFO - Horizon 1.0s - Steady F1: 0.8989, Precision: 0.9106, Recall: 0.8925 +2026-05-24 00:07:45,642 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:07:45,642 - INFO - Macro F1: 0.8989 +2026-05-24 00:07:45,642 - INFO - Weighted F1: 0.9059 +2026-05-24 00:07:45,642 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6500 +2026-05-24 00:07:45,642 - INFO - Horizon 1.0s - Transition F1: 0.5986, Precision: 0.6134, Recall: 0.5968 +2026-05-24 00:07:45,642 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:07:45,642 - INFO - Macro F1: 0.5986 +2026-05-24 00:07:45,642 - INFO - Weighted F1: 0.6491 +2026-05-24 00:07:45,959 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_44.pt +2026-05-24 00:07:45,961 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_44.csv +2026-05-24 00:07:45,961 - INFO - Saved best overall horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv +2026-05-24 00:07:45,962 - INFO - Saved best overall horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv +2026-05-24 00:07:45,962 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_44.csv +2026-05-24 00:07:45,962 - INFO - Saved best steady horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv +2026-05-24 00:07:45,963 - INFO - Saved best steady horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv +2026-05-24 00:07:45,963 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_44.csv +2026-05-24 00:07:45,963 - INFO - Saved best transition horizon 0.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv +2026-05-24 00:07:45,964 - INFO - Saved best transition horizon 0.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv +2026-05-24 00:07:45,964 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_44.csv +2026-05-24 00:07:45,965 - INFO - Saved best overall horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv +2026-05-24 00:07:45,965 - INFO - Saved best overall horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv +2026-05-24 00:07:45,965 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_44.csv +2026-05-24 00:07:45,966 - INFO - Saved best steady horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv +2026-05-24 00:07:45,966 - INFO - Saved best steady horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv +2026-05-24 00:07:45,966 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_44.csv +2026-05-24 00:07:45,967 - INFO - Saved best transition horizon 0.1s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv +2026-05-24 00:07:45,967 - INFO - Saved best transition horizon 0.1s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv +2026-05-24 00:07:45,967 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_44.csv +2026-05-24 00:07:45,968 - INFO - Saved best overall horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv +2026-05-24 00:07:45,968 - INFO - Saved best overall horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv +2026-05-24 00:07:45,968 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_44.csv +2026-05-24 00:07:45,969 - INFO - Saved best steady horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv +2026-05-24 00:07:45,969 - INFO - Saved best steady horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv +2026-05-24 00:07:45,969 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_44.csv +2026-05-24 00:07:45,970 - INFO - Saved best transition horizon 0.2s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv +2026-05-24 00:07:45,970 - INFO - Saved best transition horizon 0.2s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv +2026-05-24 00:07:45,970 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_44.csv +2026-05-24 00:07:45,971 - INFO - Saved best overall horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv +2026-05-24 00:07:45,971 - INFO - Saved best overall horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv +2026-05-24 00:07:45,972 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_44.csv +2026-05-24 00:07:45,972 - INFO - Saved best steady horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv +2026-05-24 00:07:45,972 - INFO - Saved best steady horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv +2026-05-24 00:07:45,973 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_44.csv +2026-05-24 00:07:45,973 - INFO - Saved best transition horizon 0.3s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv +2026-05-24 00:07:45,973 - INFO - Saved best transition horizon 0.3s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv +2026-05-24 00:07:45,974 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_44.csv +2026-05-24 00:07:45,974 - INFO - Saved best overall horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv +2026-05-24 00:07:45,974 - INFO - Saved best overall horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv +2026-05-24 00:07:45,975 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_44.csv +2026-05-24 00:07:45,975 - INFO - Saved best steady horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv +2026-05-24 00:07:45,975 - INFO - Saved best steady horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv +2026-05-24 00:07:45,976 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_44.csv +2026-05-24 00:07:45,976 - INFO - Saved best transition horizon 0.5s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv +2026-05-24 00:07:45,976 - INFO - Saved best transition horizon 0.5s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv +2026-05-24 00:07:45,977 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_44.csv +2026-05-24 00:07:45,977 - INFO - Saved best overall horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv +2026-05-24 00:07:45,977 - INFO - Saved best overall horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv +2026-05-24 00:07:45,978 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_44.csv +2026-05-24 00:07:45,978 - INFO - Saved best steady horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv +2026-05-24 00:07:45,978 - INFO - Saved best steady horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv +2026-05-24 00:07:45,979 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_44.csv +2026-05-24 00:07:45,979 - INFO - Saved best transition horizon 1.0s model metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv +2026-05-24 00:07:45,979 - INFO - Saved best transition horizon 1.0s confusion matrix: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv +2026-05-24 00:07:46,008 - INFO - Removed old checkpoint: checkpoint_epoch_43.pt +2026-05-24 00:07:46,353 - INFO - Saved best model checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/best_model.pt +2026-05-24 00:07:46,359 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-24 00:07:46,426 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results.csv +2026-05-24 00:07:46,427 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.0s.csv +2026-05-24 00:07:46,428 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.1s.csv +2026-05-24 00:07:46,429 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.2s.csv +2026-05-24 00:07:46,429 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.3s.csv +2026-05-24 00:07:46,430 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_0.5s.csv +2026-05-24 00:07:46,431 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/best_val_subject_results_horizon_1.0s.csv +2026-05-24 00:07:46,431 - INFO - Epoch 45/50, Learning Rate: 0.000043 +2026-05-24 00:08:58,912 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:08:58,969 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:08:59,021 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:08:59,072 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:08:59,116 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:08:59,169 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:09:00,166 - INFO - Epoch 45/50: +2026-05-24 00:09:00,167 - INFO - Train: loss=1.9339, accuracy_overall=0.9668 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s: accuracy=0.9738 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s: accuracy=0.9773 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s: accuracy=0.9704 +2026-05-24 00:09:00,167 - INFO - Horizon 0.3s: accuracy=0.9695 +2026-05-24 00:09:00,167 - INFO - Horizon 0.5s: accuracy=0.9624 +2026-05-24 00:09:00,167 - INFO - Horizon 1.0s: accuracy=0.9474 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.0s - Overall: loss=0.7526, accuracy=0.9370 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s - Overall F1: 0.9394, Precision: 0.9583, Recall: 0.9228 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.9394 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.9369 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9696 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s - Steady F1: 0.9736, Precision: 0.9832, Recall: 0.9648 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.9736 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.9696 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7869 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s - Transition F1: 0.7330, Precision: 0.8203, Recall: 0.6895 +2026-05-24 00:09:00,167 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.7330 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.7862 +2026-05-24 00:09:00,167 - INFO - +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9322 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s - Overall F1: 0.9347, Precision: 0.9508, Recall: 0.9202 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.9347 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.9321 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9667 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s - Steady F1: 0.9708, Precision: 0.9805, Recall: 0.9619 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.9708 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.9667 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7749 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s - Transition F1: 0.7324, Precision: 0.7896, Recall: 0.6990 +2026-05-24 00:09:00,167 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.7324 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.7746 +2026-05-24 00:09:00,167 - INFO - +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9272 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s - Overall F1: 0.9296, Precision: 0.9494, Recall: 0.9120 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.9296 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.9271 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9629 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s - Steady F1: 0.9673, Precision: 0.9783, Recall: 0.9572 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.9673 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.9629 +2026-05-24 00:09:00,167 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7606 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s - Transition F1: 0.7260, Precision: 0.7928, Recall: 0.6865 +2026-05-24 00:09:00,167 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:09:00,167 - INFO - Macro F1: 0.7260 +2026-05-24 00:09:00,167 - INFO - Weighted F1: 0.7611 +2026-05-24 00:09:00,167 - INFO - +2026-05-24 00:09:00,168 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9189 +2026-05-24 00:09:00,168 - INFO - Horizon 0.3s - Overall F1: 0.9202, Precision: 0.9379, Recall: 0.9045 +2026-05-24 00:09:00,168 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.9202 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.9188 +2026-05-24 00:09:00,168 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9556 +2026-05-24 00:09:00,168 - INFO - Horizon 0.3s - Steady F1: 0.9584, Precision: 0.9717, Recall: 0.9466 +2026-05-24 00:09:00,168 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.9584 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.9556 +2026-05-24 00:09:00,168 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7516 +2026-05-24 00:09:00,168 - INFO - Horizon 0.3s - Transition F1: 0.7001, Precision: 0.7384, Recall: 0.6751 +2026-05-24 00:09:00,168 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.7001 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.7512 +2026-05-24 00:09:00,168 - INFO - +2026-05-24 00:09:00,168 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9014 +2026-05-24 00:09:00,168 - INFO - Horizon 0.5s - Overall F1: 0.9019, Precision: 0.9228, Recall: 0.8839 +2026-05-24 00:09:00,168 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.9019 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.9013 +2026-05-24 00:09:00,168 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9387 +2026-05-24 00:09:00,168 - INFO - Horizon 0.5s - Steady F1: 0.9365, Precision: 0.9519, Recall: 0.9231 +2026-05-24 00:09:00,168 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.9365 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.9387 +2026-05-24 00:09:00,168 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7284 +2026-05-24 00:09:00,168 - INFO - Horizon 0.5s - Transition F1: 0.6738, Precision: 0.7247, Recall: 0.6464 +2026-05-24 00:09:00,168 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.6738 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.7268 +2026-05-24 00:09:00,168 - INFO - +2026-05-24 00:09:00,168 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8570 +2026-05-24 00:09:00,168 - INFO - Horizon 1.0s - Overall F1: 0.8540, Precision: 0.8815, Recall: 0.8322 +2026-05-24 00:09:00,168 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.8540 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.8566 +2026-05-24 00:09:00,168 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9010 +2026-05-24 00:09:00,168 - INFO - Horizon 1.0s - Steady F1: 0.8907, Precision: 0.9131, Recall: 0.8733 +2026-05-24 00:09:00,168 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.8907 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.9010 +2026-05-24 00:09:00,168 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6493 +2026-05-24 00:09:00,168 - INFO - Horizon 1.0s - Transition F1: 0.5935, Precision: 0.6244, Recall: 0.5807 +2026-05-24 00:09:00,168 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:09:00,168 - INFO - Macro F1: 0.5935 +2026-05-24 00:09:00,168 - INFO - Weighted F1: 0.6483 +2026-05-24 00:09:00,406 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_45.pt +2026-05-24 00:09:00,407 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_45.csv +2026-05-24 00:09:00,407 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_45.csv +2026-05-24 00:09:00,408 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_45.csv +2026-05-24 00:09:00,408 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_45.csv +2026-05-24 00:09:00,409 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_45.csv +2026-05-24 00:09:00,409 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_45.csv +2026-05-24 00:09:00,409 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_45.csv +2026-05-24 00:09:00,410 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_45.csv +2026-05-24 00:09:00,410 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_45.csv +2026-05-24 00:09:00,410 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_45.csv +2026-05-24 00:09:00,411 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_45.csv +2026-05-24 00:09:00,411 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_45.csv +2026-05-24 00:09:00,411 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_45.csv +2026-05-24 00:09:00,412 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_45.csv +2026-05-24 00:09:00,412 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_45.csv +2026-05-24 00:09:00,412 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_45.csv +2026-05-24 00:09:00,413 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_45.csv +2026-05-24 00:09:00,413 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_45.csv +2026-05-24 00:09:00,443 - INFO - Removed old checkpoint: checkpoint_epoch_44.pt +2026-05-24 00:09:00,443 - INFO - Epoch 46/50, Learning Rate: 0.000039 +2026-05-24 00:10:13,004 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:10:13,065 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:10:13,119 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:10:13,165 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:10:13,213 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:10:13,261 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:10:14,273 - INFO - Epoch 46/50: +2026-05-24 00:10:14,273 - INFO - Train: loss=1.9305, accuracy_overall=0.9653 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s: accuracy=0.9737 +2026-05-24 00:10:14,273 - INFO - Horizon 0.1s: accuracy=0.9785 +2026-05-24 00:10:14,273 - INFO - Horizon 0.2s: accuracy=0.9735 +2026-05-24 00:10:14,273 - INFO - Horizon 0.3s: accuracy=0.9662 +2026-05-24 00:10:14,273 - INFO - Horizon 0.5s: accuracy=0.9605 +2026-05-24 00:10:14,273 - INFO - Horizon 1.0s: accuracy=0.9394 +2026-05-24 00:10:14,273 - INFO - Val Horizon 0.0s - Overall: loss=0.7471, accuracy=0.9319 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s - Overall F1: 0.9394, Precision: 0.9438, Recall: 0.9359 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:10:14,273 - INFO - Macro F1: 0.9394 +2026-05-24 00:10:14,273 - INFO - Weighted F1: 0.9320 +2026-05-24 00:10:14,273 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9635 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s - Steady F1: 0.9732, Precision: 0.9745, Recall: 0.9726 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:10:14,273 - INFO - Macro F1: 0.9732 +2026-05-24 00:10:14,273 - INFO - Weighted F1: 0.9637 +2026-05-24 00:10:14,273 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7862 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s - Transition F1: 0.7430, Precision: 0.7642, Recall: 0.7318 +2026-05-24 00:10:14,273 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:10:14,273 - INFO - Macro F1: 0.7430 +2026-05-24 00:10:14,273 - INFO - Weighted F1: 0.7863 +2026-05-24 00:10:14,273 - INFO - +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9307 +2026-05-24 00:10:14,274 - INFO - Horizon 0.1s - Overall F1: 0.9383, Precision: 0.9376, Recall: 0.9398 +2026-05-24 00:10:14,274 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.9383 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.9308 +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9624 +2026-05-24 00:10:14,274 - INFO - Horizon 0.1s - Steady F1: 0.9717, Precision: 0.9718, Recall: 0.9723 +2026-05-24 00:10:14,274 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.9717 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.9626 +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7863 +2026-05-24 00:10:14,274 - INFO - Horizon 0.1s - Transition F1: 0.7622, Precision: 0.7602, Recall: 0.7722 +2026-05-24 00:10:14,274 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.7622 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.7861 +2026-05-24 00:10:14,274 - INFO - +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9260 +2026-05-24 00:10:14,274 - INFO - Horizon 0.2s - Overall F1: 0.9339, Precision: 0.9359, Recall: 0.9326 +2026-05-24 00:10:14,274 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.9339 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.9261 +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9576 +2026-05-24 00:10:14,274 - INFO - Horizon 0.2s - Steady F1: 0.9669, Precision: 0.9658, Recall: 0.9689 +2026-05-24 00:10:14,274 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.9669 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.9578 +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7786 +2026-05-24 00:10:14,274 - INFO - Horizon 0.2s - Transition F1: 0.7566, Precision: 0.7600, Recall: 0.7598 +2026-05-24 00:10:14,274 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.7566 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.7805 +2026-05-24 00:10:14,274 - INFO - +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9155 +2026-05-24 00:10:14,274 - INFO - Horizon 0.3s - Overall F1: 0.9220, Precision: 0.9225, Recall: 0.9224 +2026-05-24 00:10:14,274 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.9220 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.9155 +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9495 +2026-05-24 00:10:14,274 - INFO - Horizon 0.3s - Steady F1: 0.9566, Precision: 0.9548, Recall: 0.9598 +2026-05-24 00:10:14,274 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.9566 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.9498 +2026-05-24 00:10:14,274 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7604 +2026-05-24 00:10:14,274 - INFO - Horizon 0.3s - Transition F1: 0.7218, Precision: 0.7162, Recall: 0.7351 +2026-05-24 00:10:14,274 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:10:14,274 - INFO - Macro F1: 0.7218 +2026-05-24 00:10:14,274 - INFO - Weighted F1: 0.7613 +2026-05-24 00:10:14,274 - INFO - +2026-05-24 00:10:14,275 - INFO - Val Horizon 0.5s - Overall: accuracy=0.8982 +2026-05-24 00:10:14,275 - INFO - Horizon 0.5s - Overall F1: 0.9041, Precision: 0.9088, Recall: 0.9006 +2026-05-24 00:10:14,275 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:10:14,275 - INFO - Macro F1: 0.9041 +2026-05-24 00:10:14,275 - INFO - Weighted F1: 0.8980 +2026-05-24 00:10:14,275 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9340 +2026-05-24 00:10:14,275 - INFO - Horizon 0.5s - Steady F1: 0.9365, Precision: 0.9369, Recall: 0.9375 +2026-05-24 00:10:14,275 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:10:14,275 - INFO - Macro F1: 0.9365 +2026-05-24 00:10:14,275 - INFO - Weighted F1: 0.9342 +2026-05-24 00:10:14,275 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7322 +2026-05-24 00:10:14,275 - INFO - Horizon 0.5s - Transition F1: 0.7030, Precision: 0.7104, Recall: 0.7090 +2026-05-24 00:10:14,275 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:10:14,275 - INFO - Macro F1: 0.7030 +2026-05-24 00:10:14,275 - INFO - Weighted F1: 0.7342 +2026-05-24 00:10:14,275 - INFO - +2026-05-24 00:10:14,275 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8534 +2026-05-24 00:10:14,275 - INFO - Horizon 1.0s - Overall F1: 0.8573, Precision: 0.8611, Recall: 0.8550 +2026-05-24 00:10:14,275 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:10:14,275 - INFO - Macro F1: 0.8573 +2026-05-24 00:10:14,275 - INFO - Weighted F1: 0.8528 +2026-05-24 00:10:14,275 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.8959 +2026-05-24 00:10:14,275 - INFO - Horizon 1.0s - Steady F1: 0.8902, Precision: 0.8911, Recall: 0.8903 +2026-05-24 00:10:14,275 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:10:14,275 - INFO - Macro F1: 0.8902 +2026-05-24 00:10:14,275 - INFO - Weighted F1: 0.8959 +2026-05-24 00:10:14,275 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6526 +2026-05-24 00:10:14,275 - INFO - Horizon 1.0s - Transition F1: 0.6290, Precision: 0.6366, Recall: 0.6374 +2026-05-24 00:10:14,275 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:10:14,275 - INFO - Macro F1: 0.6290 +2026-05-24 00:10:14,275 - INFO - Weighted F1: 0.6527 +2026-05-24 00:10:14,507 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_46.pt +2026-05-24 00:10:14,508 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_46.csv +2026-05-24 00:10:14,508 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_46.csv +2026-05-24 00:10:14,509 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_46.csv +2026-05-24 00:10:14,509 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_46.csv +2026-05-24 00:10:14,509 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_46.csv +2026-05-24 00:10:14,510 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_46.csv +2026-05-24 00:10:14,510 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_46.csv +2026-05-24 00:10:14,510 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_46.csv +2026-05-24 00:10:14,511 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_46.csv +2026-05-24 00:10:14,511 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_46.csv +2026-05-24 00:10:14,512 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_46.csv +2026-05-24 00:10:14,512 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_46.csv +2026-05-24 00:10:14,512 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_46.csv +2026-05-24 00:10:14,513 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_46.csv +2026-05-24 00:10:14,513 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_46.csv +2026-05-24 00:10:14,513 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_46.csv +2026-05-24 00:10:14,514 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_46.csv +2026-05-24 00:10:14,514 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_46.csv +2026-05-24 00:10:14,542 - INFO - Removed old checkpoint: checkpoint_epoch_45.pt +2026-05-24 00:10:14,543 - INFO - Epoch 47/50, Learning Rate: 0.000039 +2026-05-24 00:11:27,419 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:11:27,471 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:11:27,520 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:11:27,568 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:11:27,620 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:11:27,671 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:11:28,995 - INFO - Epoch 47/50: +2026-05-24 00:11:28,995 - INFO - Train: loss=1.9318, accuracy_overall=0.9671 +2026-05-24 00:11:28,995 - INFO - Horizon 0.0s: accuracy=0.9736 +2026-05-24 00:11:28,995 - INFO - Horizon 0.1s: accuracy=0.9762 +2026-05-24 00:11:28,995 - INFO - Horizon 0.2s: accuracy=0.9728 +2026-05-24 00:11:28,995 - INFO - Horizon 0.3s: accuracy=0.9751 +2026-05-24 00:11:28,995 - INFO - Horizon 0.5s: accuracy=0.9650 +2026-05-24 00:11:28,995 - INFO - Horizon 1.0s: accuracy=0.9401 +2026-05-24 00:11:28,995 - INFO - Val Horizon 0.0s - Overall: loss=0.7344, accuracy=0.9397 +2026-05-24 00:11:28,995 - INFO - Horizon 0.0s - Overall F1: 0.9424, Precision: 0.9486, Recall: 0.9369 +2026-05-24 00:11:28,995 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:11:28,995 - INFO - Macro F1: 0.9424 +2026-05-24 00:11:28,995 - INFO - Weighted F1: 0.9396 +2026-05-24 00:11:28,995 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9725 +2026-05-24 00:11:28,995 - INFO - Horizon 0.0s - Steady F1: 0.9771, Precision: 0.9804, Recall: 0.9741 +2026-05-24 00:11:28,995 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:11:28,995 - INFO - Macro F1: 0.9771 +2026-05-24 00:11:28,995 - INFO - Weighted F1: 0.9725 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7881 +2026-05-24 00:11:28,996 - INFO - Horizon 0.0s - Transition F1: 0.7421, Precision: 0.7667, Recall: 0.7290 +2026-05-24 00:11:28,996 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.7421 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.7882 +2026-05-24 00:11:28,996 - INFO - +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9373 +2026-05-24 00:11:28,996 - INFO - Horizon 0.1s - Overall F1: 0.9402, Precision: 0.9449, Recall: 0.9360 +2026-05-24 00:11:28,996 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9402 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9373 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9695 +2026-05-24 00:11:28,996 - INFO - Horizon 0.1s - Steady F1: 0.9741, Precision: 0.9772, Recall: 0.9711 +2026-05-24 00:11:28,996 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9741 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9695 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7907 +2026-05-24 00:11:28,996 - INFO - Horizon 0.1s - Transition F1: 0.7640, Precision: 0.7757, Recall: 0.7589 +2026-05-24 00:11:28,996 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.7640 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.7903 +2026-05-24 00:11:28,996 - INFO - +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9323 +2026-05-24 00:11:28,996 - INFO - Horizon 0.2s - Overall F1: 0.9347, Precision: 0.9404, Recall: 0.9296 +2026-05-24 00:11:28,996 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9347 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9322 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9662 +2026-05-24 00:11:28,996 - INFO - Horizon 0.2s - Steady F1: 0.9706, Precision: 0.9732, Recall: 0.9682 +2026-05-24 00:11:28,996 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9706 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9662 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7741 +2026-05-24 00:11:28,996 - INFO - Horizon 0.2s - Transition F1: 0.7492, Precision: 0.7605, Recall: 0.7465 +2026-05-24 00:11:28,996 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.7492 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.7752 +2026-05-24 00:11:28,996 - INFO - +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9263 +2026-05-24 00:11:28,996 - INFO - Horizon 0.3s - Overall F1: 0.9281, Precision: 0.9337, Recall: 0.9231 +2026-05-24 00:11:28,996 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9281 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9262 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9617 +2026-05-24 00:11:28,996 - INFO - Horizon 0.3s - Steady F1: 0.9653, Precision: 0.9694, Recall: 0.9615 +2026-05-24 00:11:28,996 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9653 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9617 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7648 +2026-05-24 00:11:28,996 - INFO - Horizon 0.3s - Transition F1: 0.7284, Precision: 0.7364, Recall: 0.7283 +2026-05-24 00:11:28,996 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.7284 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.7647 +2026-05-24 00:11:28,996 - INFO - +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9101 +2026-05-24 00:11:28,996 - INFO - Horizon 0.5s - Overall F1: 0.9119, Precision: 0.9243, Recall: 0.9009 +2026-05-24 00:11:28,996 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:11:28,996 - INFO - Macro F1: 0.9119 +2026-05-24 00:11:28,996 - INFO - Weighted F1: 0.9100 +2026-05-24 00:11:28,996 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9474 +2026-05-24 00:11:28,996 - INFO - Horizon 0.5s - Steady F1: 0.9483, Precision: 0.9576, Recall: 0.9400 +2026-05-24 00:11:28,996 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:11:28,997 - INFO - Macro F1: 0.9483 +2026-05-24 00:11:28,997 - INFO - Weighted F1: 0.9473 +2026-05-24 00:11:28,997 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7373 +2026-05-24 00:11:28,997 - INFO - Horizon 0.5s - Transition F1: 0.7032, Precision: 0.7342, Recall: 0.6837 +2026-05-24 00:11:28,997 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:11:28,997 - INFO - Macro F1: 0.7032 +2026-05-24 00:11:28,997 - INFO - Weighted F1: 0.7380 +2026-05-24 00:11:28,997 - INFO - +2026-05-24 00:11:28,997 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8669 +2026-05-24 00:11:28,997 - INFO - Horizon 1.0s - Overall F1: 0.8644, Precision: 0.8846, Recall: 0.8475 +2026-05-24 00:11:28,997 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:11:28,997 - INFO - Macro F1: 0.8644 +2026-05-24 00:11:28,997 - INFO - Weighted F1: 0.8662 +2026-05-24 00:11:28,997 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9111 +2026-05-24 00:11:28,997 - INFO - Horizon 1.0s - Steady F1: 0.9029, Precision: 0.9194, Recall: 0.8890 +2026-05-24 00:11:28,997 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:11:28,997 - INFO - Macro F1: 0.9029 +2026-05-24 00:11:28,997 - INFO - Weighted F1: 0.9107 +2026-05-24 00:11:28,997 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6584 +2026-05-24 00:11:28,997 - INFO - Horizon 1.0s - Transition F1: 0.6074, Precision: 0.6418, Recall: 0.5916 +2026-05-24 00:11:28,997 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:11:28,997 - INFO - Macro F1: 0.6074 +2026-05-24 00:11:28,997 - INFO - Weighted F1: 0.6572 +2026-05-24 00:11:29,239 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_47.pt +2026-05-24 00:11:29,240 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_47.csv +2026-05-24 00:11:29,241 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_47.csv +2026-05-24 00:11:29,241 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_47.csv +2026-05-24 00:11:29,241 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_47.csv +2026-05-24 00:11:29,242 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_47.csv +2026-05-24 00:11:29,242 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_47.csv +2026-05-24 00:11:29,243 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_47.csv +2026-05-24 00:11:29,243 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_47.csv +2026-05-24 00:11:29,243 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_47.csv +2026-05-24 00:11:29,244 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_47.csv +2026-05-24 00:11:29,244 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_47.csv +2026-05-24 00:11:29,244 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_47.csv +2026-05-24 00:11:29,245 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_47.csv +2026-05-24 00:11:29,245 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_47.csv +2026-05-24 00:11:29,245 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_47.csv +2026-05-24 00:11:29,246 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_47.csv +2026-05-24 00:11:29,246 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_47.csv +2026-05-24 00:11:29,247 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_47.csv +2026-05-24 00:11:29,273 - INFO - Removed old checkpoint: checkpoint_epoch_46.pt +2026-05-24 00:11:29,274 - INFO - Epoch 48/50, Learning Rate: 0.000039 +2026-05-24 00:12:40,848 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:12:40,893 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:12:40,942 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:12:40,978 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:12:41,016 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:12:41,062 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:12:42,029 - INFO - Epoch 48/50: +2026-05-24 00:12:42,029 - INFO - Train: loss=1.9280, accuracy_overall=0.9679 +2026-05-24 00:12:42,029 - INFO - Horizon 0.0s: accuracy=0.9727 +2026-05-24 00:12:42,029 - INFO - Horizon 0.1s: accuracy=0.9759 +2026-05-24 00:12:42,029 - INFO - Horizon 0.2s: accuracy=0.9743 +2026-05-24 00:12:42,029 - INFO - Horizon 0.3s: accuracy=0.9743 +2026-05-24 00:12:42,030 - INFO - Horizon 0.5s: accuracy=0.9657 +2026-05-24 00:12:42,030 - INFO - Horizon 1.0s: accuracy=0.9444 +2026-05-24 00:12:42,030 - INFO - Val Horizon 0.0s - Overall: loss=0.7344, accuracy=0.9415 +2026-05-24 00:12:42,030 - INFO - Horizon 0.0s - Overall F1: 0.9439, Precision: 0.9507, Recall: 0.9377 +2026-05-24 00:12:42,030 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:12:42,030 - INFO - Macro F1: 0.9439 +2026-05-24 00:12:42,030 - INFO - Weighted F1: 0.9414 +2026-05-24 00:12:42,030 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9740 +2026-05-24 00:12:42,030 - INFO - Horizon 0.0s - Steady F1: 0.9774, Precision: 0.9801, Recall: 0.9749 +2026-05-24 00:12:42,030 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:12:42,030 - INFO - Macro F1: 0.9774 +2026-05-24 00:12:42,030 - INFO - Weighted F1: 0.9740 +2026-05-24 00:12:42,030 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7913 +2026-05-24 00:12:42,030 - INFO - Horizon 0.0s - Transition F1: 0.7503, Precision: 0.7806, Recall: 0.7329 +2026-05-24 00:12:42,030 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:12:42,030 - INFO - Macro F1: 0.7503 +2026-05-24 00:12:42,030 - INFO - Weighted F1: 0.7921 +2026-05-24 00:12:42,030 - INFO - +2026-05-24 00:12:42,030 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9378 +2026-05-24 00:12:42,030 - INFO - Horizon 0.1s - Overall F1: 0.9398, Precision: 0.9450, Recall: 0.9350 +2026-05-24 00:12:42,030 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:12:42,030 - INFO - Macro F1: 0.9398 +2026-05-24 00:12:42,030 - INFO - Weighted F1: 0.9379 +2026-05-24 00:12:42,030 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9712 +2026-05-24 00:12:42,030 - INFO - Horizon 0.1s - Steady F1: 0.9746, Precision: 0.9768, Recall: 0.9725 +2026-05-24 00:12:42,030 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:12:42,030 - INFO - Macro F1: 0.9746 +2026-05-24 00:12:42,030 - INFO - Weighted F1: 0.9712 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7863 +2026-05-24 00:12:42,031 - INFO - Horizon 0.1s - Transition F1: 0.7517, Precision: 0.7712, Recall: 0.7390 +2026-05-24 00:12:42,031 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.7517 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.7863 +2026-05-24 00:12:42,031 - INFO - +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9330 +2026-05-24 00:12:42,031 - INFO - Horizon 0.2s - Overall F1: 0.9343, Precision: 0.9396, Recall: 0.9296 +2026-05-24 00:12:42,031 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9343 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.9329 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9680 +2026-05-24 00:12:42,031 - INFO - Horizon 0.2s - Steady F1: 0.9712, Precision: 0.9739, Recall: 0.9687 +2026-05-24 00:12:42,031 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9712 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.9680 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7696 +2026-05-24 00:12:42,031 - INFO - Horizon 0.2s - Transition F1: 0.7413, Precision: 0.7491, Recall: 0.7391 +2026-05-24 00:12:42,031 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.7413 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.7707 +2026-05-24 00:12:42,031 - INFO - +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9284 +2026-05-24 00:12:42,031 - INFO - Horizon 0.3s - Overall F1: 0.9280, Precision: 0.9323, Recall: 0.9243 +2026-05-24 00:12:42,031 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9280 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.9284 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9627 +2026-05-24 00:12:42,031 - INFO - Horizon 0.3s - Steady F1: 0.9645, Precision: 0.9670, Recall: 0.9624 +2026-05-24 00:12:42,031 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9645 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.9627 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7724 +2026-05-24 00:12:42,031 - INFO - Horizon 0.3s - Transition F1: 0.7293, Precision: 0.7404, Recall: 0.7245 +2026-05-24 00:12:42,031 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.7293 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.7723 +2026-05-24 00:12:42,031 - INFO - +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9106 +2026-05-24 00:12:42,031 - INFO - Horizon 0.5s - Overall F1: 0.9101, Precision: 0.9190, Recall: 0.9019 +2026-05-24 00:12:42,031 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9101 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.9105 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9478 +2026-05-24 00:12:42,031 - INFO - Horizon 0.5s - Steady F1: 0.9464, Precision: 0.9534, Recall: 0.9402 +2026-05-24 00:12:42,031 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9464 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.9478 +2026-05-24 00:12:42,031 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7380 +2026-05-24 00:12:42,031 - INFO - Horizon 0.5s - Transition F1: 0.7012, Precision: 0.7224, Recall: 0.6842 +2026-05-24 00:12:42,031 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.7012 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.7384 +2026-05-24 00:12:42,031 - INFO - +2026-05-24 00:12:42,031 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8682 +2026-05-24 00:12:42,031 - INFO - Horizon 1.0s - Overall F1: 0.8650, Precision: 0.8803, Recall: 0.8523 +2026-05-24 00:12:42,031 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.8650 +2026-05-24 00:12:42,031 - INFO - Weighted F1: 0.8679 +2026-05-24 00:12:42,031 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9105 +2026-05-24 00:12:42,031 - INFO - Horizon 1.0s - Steady F1: 0.9010, Precision: 0.9137, Recall: 0.8911 +2026-05-24 00:12:42,031 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:12:42,031 - INFO - Macro F1: 0.9010 +2026-05-24 00:12:42,032 - INFO - Weighted F1: 0.9104 +2026-05-24 00:12:42,032 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6682 +2026-05-24 00:12:42,032 - INFO - Horizon 1.0s - Transition F1: 0.6179, Precision: 0.6406, Recall: 0.6075 +2026-05-24 00:12:42,032 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:12:42,032 - INFO - Macro F1: 0.6179 +2026-05-24 00:12:42,032 - INFO - Weighted F1: 0.6680 +2026-05-24 00:12:42,272 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_48.pt +2026-05-24 00:12:42,273 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_48.csv +2026-05-24 00:12:42,273 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_48.csv +2026-05-24 00:12:42,274 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_48.csv +2026-05-24 00:12:42,274 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_48.csv +2026-05-24 00:12:42,274 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_48.csv +2026-05-24 00:12:42,275 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_48.csv +2026-05-24 00:12:42,275 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_48.csv +2026-05-24 00:12:42,275 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_48.csv +2026-05-24 00:12:42,276 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_48.csv +2026-05-24 00:12:42,276 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_48.csv +2026-05-24 00:12:42,277 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_48.csv +2026-05-24 00:12:42,277 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_48.csv +2026-05-24 00:12:42,277 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_48.csv +2026-05-24 00:12:42,278 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_48.csv +2026-05-24 00:12:42,278 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_48.csv +2026-05-24 00:12:42,278 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_48.csv +2026-05-24 00:12:42,279 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_48.csv +2026-05-24 00:12:42,279 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_48.csv +2026-05-24 00:12:42,307 - INFO - Removed old checkpoint: checkpoint_epoch_47.pt +2026-05-24 00:12:42,307 - INFO - Epoch 49/50, Learning Rate: 0.000039 +2026-05-24 00:13:53,987 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:13:54,046 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:13:54,102 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:13:54,141 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:13:54,198 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:13:54,246 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:13:55,284 - INFO - Epoch 49/50: +2026-05-24 00:13:55,284 - INFO - Train: loss=1.9289, accuracy_overall=0.9640 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s: accuracy=0.9743 +2026-05-24 00:13:55,284 - INFO - Horizon 0.1s: accuracy=0.9728 +2026-05-24 00:13:55,284 - INFO - Horizon 0.2s: accuracy=0.9731 +2026-05-24 00:13:55,284 - INFO - Horizon 0.3s: accuracy=0.9644 +2026-05-24 00:13:55,284 - INFO - Horizon 0.5s: accuracy=0.9602 +2026-05-24 00:13:55,284 - INFO - Horizon 1.0s: accuracy=0.9390 +2026-05-24 00:13:55,284 - INFO - Val Horizon 0.0s - Overall: loss=0.7411, accuracy=0.9389 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s - Overall F1: 0.9415, Precision: 0.9519, Recall: 0.9323 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:13:55,284 - INFO - Macro F1: 0.9415 +2026-05-24 00:13:55,284 - INFO - Weighted F1: 0.9388 +2026-05-24 00:13:55,284 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9712 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s - Steady F1: 0.9754, Precision: 0.9813, Recall: 0.9700 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:13:55,284 - INFO - Macro F1: 0.9754 +2026-05-24 00:13:55,284 - INFO - Weighted F1: 0.9712 +2026-05-24 00:13:55,284 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7894 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s - Transition F1: 0.7396, Precision: 0.7824, Recall: 0.7149 +2026-05-24 00:13:55,284 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:13:55,284 - INFO - Macro F1: 0.7396 +2026-05-24 00:13:55,284 - INFO - Weighted F1: 0.7891 +2026-05-24 00:13:55,284 - INFO - +2026-05-24 00:13:55,284 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9366 +2026-05-24 00:13:55,284 - INFO - Horizon 0.1s - Overall F1: 0.9388, Precision: 0.9489, Recall: 0.9297 +2026-05-24 00:13:55,284 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:13:55,284 - INFO - Macro F1: 0.9388 +2026-05-24 00:13:55,284 - INFO - Weighted F1: 0.9366 +2026-05-24 00:13:55,284 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9692 +2026-05-24 00:13:55,284 - INFO - Horizon 0.1s - Steady F1: 0.9726, Precision: 0.9790, Recall: 0.9669 +2026-05-24 00:13:55,285 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.9726 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.9692 +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7881 +2026-05-24 00:13:55,285 - INFO - Horizon 0.1s - Transition F1: 0.7558, Precision: 0.7877, Recall: 0.7345 +2026-05-24 00:13:55,285 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.7558 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.7883 +2026-05-24 00:13:55,285 - INFO - +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9302 +2026-05-24 00:13:55,285 - INFO - Horizon 0.2s - Overall F1: 0.9318, Precision: 0.9444, Recall: 0.9208 +2026-05-24 00:13:55,285 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.9318 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.9301 +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9654 +2026-05-24 00:13:55,285 - INFO - Horizon 0.2s - Steady F1: 0.9685, Precision: 0.9750, Recall: 0.9627 +2026-05-24 00:13:55,285 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.9685 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.9653 +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7664 +2026-05-24 00:13:55,285 - INFO - Horizon 0.2s - Transition F1: 0.7419, Precision: 0.7784, Recall: 0.7209 +2026-05-24 00:13:55,285 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.7419 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.7682 +2026-05-24 00:13:55,285 - INFO - +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9258 +2026-05-24 00:13:55,285 - INFO - Horizon 0.3s - Overall F1: 0.9264, Precision: 0.9362, Recall: 0.9180 +2026-05-24 00:13:55,285 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.9264 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.9256 +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9595 +2026-05-24 00:13:55,285 - INFO - Horizon 0.3s - Steady F1: 0.9613, Precision: 0.9680, Recall: 0.9555 +2026-05-24 00:13:55,285 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.9613 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.9595 +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7724 +2026-05-24 00:13:55,285 - INFO - Horizon 0.3s - Transition F1: 0.7430, Precision: 0.7619, Recall: 0.7337 +2026-05-24 00:13:55,285 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.7430 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.7727 +2026-05-24 00:13:55,285 - INFO - +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9093 +2026-05-24 00:13:55,285 - INFO - Horizon 0.5s - Overall F1: 0.9090, Precision: 0.9207, Recall: 0.8987 +2026-05-24 00:13:55,285 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:13:55,285 - INFO - Macro F1: 0.9090 +2026-05-24 00:13:55,285 - INFO - Weighted F1: 0.9092 +2026-05-24 00:13:55,285 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9445 +2026-05-24 00:13:55,285 - INFO - Horizon 0.5s - Steady F1: 0.9419, Precision: 0.9494, Recall: 0.9355 +2026-05-24 00:13:55,285 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:13:55,286 - INFO - Macro F1: 0.9419 +2026-05-24 00:13:55,286 - INFO - Weighted F1: 0.9445 +2026-05-24 00:13:55,286 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7463 +2026-05-24 00:13:55,286 - INFO - Horizon 0.5s - Transition F1: 0.7169, Precision: 0.7433, Recall: 0.7013 +2026-05-24 00:13:55,286 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:13:55,286 - INFO - Macro F1: 0.7169 +2026-05-24 00:13:55,286 - INFO - Weighted F1: 0.7470 +2026-05-24 00:13:55,286 - INFO - +2026-05-24 00:13:55,286 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8639 +2026-05-24 00:13:55,286 - INFO - Horizon 1.0s - Overall F1: 0.8616, Precision: 0.8758, Recall: 0.8497 +2026-05-24 00:13:55,286 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:13:55,286 - INFO - Macro F1: 0.8616 +2026-05-24 00:13:55,286 - INFO - Weighted F1: 0.8637 +2026-05-24 00:13:55,286 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9051 +2026-05-24 00:13:55,286 - INFO - Horizon 1.0s - Steady F1: 0.8954, Precision: 0.9065, Recall: 0.8864 +2026-05-24 00:13:55,286 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:13:55,286 - INFO - Macro F1: 0.8954 +2026-05-24 00:13:55,286 - INFO - Weighted F1: 0.9053 +2026-05-24 00:13:55,286 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6688 +2026-05-24 00:13:55,286 - INFO - Horizon 1.0s - Transition F1: 0.6192, Precision: 0.6351, Recall: 0.6159 +2026-05-24 00:13:55,286 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:13:55,286 - INFO - Macro F1: 0.6192 +2026-05-24 00:13:55,286 - INFO - Weighted F1: 0.6689 +2026-05-24 00:13:55,524 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_49.pt +2026-05-24 00:13:55,525 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_49.csv +2026-05-24 00:13:55,525 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_49.csv +2026-05-24 00:13:55,526 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_49.csv +2026-05-24 00:13:55,526 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_49.csv +2026-05-24 00:13:55,527 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_49.csv +2026-05-24 00:13:55,527 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_49.csv +2026-05-24 00:13:55,527 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_49.csv +2026-05-24 00:13:55,528 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_49.csv +2026-05-24 00:13:55,528 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_49.csv +2026-05-24 00:13:55,528 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_49.csv +2026-05-24 00:13:55,529 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_49.csv +2026-05-24 00:13:55,529 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_49.csv +2026-05-24 00:13:55,530 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_49.csv +2026-05-24 00:13:55,530 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_49.csv +2026-05-24 00:13:55,530 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_49.csv +2026-05-24 00:13:55,531 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_49.csv +2026-05-24 00:13:55,531 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_49.csv +2026-05-24 00:13:55,531 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_49.csv +2026-05-24 00:13:55,560 - INFO - Removed old checkpoint: checkpoint_epoch_48.pt +2026-05-24 00:13:55,561 - INFO - Epoch 50/50, Learning Rate: 0.000039 +2026-05-24 00:15:07,082 - INFO - Evaluation samples - Total: 8800, Steady-state: 7233, Transition: 1567 +2026-05-24 00:15:07,136 - INFO - Horizon 1 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:15:07,189 - INFO - Horizon 2 - Steady-state: 7246, Transition: 1554 +2026-05-24 00:15:07,233 - INFO - Horizon 3 - Steady-state: 7214, Transition: 1586 +2026-05-24 00:15:07,278 - INFO - Horizon 4 - Steady-state: 7239, Transition: 1561 +2026-05-24 00:15:07,324 - INFO - Horizon 5 - Steady-state: 7263, Transition: 1537 +2026-05-24 00:15:08,347 - INFO - Epoch 50/50: +2026-05-24 00:15:08,347 - INFO - Train: loss=1.9239, accuracy_overall=0.9675 +2026-05-24 00:15:08,347 - INFO - Horizon 0.0s: accuracy=0.9729 +2026-05-24 00:15:08,347 - INFO - Horizon 0.1s: accuracy=0.9782 +2026-05-24 00:15:08,347 - INFO - Horizon 0.2s: accuracy=0.9772 +2026-05-24 00:15:08,347 - INFO - Horizon 0.3s: accuracy=0.9688 +2026-05-24 00:15:08,347 - INFO - Horizon 0.5s: accuracy=0.9660 +2026-05-24 00:15:08,347 - INFO - Horizon 1.0s: accuracy=0.9419 +2026-05-24 00:15:08,347 - INFO - Val Horizon 0.0s - Overall: loss=0.7383, accuracy=0.9397 +2026-05-24 00:15:08,347 - INFO - Horizon 0.0s - Overall F1: 0.9427, Precision: 0.9496, Recall: 0.9365 +2026-05-24 00:15:08,347 - INFO - Horizon 0.0s - Overall Classification Report: +2026-05-24 00:15:08,347 - INFO - Macro F1: 0.9427 +2026-05-24 00:15:08,347 - INFO - Weighted F1: 0.9396 +2026-05-24 00:15:08,347 - INFO - Val Horizon 0.0s - Steady-State: accuracy=0.9715 +2026-05-24 00:15:08,347 - INFO - Horizon 0.0s - Steady F1: 0.9761, Precision: 0.9804, Recall: 0.9720 +2026-05-24 00:15:08,348 - INFO - Horizon 0.0s - Steady Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9761 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9715 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.0s - Transition: accuracy=0.7926 +2026-05-24 00:15:08,348 - INFO - Horizon 0.0s - Transition F1: 0.7513, Precision: 0.7742, Recall: 0.7385 +2026-05-24 00:15:08,348 - INFO - Horizon 0.0s - Transition Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.7513 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.7932 +2026-05-24 00:15:08,348 - INFO - +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.1s - Overall: accuracy=0.9364 +2026-05-24 00:15:08,348 - INFO - Horizon 0.1s - Overall F1: 0.9384, Precision: 0.9449, Recall: 0.9325 +2026-05-24 00:15:08,348 - INFO - Horizon 0.1s - Overall Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9384 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9363 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.1s - Steady-State: accuracy=0.9699 +2026-05-24 00:15:08,348 - INFO - Horizon 0.1s - Steady F1: 0.9734, Precision: 0.9784, Recall: 0.9688 +2026-05-24 00:15:08,348 - INFO - Horizon 0.1s - Steady Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9734 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9699 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.1s - Transition: accuracy=0.7837 +2026-05-24 00:15:08,348 - INFO - Horizon 0.1s - Transition F1: 0.7488, Precision: 0.7645, Recall: 0.7420 +2026-05-24 00:15:08,348 - INFO - Horizon 0.1s - Transition Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.7488 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.7841 +2026-05-24 00:15:08,348 - INFO - +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.2s - Overall: accuracy=0.9306 +2026-05-24 00:15:08,348 - INFO - Horizon 0.2s - Overall F1: 0.9329, Precision: 0.9419, Recall: 0.9249 +2026-05-24 00:15:08,348 - INFO - Horizon 0.2s - Overall Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9329 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9304 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.2s - Steady-State: accuracy=0.9665 +2026-05-24 00:15:08,348 - INFO - Horizon 0.2s - Steady F1: 0.9696, Precision: 0.9754, Recall: 0.9641 +2026-05-24 00:15:08,348 - INFO - Horizon 0.2s - Steady Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9696 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9665 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.2s - Transition: accuracy=0.7632 +2026-05-24 00:15:08,348 - INFO - Horizon 0.2s - Transition F1: 0.7478, Precision: 0.7641, Recall: 0.7419 +2026-05-24 00:15:08,348 - INFO - Horizon 0.2s - Transition Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.7478 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.7643 +2026-05-24 00:15:08,348 - INFO - +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.3s - Overall: accuracy=0.9264 +2026-05-24 00:15:08,348 - INFO - Horizon 0.3s - Overall F1: 0.9273, Precision: 0.9366, Recall: 0.9191 +2026-05-24 00:15:08,348 - INFO - Horizon 0.3s - Overall Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9273 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9262 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.3s - Steady-State: accuracy=0.9626 +2026-05-24 00:15:08,348 - INFO - Horizon 0.3s - Steady F1: 0.9650, Precision: 0.9726, Recall: 0.9579 +2026-05-24 00:15:08,348 - INFO - Horizon 0.3s - Steady Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.9650 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.9626 +2026-05-24 00:15:08,348 - INFO - Val Horizon 0.3s - Transition: accuracy=0.7617 +2026-05-24 00:15:08,348 - INFO - Horizon 0.3s - Transition F1: 0.7264, Precision: 0.7349, Recall: 0.7259 +2026-05-24 00:15:08,348 - INFO - Horizon 0.3s - Transition Classification Report: +2026-05-24 00:15:08,348 - INFO - Macro F1: 0.7264 +2026-05-24 00:15:08,348 - INFO - Weighted F1: 0.7620 +2026-05-24 00:15:08,348 - INFO - +2026-05-24 00:15:08,349 - INFO - Val Horizon 0.5s - Overall: accuracy=0.9114 +2026-05-24 00:15:08,349 - INFO - Horizon 0.5s - Overall F1: 0.9110, Precision: 0.9283, Recall: 0.8960 +2026-05-24 00:15:08,349 - INFO - Horizon 0.5s - Overall Classification Report: +2026-05-24 00:15:08,349 - INFO - Macro F1: 0.9110 +2026-05-24 00:15:08,349 - INFO - Weighted F1: 0.9111 +2026-05-24 00:15:08,349 - INFO - Val Horizon 0.5s - Steady-State: accuracy=0.9494 +2026-05-24 00:15:08,349 - INFO - Horizon 0.5s - Steady F1: 0.9483, Precision: 0.9622, Recall: 0.9358 +2026-05-24 00:15:08,349 - INFO - Horizon 0.5s - Steady Classification Report: +2026-05-24 00:15:08,349 - INFO - Macro F1: 0.9483 +2026-05-24 00:15:08,349 - INFO - Weighted F1: 0.9494 +2026-05-24 00:15:08,349 - INFO - Val Horizon 0.5s - Transition: accuracy=0.7348 +2026-05-24 00:15:08,349 - INFO - Horizon 0.5s - Transition F1: 0.7000, Precision: 0.7325, Recall: 0.6823 +2026-05-24 00:15:08,349 - INFO - Horizon 0.5s - Transition Classification Report: +2026-05-24 00:15:08,349 - INFO - Macro F1: 0.7000 +2026-05-24 00:15:08,349 - INFO - Weighted F1: 0.7358 +2026-05-24 00:15:08,349 - INFO - +2026-05-24 00:15:08,349 - INFO - Val Horizon 1.0s - Overall: accuracy=0.8705 +2026-05-24 00:15:08,349 - INFO - Horizon 1.0s - Overall F1: 0.8678, Precision: 0.8967, Recall: 0.8443 +2026-05-24 00:15:08,349 - INFO - Horizon 1.0s - Overall Classification Report: +2026-05-24 00:15:08,349 - INFO - Macro F1: 0.8678 +2026-05-24 00:15:08,349 - INFO - Weighted F1: 0.8696 +2026-05-24 00:15:08,349 - INFO - Val Horizon 1.0s - Steady-State: accuracy=0.9133 +2026-05-24 00:15:08,349 - INFO - Horizon 1.0s - Steady F1: 0.9049, Precision: 0.9306, Recall: 0.8842 +2026-05-24 00:15:08,349 - INFO - Horizon 1.0s - Steady Classification Report: +2026-05-24 00:15:08,349 - INFO - Macro F1: 0.9049 +2026-05-24 00:15:08,349 - INFO - Weighted F1: 0.9127 +2026-05-24 00:15:08,349 - INFO - Val Horizon 1.0s - Transition: accuracy=0.6682 +2026-05-24 00:15:08,349 - INFO - Horizon 1.0s - Transition F1: 0.6216, Precision: 0.6712, Recall: 0.5953 +2026-05-24 00:15:08,349 - INFO - Horizon 1.0s - Transition Classification Report: +2026-05-24 00:15:08,349 - INFO - Macro F1: 0.6216 +2026-05-24 00:15:08,349 - INFO - Weighted F1: 0.6677 +2026-05-24 00:15:08,582 - INFO - Saved checkpoint: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/checkpoint_epoch_50.pt +2026-05-24 00:15:08,584 - INFO - Saved overall horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv +2026-05-24 00:15:08,584 - INFO - Saved steady horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv +2026-05-24 00:15:08,585 - INFO - Saved transition horizon 0.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv +2026-05-24 00:15:08,585 - INFO - Saved overall horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv +2026-05-24 00:15:08,585 - INFO - Saved steady horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv +2026-05-24 00:15:08,586 - INFO - Saved transition horizon 0.1s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv +2026-05-24 00:15:08,586 - INFO - Saved overall horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv +2026-05-24 00:15:08,586 - INFO - Saved steady horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv +2026-05-24 00:15:08,587 - INFO - Saved transition horizon 0.2s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv +2026-05-24 00:15:08,587 - INFO - Saved overall horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv +2026-05-24 00:15:08,588 - INFO - Saved steady horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv +2026-05-24 00:15:08,588 - INFO - Saved transition horizon 0.3s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv +2026-05-24 00:15:08,588 - INFO - Saved overall horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv +2026-05-24 00:15:08,589 - INFO - Saved steady horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv +2026-05-24 00:15:08,589 - INFO - Saved transition horizon 0.5s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv +2026-05-24 00:15:08,589 - INFO - Saved overall horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv +2026-05-24 00:15:08,590 - INFO - Saved steady horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv +2026-05-24 00:15:08,590 - INFO - Saved transition horizon 1.0s metrics report: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv +2026-05-24 00:15:08,615 - INFO - Removed old checkpoint: checkpoint_epoch_49.pt +2026-05-24 00:15:47,813 - INFO - Evaluation samples - Total: 43520, Steady-state: 41396, Transition: 2124 +2026-05-24 00:15:48,040 - INFO - Horizon 1 - Steady-state: 41381, Transition: 2139 +2026-05-24 00:15:48,264 - INFO - Horizon 2 - Steady-state: 41401, Transition: 2119 +2026-05-24 00:15:48,477 - INFO - Horizon 3 - Steady-state: 41393, Transition: 2127 +2026-05-24 00:15:48,706 - INFO - Horizon 4 - Steady-state: 41395, Transition: 2125 +2026-05-24 00:15:48,948 - INFO - Horizon 5 - Steady-state: 41394, Transition: 2126 +2026-05-24 00:15:51,509 - INFO - Saved overall horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv +2026-05-24 00:15:51,511 - INFO - Saved steady horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv +2026-05-24 00:15:51,511 - INFO - Saved transition horizon 0.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv +2026-05-24 00:15:51,512 - INFO - Saved overall horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv +2026-05-24 00:15:51,513 - INFO - Saved steady horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv +2026-05-24 00:15:51,514 - INFO - Saved transition horizon 0.1s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv +2026-05-24 00:15:51,515 - INFO - Saved overall horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv +2026-05-24 00:15:51,516 - INFO - Saved steady horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv +2026-05-24 00:15:51,516 - INFO - Saved transition horizon 0.2s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv +2026-05-24 00:15:51,517 - INFO - Saved overall horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv +2026-05-24 00:15:51,518 - INFO - Saved steady horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv +2026-05-24 00:15:51,519 - INFO - Saved transition horizon 0.3s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv +2026-05-24 00:15:51,520 - INFO - Saved overall horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv +2026-05-24 00:15:51,520 - INFO - Saved steady horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv +2026-05-24 00:15:51,521 - INFO - Saved transition horizon 0.5s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv +2026-05-24 00:15:51,522 - INFO - Saved overall horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv +2026-05-24 00:15:51,523 - INFO - Saved steady horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv +2026-05-24 00:15:51,524 - INFO - Saved transition horizon 1.0s metrics: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv +2026-05-24 00:15:51,534 - INFO - Cleaned up old per-subject results: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results +2026-05-24 00:15:51,633 - INFO - Saved per-subject summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results.csv +2026-05-24 00:15:51,634 - INFO - Saved horizon 0.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.0s.csv +2026-05-24 00:15:51,634 - INFO - Saved horizon 0.1s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.1s.csv +2026-05-24 00:15:51,635 - INFO - Saved horizon 0.2s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.2s.csv +2026-05-24 00:15:51,636 - INFO - Saved horizon 0.3s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.3s.csv +2026-05-24 00:15:51,636 - INFO - Saved horizon 0.5s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.5s.csv +2026-05-24 00:15:51,637 - INFO - Saved horizon 1.0s summary: outputs/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_1.0s.csv +2026-05-24 00:15:51,637 - INFO - +Test set evaluation: +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.0s - Overall: loss=2.0689, accuracy=0.5537 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.0s - Steady-State: accuracy=0.5616 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.0s - Transition: accuracy=0.4002 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.1s - Overall: accuracy=0.5515 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.1s - Steady-State: accuracy=0.5591 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.1s - Transition: accuracy=0.4035 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.2s - Overall: accuracy=0.5461 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.2s - Steady-State: accuracy=0.5540 +2026-05-24 00:15:51,637 - INFO - Test Horizon 0.2s - Transition: accuracy=0.3926 +2026-05-24 00:15:51,638 - INFO - Test Horizon 0.3s - Overall: accuracy=0.5430 +2026-05-24 00:15:51,638 - INFO - Test Horizon 0.3s - Steady-State: accuracy=0.5514 +2026-05-24 00:15:51,638 - INFO - Test Horizon 0.3s - Transition: accuracy=0.3785 +2026-05-24 00:15:51,638 - INFO - Test Horizon 0.5s - Overall: accuracy=0.5364 +2026-05-24 00:15:51,638 - INFO - Test Horizon 0.5s - Steady-State: accuracy=0.5452 +2026-05-24 00:15:51,638 - INFO - Test Horizon 0.5s - Transition: accuracy=0.3656 +2026-05-24 00:15:51,638 - INFO - Test Horizon 1.0s - Overall: accuracy=0.5259 +2026-05-24 00:15:51,638 - INFO - Test Horizon 1.0s - Steady-State: accuracy=0.5341 +2026-05-24 00:15:51,638 - INFO - Test Horizon 1.0s - Transition: accuracy=0.3659 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d4366fa802a99ca7da963dca8d8d97e0aa6269fa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1889,0,0,0,6,30,0,147,13,8,7 +Sit to stand,21,29,0,75,0,0,0,0,0,0,0 +Stand to sit,78,0,45,28,0,1,0,0,0,0,0 +Sitting,0,0,0,413,0,0,0,0,0,0,0 +Stair up,20,0,0,0,99,0,0,0,0,2,0 +Stair down,49,0,0,0,0,69,0,3,0,0,0 +Ramp up,87,0,0,0,9,7,63,0,9,17,0 +Ramp down,83,0,0,0,0,55,0,174,0,0,0 +Grass walking,34,0,0,0,0,0,0,5,101,9,0 +Uneven ground walking,85,0,0,0,6,12,0,7,16,50,0 +Carry,345,0,0,0,0,37,0,115,0,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..e4c2a305cb735543f8dbb43883c1aa5233b93220 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1818,0,0,0,3,29,0,143,13,8,6 +Sit to stand,5,19,0,64,0,0,0,0,0,0,0 +Stand to sit,59,0,44,10,0,1,0,0,0,0,0 +Sitting,0,0,0,384,0,0,0,0,0,0,0 +Stair up,13,0,0,0,96,0,0,0,0,2,0 +Stair down,43,0,0,0,0,67,0,3,0,0,0 +Ramp up,79,0,0,0,9,7,63,0,9,17,0 +Ramp down,75,0,0,0,0,55,0,173,0,0,0 +Grass walking,27,0,0,0,0,0,0,4,101,9,0 +Uneven ground walking,81,0,0,0,6,11,0,5,15,50,0 +Carry,334,0,0,0,0,37,0,114,0,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..8b5b57a12c4d64d38612a8dc7ff31da7ddb36249 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,71,0,0,0,3,1,0,4,0,0,1 +Sit to stand,16,10,0,11,0,0,0,0,0,0,0 +Stand to sit,19,0,1,18,0,0,0,0,0,0,0 +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,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,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,4,0,0,0,0,1,0,2,1,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..86834cadbe1e3e5a7890a4c76dab3b69aa97b5e1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7019695280564846,0.8995238095238095,0.7885618868712169,2100.0,2691,2100 +Sit to stand,1.0,0.232,0.37662337662337664,125.0,29,125 +Stand to sit,1.0,0.29605263157894735,0.45685279187817257,152.0,45,152 +Sitting,0.8003875968992248,1.0,0.8891280947255114,413.0,516,413 +Stair up,0.825,0.8181818181818182,0.8215767634854771,121.0,120,121 +Stair down,0.32701421800947866,0.5702479338842975,0.41566265060240964,121.0,211,121 +Ramp up,1.0,0.328125,0.49411764705882355,192.0,63,192 +Ramp down,0.3858093126385809,0.5576923076923077,0.45609436435124506,312.0,451,312 +Grass walking,0.7266187050359713,0.6778523489932886,0.7013888888888888,149.0,139,149 +Uneven ground walking,0.5813953488372093,0.2840909090909091,0.3816793893129771,176.0,86,176 +Carry,0.7878787878787878,0.0497131931166348,0.09352517985611511,523.0,33,523 +accuracy,0.6747262773722628,0.6747262773722628,0.6747262773722628,0.6747262773722628,0,0 +macro avg,0.7396430452141579,0.5194072683692741,0.534110093968565,4384.0,0,0 +weighted avg,0.7199166712743376,0.6747262773722628,0.6266385942154175,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..42111a20cb788e3d89bd0621cad72e44fdda68a3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7174427782162589,0.9,0.7984189723320159,2020.0,2534,2020 +Sit to stand,1.0,0.2159090909090909,0.35514018691588783,88.0,19,88 +Stand to sit,1.0,0.38596491228070173,0.5569620253164557,114.0,44,114 +Sitting,0.8384279475982532,1.0,0.9121140142517815,384.0,458,384 +Stair up,0.8421052631578947,0.8648648648648649,0.8533333333333334,111.0,114,111 +Stair down,0.32367149758454106,0.5929203539823009,0.41875,113.0,207,113 +Ramp up,1.0,0.3423913043478261,0.5101214574898786,184.0,63,184 +Ramp down,0.3914027149321267,0.570957095709571,0.46442953020134226,303.0,442,303 +Grass walking,0.7318840579710145,0.7163120567375887,0.7240143369175627,141.0,138,141 +Uneven ground walking,0.5813953488372093,0.2976190476190476,0.3937007874015748,168.0,86,168 +Carry,0.8125,0.050880626223091974,0.09576427255985268,511.0,32,511 +accuracy,0.6867295141406816,0.6867295141406816,0.6867295141406816,0.6867295141406816,0,0 +macro avg,0.7489845098452089,0.5398017593340075,0.5529771742472442,4137.0,0,0 +weighted avg,0.7304548950242085,0.6867295141406816,0.6409452878448393,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f3af9c386636e1f7b1167991c90b63a3be2e0a7c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.45222929936305734,0.8875,0.5991561181434599,80.0,157,80 +Sit to stand,1.0,0.2702702702702703,0.425531914893617,37.0,10,37 +Stand to sit,1.0,0.02631578947368421,0.05128205128205128,38.0,1,38 +Sitting,0.5,1.0,0.6666666666666666,29.0,58,29 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.5,0.25,0.3333333333333333,8.0,4,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.1111111111111111,0.1111111111111111,0.1111111111111111,9.0,9,9 +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,0.0,0.0,0.0,12.0,1,12 +accuracy,0.47368421052631576,0.47368421052631576,0.47368421052631576,0.47368421052631576,0,0 +macro avg,0.36939458277037895,0.25865428825955145,0.23291647231183993,247.0,0,0 +weighted avg,0.5493050362309497,0.47368421052631576,0.3739914504099538,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..552b3840d2189408f7c16ab479b63bcbcd145933 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1899,0,0,0,6,29,0,143,11,8,7 +Sit to stand,16,29,0,80,0,0,0,0,0,0,0 +Stand to sit,77,0,46,26,0,1,0,0,0,0,0 +Sitting,0,0,0,414,0,0,0,0,0,0,0 +Stair up,22,0,0,0,99,0,0,0,0,2,0 +Stair down,51,0,0,0,0,67,0,3,0,0,0 +Ramp up,87,0,0,0,9,8,62,0,9,17,0 +Ramp down,86,0,0,0,0,52,0,174,0,0,0 +Grass walking,35,0,0,0,0,0,0,5,99,8,0 +Uneven ground walking,94,0,0,0,5,11,0,9,12,45,0 +Carry,339,0,0,0,0,42,0,114,0,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..0b68e84ad1b8a2a1f9bf3b5e202091218f66480b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1825,0,0,0,3,28,0,139,11,8,7 +Sit to stand,4,22,0,61,0,0,0,0,0,0,0 +Stand to sit,59,0,45,9,0,1,0,0,0,0,0 +Sitting,0,0,0,383,0,0,0,0,0,0,0 +Stair up,15,0,0,0,96,0,0,0,0,2,0 +Stair down,45,0,0,0,0,65,0,3,0,0,0 +Ramp up,80,0,0,0,9,7,62,0,9,17,0 +Ramp down,77,0,0,0,0,52,0,174,0,0,0 +Grass walking,29,0,0,0,0,0,0,4,98,8,0 +Uneven ground walking,88,0,0,0,5,11,0,7,12,45,0 +Carry,329,0,0,0,0,42,0,113,0,0,26 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..043f6b849044ef682a7ec089a7d018bf7397a2bf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,74,0,0,0,3,1,0,4,0,0,0 +Sit to stand,12,7,0,19,0,0,0,0,0,0,0 +Stand to sit,18,0,1,17,0,0,0,0,0,0,0 +Sitting,0,0,0,31,0,0,0,0,0,0,0 +Stair up,7,0,0,0,3,0,0,0,0,0,0 +Stair down,6,0,0,0,0,2,0,0,0,0,0 +Ramp up,7,0,0,0,0,1,0,0,0,0,0 +Ramp down,9,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,6,0,0,0,0,0,0,2,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..302e547ccdb5462c620a262807e82245b18db3ce --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7017738359201774,0.9029957203994294,0.7897691827822833,2103.0,2706,2103 +Sit to stand,1.0,0.232,0.37662337662337664,125.0,29,125 +Stand to sit,1.0,0.30666666666666664,0.46938775510204084,150.0,46,150 +Sitting,0.7961538461538461,1.0,0.8865096359743041,414.0,520,414 +Stair up,0.8319327731092437,0.8048780487804879,0.8181818181818182,123.0,119,123 +Stair down,0.319047619047619,0.5537190082644629,0.40483383685800606,121.0,210,121 +Ramp up,1.0,0.3229166666666667,0.4881889763779528,192.0,62,192 +Ramp down,0.38839285714285715,0.5576923076923077,0.45789473684210524,312.0,448,312 +Grass walking,0.7557251908396947,0.673469387755102,0.7122302158273381,147.0,131,147 +Uneven ground walking,0.5625,0.2556818181818182,0.3515625,176.0,80,176 +Carry,0.7878787878787878,0.04990403071017274,0.09386281588447654,521.0,33,521 +accuracy,0.6751824817518248,0.6751824817518248,0.6751824817518248,0.6751824817518248,0,0 +macro avg,0.7403095372811113,0.5145385141015558,0.5317313500412456,4384.0,0,0 +weighted avg,0.7196910550209579,0.6751824817518248,0.6266144466436243,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..58d95e227408d25f7911835c309e864086bf055c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.715405723245786,0.9030183077684315,0.7983377077865267,2021.0,2551,2021 +Sit to stand,1.0,0.25287356321839083,0.4036697247706422,87.0,22,87 +Stand to sit,1.0,0.39473684210526316,0.5660377358490566,114.0,45,114 +Sitting,0.8454746136865342,1.0,0.916267942583732,383.0,453,383 +Stair up,0.8495575221238938,0.8495575221238938,0.8495575221238938,113.0,113,113 +Stair down,0.3155339805825243,0.5752212389380531,0.40752351097178685,113.0,206,113 +Ramp up,1.0,0.33695652173913043,0.5040650406504065,184.0,62,184 +Ramp down,0.39545454545454545,0.5742574257425742,0.46837146702557203,303.0,440,303 +Grass walking,0.7538461538461538,0.7050359712230215,0.7286245353159851,139.0,130,139 +Uneven ground walking,0.5625,0.26785714285714285,0.3629032258064516,168.0,80,168 +Carry,0.7878787878787878,0.050980392156862744,0.09576427255985268,510.0,33,510 +accuracy,0.687061668681983,0.687061668681983,0.687061668681983,0.687061668681983,0,0 +macro avg,0.7477864842562023,0.5373177207157058,0.554647516858537,4135.0,0,0 +weighted avg,0.7272630249100426,0.687061668681983,0.6413106910438074,4135.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c0bac670d035e70fc409fecf9ccf29e5e034aad --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4774193548387097,0.9024390243902439,0.6244725738396625,82.0,155,82 +Sit to stand,1.0,0.18421052631578946,0.3111111111111111,38.0,7,38 +Stand to sit,1.0,0.027777777777777776,0.05405405405405406,36.0,1,36 +Sitting,0.4626865671641791,1.0,0.6326530612244898,31.0,67,31 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.5,0.25,0.3333333333333333,8.0,4,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,8,9 +Grass walking,1.0,0.125,0.2222222222222222,8.0,1,8 +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,0.4779116465863454,0.4779116465863454,0.4779116465863454,0.4779116465863454,0,0 +macro avg,0.449100538363899,0.2535843025894373,0.23207694143498847,249.0,0,0 +weighted avg,0.5802878340516616,0.4779116465863454,0.3726169018691732,249.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..09e6c96f567fbe3ceab242256574e83f7d2e59c1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1893,0,1,1,8,31,0,147,9,8,7 +Sit to stand,8,26,0,89,0,0,0,0,0,0,0 +Stand to sit,82,0,38,29,0,3,0,0,0,0,0 +Sitting,0,2,0,409,0,0,0,0,0,0,0 +Stair up,24,0,0,0,97,0,0,0,0,1,0 +Stair down,58,0,0,0,0,62,0,2,0,0,0 +Ramp up,88,0,0,0,9,9,59,0,9,17,0 +Ramp down,87,0,0,0,0,48,0,176,0,0,0 +Grass walking,45,0,0,0,0,0,0,5,91,7,0 +Uneven ground walking,104,0,0,0,5,10,0,10,9,39,0 +Carry,335,0,0,0,0,44,0,118,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..13cd46f93d46fe5d12807476cefd0c83f08be199 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1824,0,1,0,5,29,0,141,8,8,7 +Sit to stand,2,24,0,62,0,0,0,0,0,0,0 +Stand to sit,64,0,35,12,0,3,0,0,0,0,0 +Sitting,0,2,0,380,0,0,0,0,0,0,0 +Stair up,17,0,0,0,94,0,0,0,0,1,0 +Stair down,51,0,0,0,0,61,0,2,0,0,0 +Ramp up,81,0,0,0,9,8,59,0,9,17,0 +Ramp down,79,0,0,0,0,48,0,175,0,0,0 +Grass walking,39,0,0,0,0,0,0,4,90,7,0 +Uneven ground walking,97,0,0,0,5,10,0,9,9,39,0 +Carry,326,0,0,0,0,44,0,115,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..e53f11ae647183a7c67a4ceafe88700360b2f26d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,69,0,0,1,3,2,0,6,1,0,0 +Sit to stand,6,2,0,27,0,0,0,0,0,0,0 +Stand to sit,18,0,3,17,0,0,0,0,0,0,0 +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,7,0,0,0,0,1,0,0,0,0,0 +Ramp down,8,0,0,0,0,0,0,1,0,0,0 +Grass walking,6,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,7,0,0,0,0,0,0,1,0,0,0 +Carry,9,0,0,0,0,0,0,3,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fa09db4d1d35e9416276fa8d57871eb0e96e7b2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6949339207048458,0.8992874109263658,0.7840132532615448,2105.0,2724,2105 +Sit to stand,0.9285714285714286,0.21138211382113822,0.3443708609271523,123.0,28,123 +Stand to sit,0.9743589743589743,0.25,0.39790575916230364,152.0,39,152 +Sitting,0.7746212121212122,0.9951338199513382,0.8711395101171459,411.0,528,411 +Stair up,0.8151260504201681,0.7950819672131147,0.8049792531120332,122.0,119,122 +Stair down,0.2995169082125604,0.5081967213114754,0.3768996960486322,122.0,207,122 +Ramp up,1.0,0.3089005235602094,0.472,191.0,59,191 +Ramp down,0.38427947598253276,0.5659163987138264,0.4577373211963589,311.0,458,311 +Grass walking,0.7711864406779662,0.6148648648648649,0.6842105263157895,148.0,118,148 +Uneven ground walking,0.5416666666666666,0.22033898305084745,0.3132530120481928,177.0,72,177 +Carry,0.78125,0.04789272030651341,0.09025270758122744,522.0,32,522 +accuracy,0.6649178832116789,0.6649178832116789,0.6649178832116789,0.6649178832116789,0,0 +macro avg,0.7241373707014869,0.4924541385199722,0.508796536342762,4384.0,0,0 +weighted avg,0.7089056848281177,0.6649178832116789,0.6139926827405896,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..804e8f614fd31eb0b3ca1ce2d5d5cac916a18ebc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7069767441860465,0.9016312407315867,0.7925266130784271,2023.0,2580,2023 +Sit to stand,0.9230769230769231,0.2727272727272727,0.42105263157894735,88.0,26,88 +Stand to sit,0.9722222222222222,0.30701754385964913,0.4666666666666667,114.0,36,114 +Sitting,0.8370044052863436,0.9947643979057592,0.9090909090909091,382.0,454,382 +Stair up,0.831858407079646,0.8392857142857143,0.8355555555555556,112.0,113,112 +Stair down,0.30049261083743845,0.5350877192982456,0.38485804416403785,114.0,203,114 +Ramp up,1.0,0.3224043715846995,0.48760330578512395,183.0,59,183 +Ramp down,0.3923766816143498,0.5794701986754967,0.4679144385026738,302.0,446,302 +Grass walking,0.7758620689655172,0.6428571428571429,0.703125,140.0,116,140 +Uneven ground walking,0.5416666666666666,0.23076923076923078,0.3236514522821577,169.0,72,169 +Carry,0.78125,0.049019607843137254,0.09225092250922509,510.0,32,510 +accuracy,0.6782692772540488,0.6782692772540488,0.6782692772540488,0.6782692772540488,0,0 +macro avg,0.7329806118122867,0.515912221867085,0.5349359581103386,4137.0,0,0 +weighted avg,0.7177992874715057,0.6782692772540488,0.6306470552739013,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..18a05d32df634ba9ab535dd3aa0bf14cc5fc4cd7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4791666666666667,0.8414634146341463,0.6106194690265486,82.0,144,82 +Sit to stand,1.0,0.05714285714285714,0.10810810810810811,35.0,2,35 +Stand to sit,1.0,0.07894736842105263,0.14634146341463414,38.0,3,38 +Sitting,0.3918918918918919,1.0,0.5631067961165048,29.0,74,29 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.25,0.125,0.16666666666666666,8.0,4,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.08333333333333333,0.1111111111111111,0.09523809523809523,9.0,12,9 +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,0.0,0.0,0.0,12.0,0,12 +accuracy,0.44129554655870445,0.44129554655870445,0.44129554655870445,0.44129554655870445,0,0 +macro avg,0.38221744471744473,0.23987861375537883,0.2059164180518689,247.0,0,0 +weighted avg,0.5482045810993179,0.44129554655870445,0.3371908062006951,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..bbbd70dbbc0ba37b66e8afa27b755bfdd9ae744f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1888,0,1,2,9,34,0,149,5,9,7 +Sit to stand,5,29,0,91,0,0,0,0,0,0,0 +Stand to sit,85,0,31,26,0,4,0,1,0,0,1 +Sitting,0,5,0,409,0,0,0,0,0,0,0 +Stair up,26,0,0,0,94,0,0,0,0,1,0 +Stair down,59,0,0,0,0,60,0,3,0,0,0 +Ramp up,95,0,0,0,9,10,51,0,10,17,0 +Ramp down,100,0,0,0,0,38,0,174,0,0,0 +Grass walking,50,0,0,0,0,0,0,6,82,10,0 +Uneven ground walking,110,0,0,0,3,9,0,10,8,36,0 +Carry,333,0,0,0,0,46,0,118,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..ff71b4c1857675f9b7f30de7d52b99ed6db86d6c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1824,0,1,0,6,31,0,142,4,9,7 +Sit to stand,1,25,0,62,0,0,0,0,0,0,0 +Stand to sit,69,0,30,9,0,2,0,0,0,0,1 +Sitting,0,4,0,378,0,0,0,0,0,0,0 +Stair up,21,0,0,0,91,0,0,0,0,1,0 +Stair down,52,0,0,0,0,59,0,3,0,0,0 +Ramp up,88,0,0,0,9,9,51,0,10,17,0 +Ramp down,92,0,0,0,0,38,0,173,0,0,0 +Grass walking,44,0,0,0,0,0,0,5,81,10,0 +Uneven ground walking,104,0,0,0,3,8,0,9,8,35,0 +Carry,324,0,0,0,0,46,0,115,0,0,25 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..e123463da0e171bc6616498a6ca353ac954d125d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,64,0,0,2,3,3,0,7,1,0,0 +Sit to stand,4,4,0,29,0,0,0,0,0,0,0 +Stand to sit,16,0,1,17,0,2,0,1,0,0,0 +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,7,0,0,0,0,1,0,0,0,0,0 +Ramp up,7,0,0,0,0,1,0,0,0,0,0 +Ramp down,8,0,0,0,0,0,0,1,0,0,0 +Grass walking,6,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,6,0,0,0,0,1,0,1,0,1,0 +Carry,9,0,0,0,0,0,0,3,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a8b9451360794d968a54baae52c47295396e22a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6862958924027627,0.8973384030418251,0.7777548918640577,2104.0,2751,2104 +Sit to stand,0.8529411764705882,0.232,0.36477987421383645,125.0,34,125 +Stand to sit,0.96875,0.20945945945945946,0.34444444444444444,148.0,32,148 +Sitting,0.7746212121212122,0.9879227053140096,0.8683651804670913,414.0,528,414 +Stair up,0.8173913043478261,0.7768595041322314,0.7966101694915254,121.0,115,121 +Stair down,0.29850746268656714,0.4918032786885246,0.3715170278637771,122.0,201,122 +Ramp up,1.0,0.265625,0.41975308641975306,192.0,51,192 +Ramp down,0.3774403470715835,0.5576923076923077,0.4501940491591203,312.0,461,312 +Grass walking,0.780952380952381,0.5540540540540541,0.6482213438735178,148.0,105,148 +Uneven ground walking,0.4931506849315068,0.20454545454545456,0.2891566265060241,176.0,73,176 +Carry,0.7575757575757576,0.04789272030651341,0.09009009009009009,522.0,33,522 +accuracy,0.6567062043795621,0.6567062043795621,0.6567062043795621,0.6567062043795621,0,0 +macro avg,0.7097842016872896,0.47501753520312545,0.49280788949029436,4384.0,0,0 +weighted avg,0.6974375117326741,0.6567062043795621,0.6042650856006664,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ed7b00d56148d1a1a773cb52c1f807cb68e7b784 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6964490263459335,0.9011857707509882,0.7856989015722593,2024.0,2619,2024 +Sit to stand,0.8620689655172413,0.2840909090909091,0.42735042735042733,88.0,29,88 +Stand to sit,0.967741935483871,0.2702702702702703,0.4225352112676056,111.0,31,111 +Sitting,0.8418708240534521,0.9895287958115183,0.9097472924187726,382.0,449,382 +Stair up,0.8348623853211009,0.8053097345132744,0.8198198198198198,113.0,109,113 +Stair down,0.30569948186528495,0.5175438596491229,0.38436482084690554,114.0,193,114 +Ramp up,1.0,0.27717391304347827,0.4340425531914894,184.0,51,184 +Ramp down,0.3870246085011186,0.570957095709571,0.4613333333333333,303.0,447,303 +Grass walking,0.7864077669902912,0.5785714285714286,0.6666666666666666,140.0,103,140 +Uneven ground walking,0.4861111111111111,0.20958083832335328,0.2928870292887029,167.0,72,167 +Carry,0.7575757575757576,0.049019607843137254,0.09208103130755065,510.0,33,510 +accuracy,0.6702127659574468,0.6702127659574468,0.6702127659574468,0.6702127659574468,0,0 +macro avg,0.7205283511604693,0.4957483839615502,0.5178660988239575,4136.0,0,0 +weighted avg,0.7066218167467152,0.6702127659574468,0.6207925872191935,4136.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..faf64d0cd46429795baa8cf721148d3a7776dbbc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.48484848484848486,0.8,0.6037735849056604,80.0,132,80 +Sit to stand,0.8,0.10810810810810811,0.19047619047619047,37.0,5,37 +Stand to sit,1.0,0.02702702702702703,0.05263157894736842,37.0,1,37 +Sitting,0.3924050632911392,0.96875,0.5585585585585585,32.0,79,32 +Stair up,0.5,0.375,0.42857142857142855,8.0,6,8 +Stair down,0.125,0.125,0.125,8.0,8,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.07142857142857142,0.1111111111111111,0.08695652173913043,9.0,14,9 +Grass walking,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,1.0,0.1111111111111111,0.2,9.0,1,9 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.4314516129032258,0.4314516129032258,0.4314516129032258,0.4314516129032258,0,0 +macro avg,0.44306201086983593,0.2501006688506689,0.22236071483621248,248.0,0,0 +weighted avg,0.5507568465969854,0.4314516129032258,0.33783035588395954,248.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b51ac299d68c4f463f77ad8bed828fa90f0e70e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1883,0,2,8,10,34,0,145,3,11,6 +Sit to stand,4,45,0,76,0,0,0,0,0,0,0 +Stand to sit,96,0,21,30,0,5,0,1,0,0,0 +Sitting,0,19,0,391,0,0,0,0,0,0,0 +Stair up,31,0,0,0,89,0,0,0,0,1,0 +Stair down,64,0,0,0,0,53,0,4,0,0,0 +Ramp up,112,0,0,0,7,13,35,0,10,15,0 +Ramp down,140,0,0,0,0,16,0,156,0,0,0 +Grass walking,54,0,0,0,0,0,0,9,76,10,0 +Uneven ground walking,122,0,0,0,1,6,0,11,6,30,0 +Carry,336,0,0,0,0,47,0,111,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..25957629311975abf55791bacee1f7cb1d2e1d4d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1822,0,2,2,7,33,0,138,2,10,6 +Sit to stand,1,35,0,52,0,0,0,0,0,0,0 +Stand to sit,81,0,21,10,0,2,0,1,0,0,0 +Sitting,0,6,0,376,0,0,0,0,0,0,0 +Stair up,24,0,0,0,86,0,0,0,0,1,0 +Stair down,57,0,0,0,0,52,0,4,0,0,0 +Ramp up,105,0,0,0,7,12,35,0,10,15,0 +Ramp down,132,0,0,0,0,15,0,156,0,0,0 +Grass walking,50,0,0,0,0,0,0,6,75,10,0 +Uneven ground walking,116,0,0,0,1,5,0,10,6,30,0 +Carry,326,0,0,0,0,47,0,109,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..8b874ad477c50c54a0fe3333bd505df8b10a63f8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,61,0,0,6,3,1,0,7,1,1,0 +Sit to stand,3,10,0,24,0,0,0,0,0,0,0 +Stand to sit,15,0,0,20,0,3,0,0,0,0,0 +Sitting,0,13,0,15,0,0,0,0,0,0,0 +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,7,0,0,0,0,1,0,0,0,0,0 +Ramp down,8,0,0,0,0,1,0,0,0,0,0 +Grass walking,4,0,0,0,0,0,0,3,1,0,0 +Uneven ground walking,6,0,0,0,0,1,0,1,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..13c2604fea78c15705965eb8263ee27ac526f728 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6625615763546798,0.89581351094196,0.7617313915857605,2102.0,2842,2102 +Sit to stand,0.703125,0.36,0.47619047619047616,125.0,64,125 +Stand to sit,0.9130434782608695,0.13725490196078433,0.23863636363636365,153.0,23,153 +Sitting,0.7742574257425743,0.9536585365853658,0.8546448087431694,410.0,505,410 +Stair up,0.8317757009345794,0.7355371900826446,0.7807017543859649,121.0,107,121 +Stair down,0.3045977011494253,0.4380165289256198,0.3593220338983051,121.0,174,121 +Ramp up,1.0,0.18229166666666666,0.30837004405286345,192.0,35,192 +Ramp down,0.35697940503432496,0.5,0.4165554072096128,312.0,437,312 +Grass walking,0.8,0.5100671140939598,0.6229508196721312,149.0,95,149 +Uneven ground walking,0.44776119402985076,0.17045454545454544,0.24691358024691357,176.0,67,176 +Carry,0.8285714285714286,0.055449330783938815,0.1039426523297491,523.0,35,523 +accuracy,0.6405109489051095,0.6405109489051095,0.6405109489051095,0.6405109489051095,0,0 +macro avg,0.692970264552521,0.44895848413595324,0.4699963029046646,4384.0,0,0 +weighted avg,0.6865793427328674,0.6405109489051095,0.585162548624806,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..273d475ab518072d0e359cfc6118daeb6ef996aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6713338246131172,0.9010880316518298,0.7694256756756757,2022.0,2714,2022 +Sit to stand,0.8536585365853658,0.3977272727272727,0.5426356589147286,88.0,41,88 +Stand to sit,0.9130434782608695,0.1826086956521739,0.30434782608695654,115.0,23,115 +Sitting,0.8545454545454545,0.9842931937172775,0.9148418491484185,382.0,440,382 +Stair up,0.8514851485148515,0.7747747747747747,0.8113207547169812,111.0,101,111 +Stair down,0.3132530120481928,0.46017699115044247,0.3727598566308244,113.0,166,113 +Ramp up,1.0,0.19021739130434784,0.319634703196347,184.0,35,184 +Ramp down,0.36792452830188677,0.5148514851485149,0.42916093535075656,303.0,424,303 +Grass walking,0.8064516129032258,0.5319148936170213,0.6410256410256411,141.0,93,141 +Uneven ground walking,0.45454545454545453,0.17857142857142858,0.2564102564102564,168.0,66,168 +Carry,0.8285714285714286,0.05675146771037182,0.10622710622710622,511.0,35,511 +accuracy,0.6565973900434993,0.6565973900434993,0.6565973900434993,0.6565973900434993,0,0 +macro avg,0.7195284071718042,0.47027051145685966,0.49707184212579025,4138.0,0,0 +weighted avg,0.7015133387937786,0.6565973900434993,0.6033762316798629,4138.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2208d26a8872158c1626e9bad5d867e852a664fd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4765625,0.7625,0.5865384615384616,80.0,128,80 +Sit to stand,0.43478260869565216,0.2702702702702703,0.3333333333333333,37.0,23,37 +Stand to sit,0.0,0.0,0.0,38.0,0,38 +Sitting,0.23076923076923078,0.5357142857142857,0.3225806451612903,28.0,65,28 +Stair up,0.5,0.3,0.375,10.0,6,10 +Stair down,0.125,0.125,0.125,8.0,8,8 +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,0.5,0.125,0.2,8.0,2,8 +Uneven ground walking,0.0,0.0,0.0,8.0,1,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.3699186991869919,0.3699186991869919,0.3699186991869919,0.3699186991869919,0,0 +macro avg,0.20610130358771664,0.19258950508950506,0.1765865854575532,246.0,0,0 +weighted avg,0.2872906300133235,0.3699186991869919,0.3034092208167739,246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..8619c89ef9016965e50191d88b839112ffe37e83 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1876,0,2,25,7,34,0,137,1,18,4 +Sit to stand,21,45,0,59,0,0,0,0,0,0,0 +Stand to sit,110,0,3,35,0,3,0,2,0,0,0 +Sitting,6,10,0,388,0,4,0,0,0,0,0 +Stair up,62,0,0,0,58,0,0,1,0,0,0 +Stair down,82,0,0,0,0,36,0,3,0,0,0 +Ramp up,151,0,0,0,2,17,11,0,5,6,0 +Ramp down,202,0,0,0,0,2,0,108,0,0,0 +Grass walking,90,0,0,0,0,0,0,15,36,8,0 +Uneven ground walking,137,0,0,0,0,3,0,12,1,23,0 +Carry,347,0,0,0,0,43,0,103,0,1,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..09be8496711f0a83601dc4c5cef1ae32baeaea8f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1810,0,2,19,6,33,0,134,1,15,4 +Sit to stand,11,33,0,44,0,0,0,0,0,0,0 +Stand to sit,90,0,3,17,0,3,0,2,0,0,0 +Sitting,1,5,0,371,0,2,0,0,0,0,0 +Stair up,53,0,0,0,57,0,0,1,0,0,0 +Stair down,75,0,0,0,0,35,0,3,0,0,0 +Ramp up,144,0,0,0,2,16,11,0,5,6,0 +Ramp down,193,0,0,0,0,2,0,108,0,0,0 +Grass walking,85,0,0,0,0,0,0,12,36,8,0 +Uneven ground walking,131,0,0,0,0,3,0,11,1,22,0 +Carry,336,0,0,0,0,43,0,103,0,0,29 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..1d0505841bf61807c1b236d39428bfc489ca98c7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,66,0,0,6,1,1,0,3,0,3,0 +Sit to stand,10,12,0,15,0,0,0,0,0,0,0 +Stand to sit,20,0,0,18,0,0,0,0,0,0,0 +Sitting,5,5,0,17,0,2,0,0,0,0,0 +Stair up,9,0,0,0,1,0,0,0,0,0,0 +Stair down,7,0,0,0,0,1,0,0,0,0,0 +Ramp up,7,0,0,0,0,1,0,0,0,0,0 +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,6,0,0,0,0,0,0,1,0,1,0 +Carry,11,0,0,0,0,0,0,0,0,1,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..057d2f4399fabee8df78f2dd37cf406286873299 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6083009079118028,0.8916349809885932,0.723207401696222,2104.0,3084,2104 +Sit to stand,0.8181818181818182,0.36,0.5,125.0,55,125 +Stand to sit,0.6,0.0196078431372549,0.0379746835443038,153.0,5,153 +Sitting,0.7652859960552268,0.9509803921568627,0.848087431693989,408.0,507,408 +Stair up,0.8656716417910447,0.4793388429752066,0.6170212765957447,121.0,67,121 +Stair down,0.2535211267605634,0.2975206611570248,0.2737642585551331,121.0,142,121 +Ramp up,1.0,0.057291666666666664,0.10837438423645321,192.0,11,192 +Ramp down,0.28346456692913385,0.34615384615384615,0.3116883116883117,312.0,381,312 +Grass walking,0.8372093023255814,0.24161073825503357,0.375,149.0,43,149 +Uneven ground walking,0.4107142857142857,0.13068181818181818,0.19827586206896552,176.0,56,176 +Carry,0.8787878787878788,0.055449330783938815,0.10431654676258993,523.0,33,523 +accuracy,0.5960310218978102,0.5960310218978102,0.5960310218978102,0.5960310218978102,0,0 +macro avg,0.6655579567688487,0.34820637458693143,0.3725191051674285,4384.0,0,0 +weighted avg,0.6520697433222202,0.5960310218978102,0.526260712211829,4384.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b2f55a44ed5cc90036d3458ffe8ddadcde812744 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6179583475588938,0.8942687747035574,0.7308701796890773,2024.0,2929,2024 +Sit to stand,0.868421052631579,0.375,0.5238095238095238,88.0,38,88 +Stand to sit,0.6,0.02608695652173913,0.05,115.0,5,115 +Sitting,0.8226164079822617,0.978891820580475,0.8939759036144578,379.0,451,379 +Stair up,0.8769230769230769,0.5135135135135135,0.6477272727272727,111.0,65,111 +Stair down,0.25547445255474455,0.30973451327433627,0.28,113.0,137,113 +Ramp up,1.0,0.059782608695652176,0.11282051282051282,184.0,11,184 +Ramp down,0.2887700534759358,0.3564356435643564,0.3190546528803545,303.0,374,303 +Grass walking,0.8372093023255814,0.2553191489361702,0.391304347826087,141.0,43,141 +Uneven ground walking,0.43137254901960786,0.13095238095238096,0.2009132420091324,168.0,51,168 +Carry,0.8787878787878788,0.05675146771037182,0.10661764705882353,511.0,33,511 +accuracy,0.6079284505680445,0.6079284505680445,0.6079284505680445,0.6079284505680445,0,0 +macro avg,0.6797757382963237,0.3597033480411412,0.3870084802213856,4137.0,0,0 +weighted avg,0.6635780694996907,0.6079284505680445,0.5400828054286514,4137.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject04/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a673529f2032ee35ff3fbc9705afcc44406e5232 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4258064516129032,0.825,0.5617021276595745,80.0,155,80 +Sit to stand,0.7058823529411765,0.32432432432432434,0.4444444444444444,37.0,17,37 +Stand to sit,0.0,0.0,0.0,38.0,0,38 +Sitting,0.30357142857142855,0.5862068965517241,0.4,29.0,56,29 +Stair up,0.5,0.1,0.16666666666666666,10.0,2,10 +Stair down,0.2,0.125,0.15384615384615385,8.0,5,8 +Ramp up,0.0,0.0,0.0,8.0,0,8 +Ramp down,0.0,0.0,0.0,9.0,7,9 +Grass walking,0.0,0.0,0.0,8.0,0,8 +Uneven ground walking,0.2,0.125,0.15384615384615385,8.0,5,8 +Carry,0.0,0.0,0.0,12.0,0,12 +accuracy,0.3967611336032389,0.3967611336032389,0.3967611336032389,0.3967611336032389,0,0 +macro avg,0.21229638482959168,0.18959374735236806,0.17095504967845396,247.0,0,0 +weighted avg,0.31249285269808585,0.3967611336032389,0.31218145662111546,247.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0717daa45e1bca9c4c61e35415b4b5ec305e39a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,663,0,0,5,0,0,0,10,2,0,185 +Sit to stand,26,48,0,47,0,0,0,0,0,0,0 +Stand to sit,34,0,75,17,0,0,0,0,0,0,10 +Sitting,0,0,0,316,0,0,0,0,0,0,0 +Stair up,3,0,0,0,81,0,0,0,0,0,8 +Stair down,17,0,0,0,0,71,0,2,0,0,0 +Ramp up,27,0,0,0,0,0,107,0,0,2,9 +Ramp down,4,0,0,0,0,0,0,135,0,0,0 +Grass walking,13,0,0,0,0,0,0,1,103,0,9 +Uneven ground walking,13,0,0,0,0,0,0,1,2,89,4 +Carry,41,0,0,0,0,0,0,0,0,0,476 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..779a5d88277e5b27908847c7ee77d4d22a326798 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,608,0,0,5,0,0,0,2,0,0,166 +Sit to stand,8,44,0,30,0,0,0,0,0,0,0 +Stand to sit,20,0,68,3,0,0,0,0,0,0,6 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,1,0,0,0,77,0,0,0,0,0,4 +Stair down,9,0,0,0,0,70,0,2,0,0,0 +Ramp up,21,0,0,0,0,0,106,0,0,2,6 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,8,0,0,0,0,0,0,1,98,0,9 +Uneven ground walking,7,0,0,0,0,0,0,1,2,86,3 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..eee47c5f57966612fc5c3f958132603423490eff --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,55,0,0,0,0,0,0,8,2,0,19 +Sit to stand,18,4,0,17,0,0,0,0,0,0,0 +Stand to sit,14,0,7,14,0,0,0,0,0,0,4 +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,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,1,0,0,0,3 +Ramp down,4,0,0,0,0,0,0,7,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,5,0,0 +Uneven ground walking,6,0,0,0,0,0,0,0,0,3,1 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ca35800e5bca1335b3d87c4428a67253b5647e19 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7883472057074911,0.7664739884393064,0.7772567409144197,865.0,841,865 +Sit to stand,1.0,0.39669421487603307,0.5680473372781065,121.0,48,121 +Stand to sit,1.0,0.5514705882352942,0.7109004739336493,136.0,75,136 +Sitting,0.8207792207792208,1.0,0.9015691868758916,316.0,385,316 +Stair up,1.0,0.8804347826086957,0.9364161849710982,92.0,81,92 +Stair down,1.0,0.7888888888888889,0.8819875776397516,90.0,71,90 +Ramp up,1.0,0.7379310344827587,0.8492063492063492,145.0,107,145 +Ramp down,0.9060402684563759,0.9712230215827338,0.9375,139.0,149,139 +Grass walking,0.9626168224299065,0.8174603174603174,0.8841201716738197,126.0,107,126 +Uneven ground walking,0.978021978021978,0.8165137614678899,0.89,109.0,91,109 +Carry,0.6790299572039943,0.9206963249516441,0.7816091954022989,517.0,701,517 +accuracy,0.8147590361445783,0.8147590361445783,0.8147590361445783,0.8147590361445783,0,0 +macro avg,0.9213486775089968,0.7861624475448693,0.8289648379904894,2656.0,0,0 +weighted avg,0.8396757406339153,0.8147590361445783,0.8110379606562917,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..13a32d9f3a1e51046a6843b78a4c947d719c0380 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8479776847977685,0.7784891165172856,0.8117489986648865,781.0,717,781 +Sit to stand,1.0,0.5365853658536586,0.6984126984126984,82.0,44,82 +Stand to sit,1.0,0.7010309278350515,0.8242424242424242,97.0,68,97 +Sitting,0.881619937694704,1.0,0.9370860927152318,283.0,321,283 +Stair up,1.0,0.9390243902439024,0.9685534591194969,82.0,77,82 +Stair down,1.0,0.8641975308641975,0.9271523178807947,81.0,70,81 +Ramp up,1.0,0.7851851851851852,0.8796680497925311,135.0,106,135 +Ramp down,0.9552238805970149,1.0,0.9770992366412213,128.0,134,128 +Grass walking,0.98,0.8448275862068966,0.9074074074074074,116.0,100,116 +Uneven ground walking,0.9772727272727273,0.8686868686868687,0.9197860962566845,99.0,88,99 +Carry,0.7065052950075643,0.9302788844621513,0.8030954428202923,502.0,661,502 +accuracy,0.852891869237217,0.852891869237217,0.852891869237217,0.852891869237217,0,0 +macro avg,0.9407817750336164,0.8407550778050179,0.8776592930866972,2386.0,0,0 +weighted avg,0.8701313197841046,0.852891869237217,0.8525604753184042,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..106b382b570ae2de4677359d369f77db3d603dec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4435483870967742,0.6547619047619048,0.5288461538461539,84.0,124,84 +Sit to stand,1.0,0.10256410256410256,0.18604651162790697,39.0,4,39 +Stand to sit,1.0,0.1794871794871795,0.30434782608695654,39.0,7,39 +Sitting,0.515625,1.0,0.6804123711340206,33.0,64,33 +Stair up,1.0,0.4,0.5714285714285714,10.0,4,10 +Stair down,1.0,0.1111111111111111,0.2,9.0,1,9 +Ramp up,1.0,0.1,0.18181818181818182,10.0,1,10 +Ramp down,0.4666666666666667,0.6363636363636364,0.5384615384615384,11.0,15,11 +Grass walking,0.7142857142857143,0.5,0.5882352941176471,10.0,7,10 +Uneven ground walking,1.0,0.3,0.46153846153846156,10.0,3,10 +Carry,0.225,0.6,0.32727272727272727,15.0,40,15 +accuracy,0.4777777777777778,0.4777777777777778,0.4777777777777778,0.4777777777777778,0,0 +macro avg,0.7604659789135596,0.4167534485716304,0.41530978521201506,270.0,0,0 +weighted avg,0.692314370341924,0.4777777777777778,0.4320905083799101,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a2104685441d938017a13826bc6831ff94ce937 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,669,0,0,5,1,0,0,7,4,0,187 +Sit to stand,21,47,0,55,0,0,0,0,0,0,0 +Stand to sit,29,0,74,13,0,0,0,0,0,0,14 +Sitting,0,0,0,317,0,0,0,0,0,0,0 +Stair up,3,0,0,0,77,0,0,0,0,0,8 +Stair down,28,0,0,0,0,61,0,2,0,0,0 +Ramp up,27,0,0,0,0,0,105,0,0,1,10 +Ramp down,1,0,0,0,0,0,0,137,0,0,0 +Grass walking,14,0,0,0,0,0,0,1,99,0,10 +Uneven ground walking,12,0,0,0,0,0,0,1,1,90,5 +Carry,41,0,0,0,0,0,0,0,0,0,479 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..bc4f68e398c4b7e772ca31175143ec9f896ab97e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,603,0,0,5,0,0,0,4,1,0,170 +Sit to stand,5,44,0,35,0,0,0,0,0,0,0 +Stand to sit,17,0,63,2,0,0,0,0,0,0,9 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,2,0,0,0,72,0,0,0,0,0,4 +Stair down,18,0,0,0,0,61,0,1,0,0,0 +Ramp up,23,0,0,0,0,0,103,0,0,1,6 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,9,0,0,0,0,0,0,1,94,0,10 +Uneven ground walking,8,0,0,0,0,0,0,1,1,86,3 +Carry,34,0,0,0,0,0,0,0,0,0,470 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..397f29e9dd68fa4b6fe653c79274f85de121f673 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,66,0,0,0,1,0,0,3,3,0,17 +Sit to stand,16,3,0,20,0,0,0,0,0,0,0 +Stand to sit,12,0,11,11,0,0,0,0,0,0,5 +Sitting,0,0,0,34,0,0,0,0,0,0,0 +Stair up,1,0,0,0,5,0,0,0,0,0,4 +Stair down,10,0,0,0,0,0,0,1,0,0,0 +Ramp up,4,0,0,0,0,0,2,0,0,0,4 +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,4,0,0,0,0,0,0,0,0,4,2 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7f6ce83750debd97ad548a163e4a38a0fd4a0018 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7917159763313609,0.7663230240549829,0.7788125727590222,873.0,845,873 +Sit to stand,1.0,0.3821138211382114,0.5529411764705883,123.0,47,123 +Stand to sit,1.0,0.5692307692307692,0.7254901960784313,130.0,74,130 +Sitting,0.8128205128205128,1.0,0.8967468175388967,317.0,390,317 +Stair up,0.9871794871794872,0.875,0.927710843373494,88.0,78,88 +Stair down,1.0,0.6703296703296703,0.8026315789473685,91.0,61,91 +Ramp up,1.0,0.7342657342657343,0.8467741935483871,143.0,105,143 +Ramp down,0.9256756756756757,0.9927536231884058,0.958041958041958,138.0,148,138 +Grass walking,0.9519230769230769,0.7983870967741935,0.868421052631579,124.0,104,124 +Uneven ground walking,0.989010989010989,0.8256880733944955,0.9,109.0,91,109 +Carry,0.6718092566619915,0.9211538461538461,0.7769667477696675,520.0,713,520 +accuracy,0.8113704819277109,0.8113704819277109,0.8113704819277109,0.8113704819277109,0,0 +macro avg,0.920921361327554,0.7759314235027553,0.8213215579235812,2656.0,0,0 +weighted avg,0.8379625982007957,0.8113704819277109,0.8073347343860561,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f2029bc2014616828e3ffdddeb7e263ceef58221 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8386648122392212,0.7701149425287356,0.8029294274300932,783.0,719,783 +Sit to stand,1.0,0.5238095238095238,0.6875,84.0,44,84 +Stand to sit,1.0,0.6923076923076923,0.8181818181818182,91.0,63,91 +Sitting,0.8707692307692307,1.0,0.930921052631579,283.0,325,283 +Stair up,1.0,0.9230769230769231,0.96,78.0,72,78 +Stair down,1.0,0.7625,0.8652482269503546,80.0,61,80 +Ramp up,1.0,0.7744360902255639,0.8728813559322034,133.0,103,133 +Ramp down,0.9481481481481482,1.0,0.973384030418251,128.0,135,128 +Grass walking,0.9791666666666666,0.8245614035087719,0.8952380952380953,114.0,96,114 +Uneven ground walking,0.9885057471264368,0.8686868686868687,0.9247311827956989,99.0,87,99 +Carry,0.6994047619047619,0.9325396825396826,0.7993197278911565,504.0,672,504 +accuracy,0.8443416070677324,0.8443416070677324,0.8443416070677324,0.8443416070677324,0,0 +macro avg,0.9386053969867696,0.8247302842439783,0.8663940834062953,2377.0,0,0 +weighted avg,0.863463303415853,0.8443416070677324,0.8437517258000223,2377.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f855df4f9fd4bf2ea40a84c8252e37d73c8adb51 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5238095238095238,0.7333333333333333,0.6111111111111112,90.0,126,90 +Sit to stand,1.0,0.07692307692307693,0.14285714285714285,39.0,3,39 +Stand to sit,1.0,0.28205128205128205,0.44,39.0,11,39 +Sitting,0.5230769230769231,1.0,0.6868686868686869,34.0,65,34 +Stair up,0.8333333333333334,0.5,0.625,10.0,6,10 +Stair down,0.0,0.0,0.0,11.0,0,11 +Ramp up,1.0,0.2,0.3333333333333333,10.0,2,10 +Ramp down,0.6923076923076923,0.9,0.782608695652174,10.0,13,10 +Grass walking,0.625,0.5,0.5555555555555556,10.0,8,10 +Uneven ground walking,1.0,0.4,0.5714285714285714,10.0,4,10 +Carry,0.21951219512195122,0.5625,0.3157894736842105,16.0,41,16 +accuracy,0.5304659498207885,0.5304659498207885,0.5304659498207885,0.5304659498207885,0,0 +macro avg,0.6742763334226749,0.4686188811188811,0.4604138700446168,279.0,0,0 +weighted avg,0.6736418562933117,0.5304659498207885,0.48321454144662235,279.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..450a42773b198c08c11beb0a521fa4d27231920e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,664,0,0,6,0,0,0,7,5,0,190 +Sit to stand,14,52,0,56,0,0,0,0,0,0,0 +Stand to sit,36,0,63,16,0,0,0,0,0,0,18 +Sitting,0,1,0,316,0,0,0,0,0,0,0 +Stair up,3,0,0,0,76,0,0,0,0,0,10 +Stair down,32,0,0,0,0,55,0,2,0,0,0 +Ramp up,31,0,0,0,0,0,100,0,0,2,11 +Ramp down,1,0,0,0,0,0,0,137,0,0,0 +Grass walking,15,0,0,0,0,0,0,1,98,0,11 +Uneven ground walking,15,0,0,0,0,0,0,1,0,90,5 +Carry,43,0,0,0,0,0,0,0,0,0,473 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..027c05db008412e3b783fabb556ab8547b3dd835 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,600,0,0,6,0,0,0,4,2,0,171 +Sit to stand,2,45,0,36,0,0,0,0,0,0,0 +Stand to sit,21,0,58,2,0,0,0,0,0,0,13 +Sitting,0,0,0,285,0,0,0,0,0,0,0 +Stair up,2,0,0,0,71,0,0,0,0,0,6 +Stair down,25,0,0,0,0,54,0,1,0,0,0 +Ramp up,26,0,0,0,0,0,99,0,0,2,8 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,10,0,0,0,0,0,0,1,94,0,11 +Uneven ground walking,9,0,0,0,0,0,0,1,0,87,4 +Carry,36,0,0,0,0,0,0,0,0,0,465 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..3bc2b4fc6271ed1c12b8bfd8d3f41710d7fb2383 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,64,0,0,0,0,0,0,3,3,0,19 +Sit to stand,12,7,0,20,0,0,0,0,0,0,0 +Stand to sit,15,0,5,14,0,0,0,0,0,0,5 +Sitting,0,1,0,31,0,0,0,0,0,0,0 +Stair up,1,0,0,0,5,0,0,0,0,0,4 +Stair down,7,0,0,0,0,1,0,1,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,3 +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,6,0,0,0,0,0,0,0,0,3,1 +Carry,7,0,0,0,0,0,0,0,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a6fb8f4f25310d6124a35c5d5962c3efe17087a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7775175644028103,0.7614678899082569,0.7694090382387022,872.0,854,872 +Sit to stand,0.9811320754716981,0.4262295081967213,0.5942857142857143,122.0,53,122 +Stand to sit,1.0,0.47368421052631576,0.6428571428571429,133.0,63,133 +Sitting,0.8020304568527918,0.9968454258675079,0.8888888888888888,317.0,394,317 +Stair up,1.0,0.8539325842696629,0.9212121212121213,89.0,76,89 +Stair down,1.0,0.6179775280898876,0.7638888888888888,89.0,55,89 +Ramp up,1.0,0.6944444444444444,0.819672131147541,144.0,100,144 +Ramp down,0.9256756756756757,0.9927536231884058,0.958041958041958,138.0,148,138 +Grass walking,0.9514563106796117,0.784,0.8596491228070176,125.0,103,125 +Uneven ground walking,0.9782608695652174,0.8108108108108109,0.8866995073891626,111.0,92,111 +Carry,0.658774373259053,0.9166666666666666,0.766612641815235,516.0,718,516 +accuracy,0.7996987951807228,0.7996987951807228,0.7996987951807228,0.7996987951807228,0,0 +macro avg,0.9158952114460779,0.7571647901789708,0.8064742868702155,2656.0,0,0 +weighted avg,0.8291140434453079,0.7996987951807228,0.7953214578714402,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..ccbbb7702fc02b3ebe81e8725a89969111f8e118 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8207934336525308,0.7662835249042146,0.7926023778071334,783.0,731,783 +Sit to stand,1.0,0.5421686746987951,0.703125,83.0,45,83 +Stand to sit,1.0,0.6170212765957447,0.7631578947368421,94.0,58,94 +Sitting,0.8662613981762918,1.0,0.9283387622149837,285.0,329,285 +Stair up,1.0,0.8987341772151899,0.9466666666666667,79.0,71,79 +Stair down,1.0,0.675,0.8059701492537313,80.0,54,80 +Ramp up,1.0,0.7333333333333333,0.8461538461538461,135.0,99,135 +Ramp down,0.9481481481481482,1.0,0.973384030418251,128.0,135,128 +Grass walking,0.9791666666666666,0.8103448275862069,0.8867924528301887,116.0,96,116 +Uneven ground walking,0.9775280898876404,0.8613861386138614,0.9157894736842105,101.0,89,101 +Carry,0.6858407079646017,0.9281437125748503,0.7888040712468194,501.0,678,501 +accuracy,0.8327044025157233,0.8327044025157233,0.8327044025157233,0.8327044025157233,0,0 +macro avg,0.9343398585905344,0.8029468786838361,0.8500713386375156,2385.0,0,0 +weighted avg,0.8544438511930349,0.8327044025157233,0.831833178597842,2385.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bb3c128d71f50d6e05ab9d70a5e1227352038db9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5203252032520326,0.7191011235955056,0.6037735849056604,89.0,123,89 +Sit to stand,0.875,0.1794871794871795,0.2978723404255319,39.0,8,39 +Stand to sit,1.0,0.1282051282051282,0.22727272727272727,39.0,5,39 +Sitting,0.47692307692307695,0.96875,0.6391752577319587,32.0,65,32 +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,1.0,0.1111111111111111,0.2,9.0,1,9 +Ramp down,0.6923076923076923,0.9,0.782608695652174,10.0,13,10 +Grass walking,0.5714285714285714,0.4444444444444444,0.5,9.0,7,9 +Uneven ground walking,1.0,0.3,0.46153846153846156,10.0,3,10 +Carry,0.2,0.5333333333333333,0.2909090909090909,15.0,40,15 +accuracy,0.5092250922509225,0.5092250922509225,0.5092250922509225,0.5092250922509225,0,0 +macro avg,0.7578167767192157,0.4450494028443467,0.44271062046384285,271.0,0,0 +weighted avg,0.6928465520918945,0.5092250922509225,0.46583723079877465,271.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..48bc974292f6db8863c2633ca363ea4a3b5f83d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,665,0,0,8,2,1,0,10,6,0,183 +Sit to stand,14,53,0,53,0,0,0,0,0,0,0 +Stand to sit,38,0,61,14,0,0,0,0,0,0,19 +Sitting,0,3,0,315,0,0,0,0,0,0,0 +Stair up,6,0,0,0,73,0,0,0,0,0,11 +Stair down,36,0,0,0,0,53,0,0,0,0,0 +Ramp up,30,0,0,0,0,0,99,0,0,2,12 +Ramp down,3,0,0,0,0,0,0,136,0,0,0 +Grass walking,14,0,0,0,0,0,0,1,96,0,12 +Uneven ground walking,10,0,0,0,0,0,0,1,0,91,7 +Carry,42,0,0,0,0,0,0,0,0,0,476 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..b2a33106fe94a67365bb6ec2d70d2baa40b3d254 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,604,0,0,7,0,0,0,4,2,0,165 +Sit to stand,3,44,0,38,0,0,0,0,0,0,0 +Stand to sit,24,0,54,1,0,0,0,0,0,0,14 +Sitting,0,0,0,283,0,0,0,0,0,0,0 +Stair up,4,0,0,0,69,0,0,0,0,0,8 +Stair down,27,0,0,0,0,52,0,0,0,0,0 +Ramp up,25,0,0,0,0,0,98,0,0,2,9 +Ramp down,0,0,0,0,0,0,0,129,0,0,0 +Grass walking,9,0,0,0,0,0,0,1,91,0,12 +Uneven ground walking,8,0,0,0,0,0,0,1,0,84,6 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..fe4e36052bbbaa2b1ea7c51ea30c73fafaf782bc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,61,0,0,1,2,1,0,6,4,0,18 +Sit to stand,11,9,0,15,0,0,0,0,0,0,0 +Stand to sit,14,0,7,13,0,0,0,0,0,0,5 +Sitting,0,3,0,32,0,0,0,0,0,0,0 +Stair up,2,0,0,0,4,0,0,0,0,0,3 +Stair down,9,0,0,0,0,1,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,3 +Ramp down,3,0,0,0,0,0,0,7,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,5,0,0 +Uneven ground walking,2,0,0,0,0,0,0,0,0,7,1 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd5cf3fe101ef52953569d164739fc61e70b875c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7750582750582751,0.76,0.7674552798615119,875.0,858,875 +Sit to stand,0.9464285714285714,0.44166666666666665,0.6022727272727273,120.0,56,120 +Stand to sit,1.0,0.4621212121212121,0.6321243523316062,132.0,61,132 +Sitting,0.8076923076923077,0.9905660377358491,0.8898305084745762,318.0,390,318 +Stair up,0.9733333333333334,0.8111111111111111,0.8848484848484849,90.0,75,90 +Stair down,0.9814814814814815,0.5955056179775281,0.7412587412587412,89.0,54,89 +Ramp up,1.0,0.6923076923076923,0.8181818181818182,143.0,99,143 +Ramp down,0.918918918918919,0.9784172661870504,0.9477351916376306,139.0,148,139 +Grass walking,0.9411764705882353,0.7804878048780488,0.8533333333333334,123.0,102,123 +Uneven ground walking,0.978494623655914,0.8348623853211009,0.900990099009901,109.0,93,109 +Carry,0.6611111111111111,0.918918918918919,0.7689822294022617,518.0,720,518 +accuracy,0.7974397590361446,0.7974397590361446,0.7974397590361446,0.7974397590361446,0,0 +macro avg,0.9076086448425589,0.7514513375659252,0.8006375241465993,2656.0,0,0 +weighted avg,0.8249816754862792,0.7974397590361446,0.7929393494814422,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f8803a6897462cf363c000a442dd568b4f221f89 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8173207036535859,0.7723785166240409,0.7942143326758712,782.0,739,782 +Sit to stand,1.0,0.5176470588235295,0.6821705426356589,85.0,44,85 +Stand to sit,1.0,0.5806451612903226,0.7346938775510204,93.0,54,93 +Sitting,0.8601823708206687,1.0,0.9248366013071896,283.0,329,283 +Stair up,1.0,0.8518518518518519,0.92,81.0,69,81 +Stair down,1.0,0.6582278481012658,0.7938931297709924,79.0,52,79 +Ramp up,1.0,0.7313432835820896,0.8448275862068966,134.0,98,134 +Ramp down,0.9555555555555556,1.0,0.9772727272727273,129.0,135,129 +Grass walking,0.978494623655914,0.8053097345132744,0.883495145631068,113.0,93,113 +Uneven ground walking,0.9767441860465116,0.8484848484848485,0.9081081081081082,99.0,86,99 +Carry,0.6857562408223201,0.9302788844621513,0.7895181741335587,502.0,681,502 +accuracy,0.8298319327731093,0.8298319327731093,0.8298319327731093,0.8298319327731093,0,0 +macro avg,0.9340048800504142,0.7905606534303068,0.8411845659357357,2380.0,0,0 +weighted avg,0.8526723813657763,0.8298319327731093,0.828446977417906,2380.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f6e7198214a8fed03e2cf645c885b55dfec04a18 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5126050420168067,0.6559139784946236,0.5754716981132075,93.0,119,93 +Sit to stand,0.75,0.2571428571428571,0.3829787234042553,35.0,12,35 +Stand to sit,1.0,0.1794871794871795,0.30434782608695654,39.0,7,39 +Sitting,0.5245901639344263,0.9142857142857143,0.6666666666666666,35.0,61,35 +Stair up,0.6666666666666666,0.4444444444444444,0.5333333333333333,9.0,6,9 +Stair down,0.5,0.1,0.16666666666666666,10.0,2,10 +Ramp up,1.0,0.1111111111111111,0.2,9.0,1,9 +Ramp down,0.5384615384615384,0.7,0.6086956521739131,10.0,13,10 +Grass walking,0.5555555555555556,0.5,0.5263157894736842,10.0,9,10 +Uneven ground walking,1.0,0.7,0.8235294117647058,10.0,7,10 +Carry,0.23076923076923078,0.5625,0.32727272727272727,16.0,39,16 +accuracy,0.5181159420289855,0.5181159420289855,0.5181159420289855,0.5181159420289855,0,0 +macro avg,0.6616952906731113,0.46589866226963,0.46502531772328326,276.0,0,0 +weighted avg,0.6373746495570527,0.5181159420289855,0.48990746605635954,276.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3b79a0e99e3eb78473bc42557ef4cd4c9a9446e4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,656,0,0,11,3,3,0,9,6,1,178 +Sit to stand,15,54,0,52,0,0,0,0,0,0,0 +Stand to sit,48,0,49,18,0,0,0,0,0,0,21 +Sitting,0,5,0,309,0,0,0,0,0,0,0 +Stair up,8,0,0,0,69,0,0,0,0,0,15 +Stair down,49,0,0,0,0,41,0,0,0,0,0 +Ramp up,37,0,0,0,0,0,90,0,0,1,17 +Ramp down,2,0,0,0,0,0,0,137,0,0,0 +Grass walking,18,0,0,0,0,0,0,1,95,0,12 +Uneven ground walking,12,0,0,0,0,0,0,1,1,88,7 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..17da7f0f5a41a883f714225a23dd9d586af0d3b2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,608,0,0,10,0,1,0,3,2,0,159 +Sit to stand,3,43,0,36,0,0,0,0,0,0,0 +Stand to sit,36,0,42,3,0,0,0,0,0,0,16 +Sitting,0,0,0,281,0,0,0,0,0,0,0 +Stair up,6,0,0,0,64,0,0,0,0,0,12 +Stair down,41,0,0,0,0,40,0,0,0,0,0 +Ramp up,31,0,0,0,0,0,89,0,0,1,14 +Ramp down,1,0,0,0,0,0,0,127,0,0,0 +Grass walking,13,0,0,0,0,0,0,1,90,0,12 +Uneven ground walking,8,0,0,0,0,0,0,1,0,83,7 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..2589f938ef658f5188146fccfe196789757f1394 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,48,0,0,1,3,2,0,6,4,1,19 +Sit to stand,12,11,0,16,0,0,0,0,0,0,0 +Stand to sit,12,0,7,15,0,0,0,0,0,0,5 +Sitting,0,5,0,28,0,0,0,0,0,0,0 +Stair up,2,0,0,0,5,0,0,0,0,0,3 +Stair down,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,1,0,0,0,3 +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,4,0,0,0,0,0,0,0,1,5,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5675727de36cc7718b1a78c6377cf0053161012d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7379077615298087,0.7566320645905421,0.7471526195899773,867.0,889,867 +Sit to stand,0.9152542372881356,0.4462809917355372,0.6,121.0,59,121 +Stand to sit,1.0,0.3602941176470588,0.5297297297297298,136.0,49,136 +Sitting,0.7923076923076923,0.9840764331210191,0.8778409090909091,314.0,390,314 +Stair up,0.9583333333333334,0.75,0.8414634146341463,92.0,72,92 +Stair down,0.9318181818181818,0.45555555555555555,0.6119402985074627,90.0,44,90 +Ramp up,1.0,0.6206896551724138,0.7659574468085106,145.0,90,145 +Ramp down,0.9256756756756757,0.9856115107913669,0.9547038327526133,139.0,148,139 +Grass walking,0.9313725490196079,0.753968253968254,0.8333333333333334,126.0,102,126 +Uneven ground walking,0.9777777777777777,0.8073394495412844,0.8844221105527639,109.0,90,109 +Carry,0.6542185338865837,0.9148936170212766,0.7629032258064516,517.0,723,517 +accuracy,0.7759789156626506,0.7759789156626506,0.7759789156626506,0.7759789156626506,0,0 +macro avg,0.8931514311487997,0.7123037862858462,0.764495174618718,2656.0,0,0 +weighted avg,0.8069116454313471,0.7759789156626506,0.7681274515159435,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b420aa3add30176d58dc0ae449c5eecdfed6e7f7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7745222929936306,0.776500638569604,0.7755102040816326,783.0,785,783 +Sit to stand,1.0,0.524390243902439,0.688,82.0,43,82 +Stand to sit,1.0,0.4329896907216495,0.60431654676259,97.0,42,97 +Sitting,0.8515151515151516,1.0,0.9198036006546645,281.0,330,281 +Stair up,1.0,0.7804878048780488,0.8767123287671232,82.0,64,82 +Stair down,0.975609756097561,0.49382716049382713,0.6557377049180327,81.0,41,81 +Ramp up,1.0,0.6592592592592592,0.7946428571428571,135.0,89,135 +Ramp down,0.9621212121212122,0.9921875,0.9769230769230769,128.0,132,128 +Grass walking,0.9782608695652174,0.7758620689655172,0.8653846153846154,116.0,92,116 +Uneven ground walking,0.9880952380952381,0.8383838383838383,0.907103825136612,99.0,84,99 +Carry,0.6783625730994152,0.9243027888446215,0.7824620573355818,502.0,684,502 +accuracy,0.8093042749371333,0.8093042749371333,0.8093042749371333,0.8093042749371333,0,0 +macro avg,0.9280442812261296,0.7452900903653458,0.8042360742824353,2386.0,0,0 +weighted avg,0.8364376863043119,0.8093042749371333,0.8051282305486827,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ad2d06019817035dc6ee45f5355555f1283935a7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.46153846153846156,0.5714285714285714,0.5106382978723404,84.0,104,84 +Sit to stand,0.6875,0.28205128205128205,0.4,39.0,16,39 +Stand to sit,1.0,0.1794871794871795,0.30434782608695654,39.0,7,39 +Sitting,0.4666666666666667,0.8484848484848485,0.6021505376344086,33.0,60,33 +Stair up,0.625,0.5,0.5555555555555556,10.0,8,10 +Stair down,0.3333333333333333,0.1111111111111111,0.16666666666666666,9.0,3,9 +Ramp up,1.0,0.1,0.18181818181818182,10.0,1,10 +Ramp down,0.625,0.9090909090909091,0.7407407407407407,11.0,16,11 +Grass walking,0.5,0.5,0.5,10.0,10,10 +Uneven ground walking,0.8333333333333334,0.5,0.625,10.0,6,10 +Carry,0.23076923076923078,0.6,0.3333333333333333,15.0,39,15 +accuracy,0.48148148148148145,0.48148148148148145,0.48148148148148145,0.48148148148148145,0,0 +macro avg,0.6148310023310023,0.4637867183321729,0.4472955581552895,270.0,0,0 +weighted avg,0.6033392687559355,0.48148148148148145,0.45742976112032924,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..971b442860d2f6c1e004ee905ff4e665672976ae --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,662,0,0,22,5,5,1,10,6,3,155 +Sit to stand,12,53,0,56,0,0,0,0,0,0,0 +Stand to sit,74,0,19,16,0,0,0,0,0,0,27 +Sitting,3,1,1,307,0,0,0,0,0,0,0 +Stair up,16,0,0,0,56,0,0,0,0,0,20 +Stair down,61,0,0,0,0,29,0,0,0,0,0 +Ramp up,66,0,0,0,0,0,52,0,0,0,27 +Ramp down,1,0,0,0,0,0,0,138,0,0,0 +Grass walking,24,0,0,0,0,0,0,1,82,3,16 +Uneven ground walking,6,0,0,0,0,0,0,1,0,92,10 +Carry,50,0,0,0,0,0,0,0,0,0,467 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..30525bb5cfddecbe736dcd9526c9b78e194a339a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,611,0,0,21,2,4,0,3,3,1,140 +Sit to stand,4,38,0,40,0,0,0,0,0,0,0 +Stand to sit,49,0,15,10,0,0,0,0,0,0,23 +Sitting,0,0,0,279,0,0,0,0,0,0,0 +Stair up,13,0,0,0,52,0,0,0,0,0,17 +Stair down,53,0,0,0,0,28,0,0,0,0,0 +Ramp up,61,0,0,0,0,0,51,0,0,0,23 +Ramp down,0,0,0,0,0,0,0,128,0,0,0 +Grass walking,19,0,0,0,0,0,0,1,77,3,16 +Uneven ground walking,5,0,0,0,0,0,0,1,0,83,10 +Carry,44,0,0,0,0,0,0,0,0,0,458 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..12894c863f88962867d0e11762b458dfff8e1906 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,51,0,0,1,3,1,1,7,3,2,15 +Sit to stand,8,15,0,16,0,0,0,0,0,0,0 +Stand to sit,25,0,4,6,0,0,0,0,0,0,4 +Sitting,3,1,1,28,0,0,0,0,0,0,0 +Stair up,3,0,0,0,4,0,0,0,0,0,3 +Stair down,8,0,0,0,0,1,0,0,0,0,0 +Ramp up,5,0,0,0,0,0,1,0,0,0,4 +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,1,0,0,0,0,0,0,0,0,9,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..94b70cc27b3da226e102e5dcaf22039f5bad0a3c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.678974358974359,0.761795166858458,0.7180043383947939,869.0,975,869 +Sit to stand,0.9814814814814815,0.4380165289256198,0.6057142857142858,121.0,54,121 +Stand to sit,0.95,0.13970588235294118,0.24358974358974358,136.0,20,136 +Sitting,0.7655860349127181,0.9839743589743589,0.8611500701262272,312.0,401,312 +Stair up,0.9180327868852459,0.6086956521739131,0.7320261437908496,92.0,61,92 +Stair down,0.8529411764705882,0.32222222222222224,0.46774193548387094,90.0,34,90 +Ramp up,0.9811320754716981,0.3586206896551724,0.5252525252525253,145.0,53,145 +Ramp down,0.92,0.9928057553956835,0.9550173010380623,139.0,150,139 +Grass walking,0.9318181818181818,0.6507936507936508,0.7663551401869159,126.0,88,126 +Uneven ground walking,0.9387755102040817,0.8440366972477065,0.8888888888888888,109.0,98,109 +Carry,0.646814404432133,0.9032882011605415,0.7538337368845843,517.0,722,517 +accuracy,0.7368222891566265,0.7368222891566265,0.7368222891566265,0.7368222891566265,0,0 +macro avg,0.8695960009682261,0.6367231641600244,0.6834158281227952,2656.0,0,0 +weighted avg,0.7764899706071859,0.7368222891566265,0.7155791056453601,2656.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..38e96fae1e9d530347c1f77477bf9488e681ec43 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7112922002328289,0.778343949044586,0.7433090024330901,785.0,859,785 +Sit to stand,1.0,0.4634146341463415,0.6333333333333333,82.0,38,82 +Stand to sit,1.0,0.15463917525773196,0.26785714285714285,97.0,15,97 +Sitting,0.7971428571428572,1.0,0.8871224165341812,279.0,350,279 +Stair up,0.9629629629629629,0.6341463414634146,0.7647058823529411,82.0,54,82 +Stair down,0.875,0.345679012345679,0.49557522123893805,81.0,32,81 +Ramp up,1.0,0.37777777777777777,0.5483870967741935,135.0,51,135 +Ramp down,0.9624060150375939,1.0,0.9808429118773946,128.0,133,128 +Grass walking,0.9625,0.6637931034482759,0.7857142857142857,116.0,80,116 +Uneven ground walking,0.9540229885057471,0.8383838383838383,0.8924731182795699,99.0,87,99 +Carry,0.6666666666666666,0.9123505976095617,0.7703952901597981,502.0,687,502 +accuracy,0.7627829002514669,0.7627829002514669,0.7627829002514669,0.7627829002514669,0,0 +macro avg,0.8992721536862415,0.651684402679746,0.7063377910504426,2386.0,0,0 +weighted avg,0.799898621015146,0.7627829002514669,0.745005848652288,2386.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject13/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8aeea816e30d83a4e93325157e06e9f56a4e5f56 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4396551724137931,0.6071428571428571,0.51,84.0,116,84 +Sit to stand,0.9375,0.38461538461538464,0.5454545454545454,39.0,16,39 +Stand to sit,0.8,0.10256410256410256,0.18181818181818182,39.0,5,39 +Sitting,0.5490196078431373,0.8484848484848485,0.6666666666666666,33.0,51,33 +Stair up,0.5714285714285714,0.4,0.47058823529411764,10.0,7,10 +Stair down,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Ramp up,0.5,0.1,0.16666666666666666,10.0,2,10 +Ramp down,0.5882352941176471,0.9090909090909091,0.7142857142857143,11.0,17,11 +Grass walking,0.625,0.5,0.5555555555555556,10.0,8,10 +Uneven ground walking,0.8181818181818182,0.9,0.8571428571428571,10.0,11,10 +Carry,0.2571428571428571,0.6,0.36,15.0,35,15 +accuracy,0.5074074074074074,0.5074074074074074,0.5074074074074074,0.5074074074074074,0,0 +macro avg,0.5987421201025295,0.4966372011826557,0.4736360549729533,270.0,0,0 +weighted avg,0.6029074686300854,0.5074074074074074,0.4762839851990178,270.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d8f9a19bfc8bdace96fa310c7ffb0157d1ccd91 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1062,0,2,2,0,0,0,147,14,2,77 +Sit to stand,2,5,0,18,0,0,0,0,0,0,0 +Stand to sit,8,0,12,4,0,0,0,0,0,0,0 +Sitting,0,0,0,229,0,0,0,0,0,0,0 +Stair up,17,1,0,11,33,2,0,1,0,0,0 +Stair down,36,3,5,2,1,0,0,1,0,0,0 +Ramp up,35,0,0,0,0,4,1,0,8,0,0 +Ramp down,22,0,0,0,0,8,0,69,0,0,0 +Grass walking,31,0,0,0,1,0,0,24,39,19,1 +Uneven ground walking,21,0,0,0,0,3,0,5,1,45,0 +Carry,83,0,0,0,0,0,0,25,0,0,194 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..0d0d318650fadfefb9df279a6109072c07ea236c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1028,0,2,0,0,0,0,142,13,2,76 +Sit to stand,0,4,0,12,0,0,0,0,0,0,0 +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,15,1,0,11,32,2,0,0,0,0,0 +Stair down,34,3,5,2,1,0,0,1,0,0,0 +Ramp up,33,0,0,0,0,4,1,0,8,0,0 +Ramp down,19,0,0,0,0,7,0,69,0,0,0 +Grass walking,30,0,0,0,1,0,0,21,39,19,1 +Uneven ground walking,18,0,0,0,0,2,0,5,1,45,0 +Carry,70,0,0,0,0,0,0,25,0,0,193 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..200fddf7f6e7e22e69e66d0ed2883dd482067bba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,34,0,0,2,0,0,0,5,1,0,1 +Sit to stand,2,1,0,6,0,0,0,0,0,0,0 +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,2,0,0,0,1,0,0,1,0,0,0 +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,3,0,0,0,0,1,0,0,0,0,0 +Grass walking,1,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,3,0,0,0,0,1,0,0,0,0,0 +Carry,13,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..087429a71b0bcbb1a5f51cc767b31864e8c3cc50 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.806378132118451,0.8131699846860643,0.8097598170034311,1306.0,1317,1306 +Sit to stand,0.5555555555555556,0.2,0.29411764705882354,25.0,9,25 +Stand to sit,0.631578947368421,0.5,0.5581395348837209,24.0,19,24 +Sitting,0.8609022556390977,1.0,0.9252525252525252,229.0,266,229 +Stair up,0.9428571428571428,0.5076923076923077,0.66,65.0,35,65 +Stair down,0.0,0.0,0.0,48.0,17,48 +Ramp up,1.0,0.020833333333333332,0.04081632653061224,48.0,1,48 +Ramp down,0.2536764705882353,0.696969696969697,0.3719676549865229,99.0,272,99 +Grass walking,0.6290322580645161,0.3391304347826087,0.4406779661016949,115.0,62,115 +Uneven ground walking,0.6818181818181818,0.6,0.6382978723404256,75.0,66,75 +Carry,0.7132352941176471,0.6423841059602649,0.6759581881533101,302.0,272,302 +accuracy,0.7230308219178082,0.7230308219178082,0.7230308219178082,0.7230308219178082,0,0 +macro avg,0.6431849307388408,0.4836527148567523,0.4922715938464606,2336.0,0,0 +weighted avg,0.7502547336151728,0.7230308219178082,0.7168455052096109,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..38a339213a8f0844f76110c73f1a467f5564bb0b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8210862619808307,0.8139350752177356,0.8174950298210736,1263.0,1252,1263 +Sit to stand,0.5,0.25,0.3333333333333333,16.0,8,16 +Stand to sit,0.5882352941176471,0.625,0.6060606060606061,16.0,17,16 +Sitting,0.8947368421052632,1.0,0.9444444444444444,221.0,247,221 +Stair up,0.9411764705882353,0.5245901639344263,0.6736842105263158,61.0,34,61 +Stair down,0.0,0.0,0.0,46.0,15,46 +Ramp up,1.0,0.021739130434782608,0.0425531914893617,46.0,1,46 +Ramp down,0.2623574144486692,0.7263157894736842,0.3854748603351955,95.0,263,95 +Grass walking,0.639344262295082,0.35135135135135137,0.45348837209302323,111.0,61,111 +Uneven ground walking,0.6818181818181818,0.6338028169014085,0.656934306569343,71.0,66,71 +Carry,0.7148148148148148,0.6701388888888888,0.6917562724014337,288.0,270,288 +accuracy,0.7350044762757386,0.7350044762757386,0.7350044762757386,0.7350044762757386,0,0 +macro avg,0.6403245038335204,0.5106248378365706,0.5095658751885573,2234.0,0,0 +weighted avg,0.7635448726329239,0.7350044762757386,0.7305847783434927,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..03b48beb8ee7b6d6b91e0def6cb8271278131ed3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5230769230769231,0.7906976744186046,0.6296296296296297,43.0,65,43 +Sit to stand,1.0,0.1111111111111111,0.2,9.0,1,9 +Stand to sit,1.0,0.25,0.4,8.0,2,8 +Sitting,0.42105263157894735,1.0,0.5925925925925926,8.0,19,8 +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,0.0,0.0,0.0,4.0,9,4 +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,0.5,0.07142857142857142,0.125,14.0,2,14 +accuracy,0.46078431372549017,0.46078431372549017,0.46078431372549017,0.46078431372549017,0,0 +macro avg,0.4040117776959882,0.2248397597234807,0.2133838383838384,102.0,0,0 +weighted avg,0.5280463602445027,0.46078431372549017,0.39377269426289035,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..dcd8c7e21e49862f4b79ba5a94ad0d8de746648e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1059,0,2,2,0,0,0,151,16,2,77 +Sit to stand,1,6,0,19,0,0,0,0,0,0,0 +Stand to sit,9,0,11,2,0,0,0,0,0,0,0 +Sitting,0,1,0,229,0,0,0,0,0,0,0 +Stair up,18,1,0,11,32,2,0,0,0,0,0 +Stair down,36,3,5,2,1,0,0,1,0,0,0 +Ramp up,32,0,0,0,0,4,1,0,10,0,0 +Ramp down,21,0,0,0,0,7,0,69,0,0,0 +Grass walking,37,0,0,0,1,0,0,20,37,18,1 +Uneven ground walking,26,0,0,0,0,2,0,5,1,42,0 +Carry,86,0,0,0,0,0,0,24,0,0,193 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..46deaab54da2e1338099d4978a2b80c553f473ec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1024,0,2,0,0,0,0,147,15,2,76 +Sit to stand,0,4,0,13,0,0,0,0,0,0,0 +Stand to sit,6,0,8,0,0,0,0,0,0,0,0 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,16,1,0,11,30,2,0,0,0,0,0 +Stair down,34,3,5,2,1,0,0,1,0,0,0 +Ramp up,30,0,0,0,0,4,1,0,10,0,0 +Ramp down,17,0,0,0,0,7,0,69,0,0,0 +Grass walking,37,0,0,0,1,0,0,17,36,18,1 +Uneven ground walking,23,0,0,0,0,1,0,5,1,42,0 +Carry,74,0,0,0,0,0,0,24,0,0,191 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..743f7fa1ea880aa2e5d8ca5a542b932b58931035 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,35,0,0,2,0,0,0,4,1,0,1 +Sit to stand,1,2,0,6,0,0,0,0,0,0,0 +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,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,0,0,0,0,0,0,0,3,1,0,0 +Uneven ground walking,3,0,0,0,0,1,0,0,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d56fb0b69f60c0022ad3a29f61665e2fc9ebc2f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7992452830188679,0.8090145148968678,0.8041002277904328,1309.0,1325,1309 +Sit to stand,0.5454545454545454,0.23076923076923078,0.32432432432432434,26.0,11,26 +Stand to sit,0.6111111111111112,0.5,0.55,22.0,18,22 +Sitting,0.8641509433962264,0.9956521739130435,0.9252525252525252,230.0,265,230 +Stair up,0.9411764705882353,0.5,0.6530612244897959,64.0,34,64 +Stair down,0.0,0.0,0.0,48.0,15,48 +Ramp up,1.0,0.02127659574468085,0.041666666666666664,47.0,1,47 +Ramp down,0.25555555555555554,0.711340206185567,0.3760217983651226,97.0,270,97 +Grass walking,0.578125,0.32456140350877194,0.4157303370786517,114.0,64,114 +Uneven ground walking,0.6774193548387096,0.5526315789473685,0.6086956521739131,76.0,62,76 +Carry,0.7121771217712177,0.636963696369637,0.6724738675958188,303.0,271,303 +accuracy,0.71875,0.71875,0.71875,0.71875,0,0 +macro avg,0.6349468532485881,0.4802008545759243,0.4883024203397502,2336.0,0,0 +weighted avg,0.7439199601669734,0.71875,0.7121360391412688,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9abfdea8deb1bde0329315284efdc00e22853396 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8120539254559873,0.8088467614533965,0.8104471705579739,1266.0,1261,1266 +Sit to stand,0.5,0.23529411764705882,0.32,17.0,8,17 +Stand to sit,0.5333333333333333,0.5714285714285714,0.5517241379310345,14.0,15,14 +Sitting,0.8951612903225806,1.0,0.9446808510638298,222.0,248,222 +Stair up,0.9375,0.5,0.6521739130434783,60.0,32,60 +Stair down,0.0,0.0,0.0,46.0,14,46 +Ramp up,1.0,0.022222222222222223,0.043478260869565216,45.0,1,45 +Ramp down,0.2623574144486692,0.7419354838709677,0.38764044943820225,93.0,263,93 +Grass walking,0.5806451612903226,0.32727272727272727,0.4186046511627907,110.0,62,110 +Uneven ground walking,0.6774193548387096,0.5833333333333334,0.6268656716417911,72.0,62,72 +Carry,0.7126865671641791,0.6608996539792388,0.6858168761220825,289.0,268,289 +accuracy,0.7282900626678603,0.7282900626678603,0.7282900626678603,0.7282900626678603,0,0 +macro avg,0.6282870042594347,0.4955666246552287,0.4946756347118862,2234.0,0,0 +weighted avg,0.755153787596265,0.7282900626678603,0.7231104925239433,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f68c67db81994c37a38593cf809dda1d44dc00e1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.546875,0.813953488372093,0.6542056074766355,43.0,64,43 +Sit to stand,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Stand to sit,1.0,0.375,0.5454545454545454,8.0,3,8 +Sitting,0.4117647058823529,0.875,0.56,8.0,17,8 +Stair up,1.0,0.5,0.6666666666666666,4.0,2,4 +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,0.0,0.0,0.0,4.0,7,4 +Grass walking,0.5,0.25,0.3333333333333333,4.0,2,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.6666666666666666,0.14285714285714285,0.23529411764705882,14.0,3,14 +accuracy,0.5098039215686274,0.5098039215686274,0.5098039215686274,0.5098039215686274,0,0 +macro avg,0.43563391265597146,0.28900298667740526,0.30257160035559755,102.0,0,0 +weighted avg,0.5504223135332564,0.5098039215686274,0.4634175993352011,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..be4fb478411ef1a509d88f5f610cbda2797822e2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1051,0,2,4,0,0,0,154,18,2,78 +Sit to stand,1,6,0,17,0,0,0,0,0,0,0 +Stand to sit,11,0,9,3,0,0,0,0,0,0,0 +Sitting,0,0,0,230,0,0,0,0,0,0,0 +Stair up,20,2,0,10,30,2,0,0,0,0,0 +Stair down,36,3,4,2,1,0,0,2,0,0,0 +Ramp up,35,0,0,0,0,4,1,0,8,0,0 +Ramp down,22,0,0,0,0,7,0,69,1,0,0 +Grass walking,37,0,0,0,1,0,0,22,37,18,0 +Uneven ground walking,31,0,0,0,0,0,0,3,1,39,0 +Carry,83,0,0,0,0,0,0,26,0,0,193 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..4e415c735c6c7d08e38de537178a54288147d6c8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1017,0,2,0,0,0,0,151,17,2,77 +Sit to stand,0,4,0,11,0,0,0,0,0,0,0 +Stand to sit,7,0,7,1,0,0,0,0,0,0,0 +Sitting,0,0,0,222,0,0,0,0,0,0,0 +Stair up,19,2,0,10,28,2,0,0,0,0,0 +Stair down,34,3,4,2,1,0,0,2,0,0,0 +Ramp up,33,0,0,0,0,4,1,0,8,0,0 +Ramp down,18,0,0,0,0,7,0,69,1,0,0 +Grass walking,37,0,0,0,1,0,0,19,36,17,0 +Uneven ground walking,27,0,0,0,0,0,0,3,1,39,0 +Carry,71,0,0,0,0,0,0,26,0,0,191 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..ff1d45678ae060b053bf925d0ca2ca56ca5eeef6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,34,0,0,4,0,0,0,3,1,0,1 +Sit to stand,1,2,0,6,0,0,0,0,0,0,0 +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,1,0,0,0,2,0,0,0,0,0,0 +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,0,0,0,0,0,0,0,3,1,1,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..071ee06400e43db71d596d84c330d7639831d091 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7920120572720422,0.8029029793735676,0.7974203338391502,1309.0,1327,1309 +Sit to stand,0.5454545454545454,0.25,0.34285714285714286,24.0,11,24 +Stand to sit,0.6,0.391304347826087,0.47368421052631576,23.0,15,23 +Sitting,0.8646616541353384,1.0,0.9274193548387096,230.0,266,230 +Stair up,0.9375,0.46875,0.625,64.0,32,64 +Stair down,0.0,0.0,0.0,48.0,13,48 +Ramp up,1.0,0.020833333333333332,0.04081632653061224,48.0,1,48 +Ramp down,0.25,0.696969696969697,0.368,99.0,276,99 +Grass walking,0.5692307692307692,0.3217391304347826,0.4111111111111111,115.0,65,115 +Uneven ground walking,0.6610169491525424,0.527027027027027,0.5864661654135338,74.0,59,74 +Carry,0.7121771217712177,0.6390728476821192,0.6736474694589878,302.0,271,302 +accuracy,0.7127568493150684,0.7127568493150684,0.7127568493150684,0.7127568493150684,0,0 +macro avg,0.6301866451833141,0.4653272147860557,0.4769474649614148,2336.0,0,0 +weighted avg,0.7383181318428401,0.7127568493150684,0.7058056379912203,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6ae30993a3b5bae38b4663ed7ab7c4268b2881f3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8052256532066508,0.8033175355450237,0.8042704626334519,1266.0,1263,1266 +Sit to stand,0.4444444444444444,0.26666666666666666,0.3333333333333333,15.0,9,15 +Stand to sit,0.5384615384615384,0.4666666666666667,0.5,15.0,13,15 +Sitting,0.9024390243902439,1.0,0.9487179487179487,222.0,246,222 +Stair up,0.9333333333333333,0.45901639344262296,0.6153846153846154,61.0,30,61 +Stair down,0.0,0.0,0.0,46.0,13,46 +Ramp up,1.0,0.021739130434782608,0.0425531914893617,46.0,1,46 +Ramp down,0.25555555555555554,0.7263157894736842,0.3780821917808219,95.0,270,95 +Grass walking,0.5714285714285714,0.32727272727272727,0.4161849710982659,110.0,63,110 +Uneven ground walking,0.6724137931034483,0.5571428571428572,0.609375,70.0,58,70 +Carry,0.7126865671641791,0.6631944444444444,0.6870503597122302,288.0,268,288 +accuracy,0.7224709042076992,0.7224709042076992,0.7224709042076992,0.7224709042076992,0,0 +macro avg,0.6214534982807242,0.48103020100813415,0.4849956431045481,2234.0,0,0 +weighted avg,0.750622954765722,0.7224709042076992,0.7175660730946358,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7023ba9b42d31d42e9f9166626ed2c3017608b29 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.53125,0.7906976744186046,0.6355140186915887,43.0,64,43 +Sit to stand,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Stand to sit,1.0,0.25,0.4,8.0,2,8 +Sitting,0.4,1.0,0.5714285714285714,8.0,20,8 +Stair up,1.0,0.6666666666666666,0.8,3.0,2,3 +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,0.0,0.0,0.0,4.0,6,4 +Grass walking,0.5,0.2,0.2857142857142857,5.0,2,5 +Uneven ground walking,0.0,0.0,0.0,4.0,1,4 +Carry,0.6666666666666666,0.14285714285714285,0.23529411764705882,14.0,3,14 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.46344696969696975,0.2974948823786033,0.2992352142834426,102.0,0,0 +weighted avg,0.567422385620915,0.5,0.44601909532867073,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..13681418e6596e198cc13d5b8f16bf8f64f54242 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1044,0,2,5,0,0,0,155,17,3,81 +Sit to stand,1,5,0,18,0,0,0,0,0,0,0 +Stand to sit,13,0,7,4,0,0,0,0,0,0,0 +Sitting,0,1,0,228,0,0,0,0,0,0,0 +Stair up,25,3,0,10,26,2,0,0,0,0,0 +Stair down,36,3,4,2,1,0,0,2,0,0,0 +Ramp up,39,0,0,0,0,3,0,0,6,0,0 +Ramp down,24,0,0,0,0,5,0,69,1,0,0 +Grass walking,41,0,0,0,0,0,0,19,38,16,0 +Uneven ground walking,35,0,0,0,0,0,0,2,1,38,0 +Carry,79,0,0,0,0,0,0,28,0,0,194 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..c4511a1638a367517745ac07ff890ce879ef5bde --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1014,0,2,1,0,0,0,151,17,3,78 +Sit to stand,0,3,0,13,0,0,0,0,0,0,0 +Stand to sit,9,0,5,0,0,0,0,0,0,0,0 +Sitting,0,0,0,221,0,0,0,0,0,0,0 +Stair up,21,3,0,10,25,2,0,0,0,0,0 +Stair down,33,3,4,2,1,0,0,2,0,0,0 +Ramp up,37,0,0,0,0,3,0,0,6,0,0 +Ramp down,20,0,0,0,0,5,0,69,1,0,0 +Grass walking,41,0,0,0,0,0,0,17,37,15,0 +Uneven ground walking,31,0,0,0,0,0,0,2,1,38,0 +Carry,67,0,0,0,0,0,0,28,0,0,193 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..af82da8025e4a345c6fced9d3a2c309ac5437ba8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,30,0,0,4,0,0,0,4,0,0,3 +Sit to stand,1,2,0,5,0,0,0,0,0,0,0 +Stand to sit,4,0,2,4,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,4,0,0,0,1,0,0,0,0,0,0 +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,0,0,0,0,0,0,0,2,1,1,0 +Uneven ground walking,4,0,0,0,0,0,0,0,0,0,0 +Carry,12,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..aad0d6255658a68a5d2b50bd26d47152a53c17bb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7808526551982049,0.7987758224942617,0.789712556732224,1307.0,1337,1307 +Sit to stand,0.4166666666666667,0.20833333333333334,0.2777777777777778,24.0,12,24 +Stand to sit,0.5384615384615384,0.2916666666666667,0.3783783783783784,24.0,13,24 +Sitting,0.8539325842696629,0.9956331877729258,0.9193548387096774,229.0,267,229 +Stair up,0.9629629629629629,0.3939393939393939,0.5591397849462365,66.0,27,66 +Stair down,0.0,0.0,0.0,48.0,10,48 +Ramp up,0.0,0.0,0.0,48.0,0,48 +Ramp down,0.2509090909090909,0.696969696969697,0.3689839572192513,99.0,275,99 +Grass walking,0.6031746031746031,0.3333333333333333,0.4293785310734463,114.0,63,114 +Uneven ground walking,0.6666666666666666,0.5,0.5714285714285714,76.0,57,76 +Carry,0.7054545454545454,0.6445182724252492,0.6736111111111112,301.0,275,301 +accuracy,0.7059075342465754,0.7059075342465754,0.7059075342465754,0.7059075342465754,0,0 +macro avg,0.5253710285239946,0.44210633699407825,0.4516150461251522,2336.0,0,0 +weighted avg,0.7102799675645671,0.7059075342465754,0.6964904209965014,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..42a3f72068f01c0daac0d7633bcf56203dd69949 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7965435978004713,0.8009478672985783,0.7987396612839701,1266.0,1273,1266 +Sit to stand,0.3333333333333333,0.1875,0.24,16.0,9,16 +Stand to sit,0.45454545454545453,0.35714285714285715,0.4,14.0,11,14 +Sitting,0.8947368421052632,1.0,0.9444444444444444,221.0,247,221 +Stair up,0.9615384615384616,0.4098360655737705,0.5747126436781609,61.0,26,61 +Stair down,0.0,0.0,0.0,45.0,10,45 +Ramp up,0.0,0.0,0.0,46.0,0,46 +Ramp down,0.25650557620817843,0.7263157894736842,0.3791208791208791,95.0,269,95 +Grass walking,0.5967741935483871,0.33636363636363636,0.43023255813953487,110.0,62,110 +Uneven ground walking,0.6785714285714286,0.5277777777777778,0.59375,72.0,56,72 +Carry,0.7121771217712177,0.6701388888888888,0.6905187835420393,288.0,271,288 +accuracy,0.7184422560429723,0.7184422560429723,0.7184422560429723,0.7184422560429723,0,0 +macro avg,0.516793273583836,0.45600208022901756,0.45922899729172983,2234.0,0,0 +weighted avg,0.7253756480433433,0.7184422560429723,0.7114528107627734,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..976253bf17379419c41c32d34d04adac861ada57 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.46875,0.7317073170731707,0.5714285714285714,41.0,64,41 +Sit to stand,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Stand to sit,1.0,0.2,0.3333333333333333,10.0,2,10 +Sitting,0.35,0.875,0.5,8.0,20,8 +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,0.0,0.0,0.0,4.0,6,4 +Grass walking,1.0,0.25,0.4,4.0,1,4 +Uneven ground walking,0.0,0.0,0.0,4.0,1,4 +Carry,0.25,0.07692307692307693,0.11764705882352941,13.0,4,13 +accuracy,0.43137254901960786,0.43137254901960786,0.43137254901960786,0.43137254901960786,0,0 +macro avg,0.43049242424242423,0.23487549036329528,0.2381253327777392,102.0,0,0 +weighted avg,0.48629493464052287,0.43137254901960786,0.37712817747419825,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a050d181204476dd93a3c305e0cd8f4ed2505459 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1042,0,2,7,0,0,0,154,19,4,80 +Sit to stand,1,4,0,19,0,0,0,0,0,0,0 +Stand to sit,14,0,3,6,0,0,0,0,0,0,1 +Sitting,0,1,0,227,0,0,0,0,0,0,0 +Stair up,35,2,0,9,18,1,0,0,0,0,0 +Stair down,36,2,0,6,2,0,0,2,0,0,0 +Ramp up,41,0,0,0,0,2,0,0,5,0,0 +Ramp down,31,0,0,0,0,2,0,65,1,0,0 +Grass walking,53,0,0,0,0,0,0,18,32,12,0 +Uneven ground walking,37,0,0,0,0,0,0,3,1,34,0 +Carry,82,0,0,0,0,0,0,27,0,0,193 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..4a4e80e37e6bb94385894dede011f43b6ef3eb4f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1009,0,2,3,0,0,0,152,18,3,78 +Sit to stand,0,2,0,13,0,0,0,0,0,0,0 +Stand to sit,12,0,2,2,0,0,0,0,0,0,0 +Sitting,0,0,0,220,0,0,0,0,0,0,0 +Stair up,32,2,0,9,17,1,0,0,0,0,0 +Stair down,34,2,0,6,2,0,0,2,0,0,0 +Ramp up,39,0,0,0,0,2,0,0,5,0,0 +Ramp down,27,0,0,0,0,2,0,65,1,0,0 +Grass walking,52,0,0,0,0,0,0,16,32,11,0 +Uneven ground walking,34,0,0,0,0,0,0,3,1,33,0 +Carry,70,0,0,0,0,0,0,27,0,0,191 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..5ee1b36145447a3368699e640e7166a97d6c176c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,33,0,0,4,0,0,0,2,1,1,2 +Sit to stand,1,2,0,6,0,0,0,0,0,0,0 +Stand to sit,2,0,1,4,0,0,0,0,0,0,1 +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,1,0,0,0,0,0,0,2,0,1,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..5a86343bcad07338888d77fb78eb30df065949fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7594752186588921,0.7966360856269113,0.7776119402985074,1308.0,1372,1308 +Sit to stand,0.4444444444444444,0.16666666666666666,0.24242424242424243,24.0,9,24 +Stand to sit,0.6,0.125,0.20689655172413793,24.0,5,24 +Sitting,0.8284671532846716,0.9956140350877193,0.9043824701195219,228.0,274,228 +Stair up,0.9,0.27692307692307694,0.4235294117647059,65.0,20,65 +Stair down,0.0,0.0,0.0,48.0,5,48 +Ramp up,0.0,0.0,0.0,48.0,0,48 +Ramp down,0.241635687732342,0.6565656565656566,0.3532608695652174,99.0,269,99 +Grass walking,0.5517241379310345,0.2782608695652174,0.3699421965317919,115.0,58,115 +Uneven ground walking,0.68,0.4533333333333333,0.544,75.0,50,75 +Carry,0.7043795620437956,0.6390728476821192,0.6701388888888888,302.0,274,302 +accuracy,0.6926369863013698,0.6926369863013698,0.6926369863013698,0.6926369863013698,0,0 +macro avg,0.519102382190471,0.3989156883137001,0.40838059739245575,2336.0,0,0 +weighted avg,0.6921847604050513,0.6926369863013698,0.677365948225395,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0451c51373d1e662ed804b51f3b70b65ddaa87f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7708174178762414,0.7976284584980237,0.7839937839937839,1265.0,1309,1265 +Sit to stand,0.3333333333333333,0.13333333333333333,0.19047619047619047,15.0,6,15 +Stand to sit,0.5,0.125,0.2,16.0,4,16 +Sitting,0.8695652173913043,1.0,0.9302325581395349,220.0,253,220 +Stair up,0.8947368421052632,0.2786885245901639,0.425,61.0,19,61 +Stair down,0.0,0.0,0.0,46.0,5,46 +Ramp up,0.0,0.0,0.0,46.0,0,46 +Ramp down,0.24528301886792453,0.6842105263157895,0.3611111111111111,95.0,265,95 +Grass walking,0.5614035087719298,0.2882882882882883,0.38095238095238093,111.0,57,111 +Uneven ground walking,0.7021276595744681,0.4647887323943662,0.559322033898305,71.0,47,71 +Carry,0.7100371747211895,0.6631944444444444,0.6858168761220825,288.0,269,288 +accuracy,0.7032229185317815,0.7032229185317815,0.7032229185317815,0.7032229185317815,0,0 +macro avg,0.5079367429674231,0.4031938461694917,0.4106277213357626,2234.0,0,0 +weighted avg,0.7045330238243421,0.7032229185317815,0.6903329619387584,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..916a5e799a2f416d0ee53722cdad7d20a2fd5c15 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5238095238095238,0.7674418604651163,0.6226415094339622,43.0,63,43 +Sit to stand,0.6666666666666666,0.2222222222222222,0.3333333333333333,9.0,3,9 +Stand to sit,1.0,0.125,0.2222222222222222,8.0,1,8 +Sitting,0.3333333333333333,0.875,0.4827586206896552,8.0,21,8 +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,0.0,0.0,0.0,4.0,4,4 +Grass walking,0.0,0.0,0.0,4.0,1,4 +Uneven ground walking,0.3333333333333333,0.25,0.2857142857142857,4.0,3,4 +Carry,0.4,0.14285714285714285,0.21052631578947367,14.0,5,14 +accuracy,0.46078431372549017,0.46078431372549017,0.46078431372549017,0.46078431372549017,0,0 +macro avg,0.38701298701298703,0.23932011141313467,0.2324723897439029,102.0,0,0 +weighted avg,0.49140989729225026,0.46078431372549017,0.40297703149867814,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..83f193345070e1deb673c55408f0c2eadfc4380b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1039,0,2,16,1,0,0,145,17,10,80 +Sit to stand,0,5,0,19,0,0,0,0,0,0,0 +Stand to sit,16,0,0,3,0,0,0,0,0,0,5 +Sitting,0,1,1,224,0,0,0,0,0,0,0 +Stair up,50,0,0,9,5,1,0,0,0,0,0 +Stair down,39,0,0,6,2,0,0,1,0,0,0 +Ramp up,45,0,0,0,0,1,0,0,2,0,0 +Ramp down,46,0,0,0,0,0,0,52,1,0,0 +Grass walking,72,0,0,0,0,0,0,16,20,7,0 +Uneven ground walking,53,0,0,0,0,0,0,2,0,20,0 +Carry,88,0,0,0,0,0,0,24,0,0,190 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..685522786788d13f8861bd05377badd6ca2c801d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1009,0,2,10,1,0,0,141,17,10,77 +Sit to stand,0,3,0,12,0,0,0,0,0,0,0 +Stand to sit,11,0,0,2,0,0,0,0,0,0,3 +Sitting,0,1,0,217,0,0,0,0,0,0,0 +Stair up,47,0,0,9,4,1,0,0,0,0,0 +Stair down,37,0,0,6,2,0,0,1,0,0,0 +Ramp up,43,0,0,0,0,1,0,0,2,0,0 +Ramp down,44,0,0,0,0,0,0,51,0,0,0 +Grass walking,70,0,0,0,0,0,0,15,19,7,0 +Uneven ground walking,50,0,0,0,0,0,0,2,0,19,0 +Carry,77,0,0,0,0,0,0,24,0,0,187 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..bb122f98154d435f468ffbb38beb1a672580de5b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,30,0,0,6,0,0,0,4,0,0,3 +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,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,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,2,0,0,0,0,0,0,1,1,0,0 +Grass walking,2,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ab9a5ffc08256569b194a511a6a22330cd0672b8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7175414364640884,0.7931297709923664,0.7534445250181291,1310.0,1448,1310 +Sit to stand,0.8333333333333334,0.20833333333333334,0.3333333333333333,24.0,6,24 +Stand to sit,0.0,0.0,0.0,24.0,3,24 +Sitting,0.8086642599277978,0.9911504424778761,0.8906560636182903,226.0,277,226 +Stair up,0.625,0.07692307692307693,0.136986301369863,65.0,8,65 +Stair down,0.0,0.0,0.0,48.0,2,48 +Ramp up,0.0,0.0,0.0,48.0,0,48 +Ramp down,0.21666666666666667,0.5252525252525253,0.30678466076696165,99.0,240,99 +Grass walking,0.5,0.17391304347826086,0.25806451612903225,115.0,40,115 +Uneven ground walking,0.5405405405405406,0.26666666666666666,0.35714285714285715,75.0,37,75 +Carry,0.6909090909090909,0.6291390728476821,0.658578856152513,302.0,275,302 +accuracy,0.665667808219178,0.665667808219178,0.665667808219178,0.665667808219178,0,0 +macro avg,0.4484232116219562,0.33313708472470793,0.3359082830482709,2336.0,0,0 +weighted avg,0.6470494394292484,0.665667808219178,0.6382407266074764,2336.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..4fd49542d03bd76c40e005a28601e9625939e7e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7269452449567724,0.7963693764798737,0.760075329566855,1267.0,1388,1267 +Sit to stand,0.75,0.2,0.3157894736842105,15.0,4,15 +Stand to sit,0.0,0.0,0.0,16.0,2,16 +Sitting,0.84765625,0.9954128440366973,0.9156118143459916,218.0,256,218 +Stair up,0.5714285714285714,0.06557377049180328,0.11764705882352941,61.0,7,61 +Stair down,0.0,0.0,0.0,46.0,2,46 +Ramp up,0.0,0.0,0.0,46.0,0,46 +Ramp down,0.21794871794871795,0.5368421052631579,0.3100303951367781,95.0,234,95 +Grass walking,0.5,0.17117117117117117,0.2550335570469799,111.0,38,111 +Uneven ground walking,0.5277777777777778,0.2676056338028169,0.35514018691588783,71.0,36,71 +Carry,0.700374531835206,0.6493055555555556,0.6738738738738739,288.0,267,288 +accuracy,0.6754700089525515,0.6754700089525515,0.6754700089525515,0.6754700089525515,0,0 +macro avg,0.4401937358133678,0.3347527688000978,0.33665469903582784,2234.0,0,0 +weighted avg,0.6568133600327947,0.6754700089525515,0.6497691907336804,2234.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject14/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..71c79e7b81f5dd2ed1d9a0d454f9966b5353d647 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5,0.6976744186046512,0.5825242718446602,43.0,60,43 +Sit to stand,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Stand to sit,0.0,0.0,0.0,8.0,1,8 +Sitting,0.3333333333333333,0.875,0.4827586206896552,8.0,21,8 +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,0.16666666666666666,0.25,0.2,4.0,6,4 +Grass walking,0.5,0.25,0.3333333333333333,4.0,2,4 +Uneven ground walking,1.0,0.25,0.4,4.0,1,4 +Carry,0.375,0.21428571428571427,0.2727272727272727,14.0,8,14 +accuracy,0.45098039215686275,0.45098039215686275,0.45098039215686275,0.45098039215686275,0,0 +macro avg,0.4431818181818182,0.27356203228296255,0.2759072602028441,102.0,0,0 +weighted avg,0.48120915032679734,0.45098039215686275,0.4052436772458829,102.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..49a5da0a48d4300304f8c3de5b1baf56428e1296 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1078,0,0,0,1,20,3,14,11,1,156 +Sit to stand,18,67,0,13,0,0,0,0,0,0,0 +Stand to sit,5,1,57,4,0,0,0,0,0,0,11 +Sitting,0,26,2,356,0,0,0,0,0,0,0 +Stair up,16,0,0,0,92,0,3,0,0,0,2 +Stair down,24,0,0,0,4,48,0,0,0,0,0 +Ramp up,12,0,0,0,0,0,93,0,0,0,3 +Ramp down,35,0,0,0,0,19,0,115,0,0,2 +Grass walking,55,0,0,0,43,4,4,0,40,2,0 +Uneven ground walking,64,0,0,0,8,4,26,3,0,45,8 +Carry,206,0,0,0,0,45,7,0,0,0,324 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..b9bce320e378e4df9ba4969c7411d4492b1c69e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1026,0,0,0,0,16,3,10,11,1,139 +Sit to stand,5,56,0,11,0,0,0,0,0,0,0 +Stand to sit,0,0,46,0,0,0,0,0,0,0,6 +Sitting,0,13,0,346,0,0,0,0,0,0,0 +Stair up,9,0,0,0,91,0,3,0,0,0,2 +Stair down,22,0,0,0,3,45,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,93,0,0,0,3 +Ramp down,28,0,0,0,0,19,0,114,0,0,2 +Grass walking,51,0,0,0,43,3,4,0,37,2,0 +Uneven ground walking,62,0,0,0,8,4,26,3,0,43,4 +Carry,202,0,0,0,0,45,7,0,0,0,317 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..f7d9a7c492ceab2e8a90c106a80972b1aacfe676 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,52,0,0,0,1,4,0,4,0,0,17 +Sit to stand,13,11,0,2,0,0,0,0,0,0,0 +Stand to sit,5,1,11,4,0,0,0,0,0,0,5 +Sitting,0,13,2,10,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,1,3,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,0,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,4,0,0,0,0,1,0,0,3,0,0 +Uneven ground walking,2,0,0,0,0,0,0,0,0,2,4 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b128a110c5aa5267ba55e1730a5a372e69a1239c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.712491738268341,0.839563862928349,0.7708258848766536,1284.0,1513,1284 +Sit to stand,0.7127659574468085,0.6836734693877551,0.6979166666666666,98.0,94,98 +Stand to sit,0.9661016949152542,0.7307692307692307,0.8321167883211679,78.0,59,78 +Sitting,0.9544235924932976,0.9270833333333334,0.940554821664465,384.0,373,384 +Stair up,0.6216216216216216,0.8141592920353983,0.7049808429118773,113.0,148,113 +Stair down,0.34285714285714286,0.631578947368421,0.4444444444444444,76.0,140,76 +Ramp up,0.6838235294117647,0.8611111111111112,0.7622950819672131,108.0,136,108 +Ramp down,0.8712121212121212,0.672514619883041,0.759075907590759,171.0,132,171 +Grass walking,0.7843137254901961,0.2702702702702703,0.4020100502512563,148.0,51,148 +Uneven ground walking,0.9375,0.2848101265822785,0.4368932038834951,158.0,48,158 +Carry,0.6403162055335968,0.5567010309278351,0.5955882352941176,582.0,506,582 +accuracy,0.7234375,0.7234375,0.7234375,0.7234375,0,0 +macro avg,0.7479479390227404,0.6611122995088203,0.6678819934429197,3200.0,0,0 +weighted avg,0.7445447220263703,0.7234375,0.7140449559976298,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..43f0fc9a034e95d84b375757595c54c9bd46fad9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7271438695960312,0.8507462686567164,0.7841039358043561,1206.0,1411,1206 +Sit to stand,0.8115942028985508,0.7777777777777778,0.7943262411347518,72.0,69,72 +Stand to sit,1.0,0.8846153846153846,0.9387755102040817,52.0,46,52 +Sitting,0.969187675070028,0.9637883008356546,0.9664804469273743,359.0,357,359 +Stair up,0.6275862068965518,0.8666666666666667,0.728,105.0,145,105 +Stair down,0.3409090909090909,0.6428571428571429,0.44554455445544555,70.0,132,70 +Ramp up,0.6838235294117647,0.9117647058823529,0.7815126050420168,102.0,136,102 +Ramp down,0.8976377952755905,0.6993865030674846,0.7862068965517242,163.0,127,163 +Grass walking,0.7708333333333334,0.2642857142857143,0.39361702127659576,140.0,48,140 +Uneven ground walking,0.9347826086956522,0.2866666666666667,0.4387755102040816,150.0,46,150 +Carry,0.6701902748414377,0.5551663747810858,0.60727969348659,571.0,473,571 +accuracy,0.7404682274247492,0.7404682274247492,0.7404682274247492,0.7404682274247492,0,0 +macro avg,0.7666989624480028,0.7003383187356952,0.6967838559170016,2990.0,0,0 +weighted avg,0.7598483338845553,0.7404682274247492,0.72969136657979,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d8500e7436939c795542e18f098fb8a137be0c57 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5098039215686274,0.6666666666666666,0.5777777777777777,78.0,102,78 +Sit to stand,0.44,0.4230769230769231,0.43137254901960786,26.0,25,26 +Stand to sit,0.8461538461538461,0.4230769230769231,0.5641025641025641,26.0,13,26 +Sitting,0.625,0.4,0.4878048780487805,25.0,16,25 +Stair up,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Stair down,0.375,0.5,0.42857142857142855,6.0,8,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.2,0.125,0.15384615384615385,8.0,5,8 +Grass walking,1.0,0.375,0.5454545454545454,8.0,3,8 +Uneven ground walking,1.0,0.25,0.4,8.0,2,8 +Carry,0.21212121212121213,0.6363636363636364,0.3181818181818182,11.0,33,11 +accuracy,0.48095238095238096,0.48095238095238096,0.48095238095238096,0.48095238095238096,0,0 +macro avg,0.5037647557433653,0.3567440135621954,0.3717208997109871,210.0,0,0 +weighted avg,0.5413319327731092,0.48095238095238096,0.4736405770449632,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2d1afed5fb7212474e8dd73ddd5414eb3900b43f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1067,0,0,0,1,20,7,18,13,4,149 +Sit to stand,24,66,0,10,0,0,0,0,0,0,0 +Stand to sit,9,0,53,5,0,0,0,0,0,0,14 +Sitting,0,38,2,344,0,0,0,0,0,0,0 +Stair up,18,0,0,0,92,0,2,0,0,0,0 +Stair down,25,0,0,0,4,49,0,0,0,0,0 +Ramp up,13,0,0,0,0,0,91,0,0,0,3 +Ramp down,35,0,0,0,0,19,0,115,0,0,2 +Grass walking,58,0,0,0,42,4,4,0,37,3,0 +Uneven ground walking,68,0,0,0,7,2,25,3,0,43,10 +Carry,202,0,0,0,0,54,9,0,0,0,317 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..204bf8f25bfc065b3755e37804b925d94779b985 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1017,0,0,0,0,17,7,15,13,3,131 +Sit to stand,10,56,0,8,0,0,0,0,0,0,0 +Stand to sit,3,0,43,0,0,0,0,0,0,0,9 +Sitting,0,25,0,334,0,0,0,0,0,0,0 +Stair up,11,0,0,0,91,0,2,0,0,0,0 +Stair down,23,0,0,0,3,46,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,91,0,0,0,3 +Ramp down,28,0,0,0,0,19,0,114,0,0,2 +Grass walking,54,0,0,0,42,3,4,0,34,3,0 +Uneven ground walking,65,0,0,0,7,2,25,3,0,42,6 +Carry,195,0,0,0,0,54,9,0,0,0,313 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..f66f8492c4170e579c9c624ac00cf45abcba672b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,50,0,0,0,1,3,0,3,0,1,18 +Sit to stand,14,10,0,2,0,0,0,0,0,0,0 +Stand to sit,6,0,10,5,0,0,0,0,0,0,5 +Sitting,0,13,2,10,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,1,3,0,0,0,0,0 +Ramp up,6,0,0,0,0,0,0,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,4,0,0,0,0,1,0,0,3,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,7,0,0,0,0,0,0,0,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..649ec4c361176ff8d2c4a19a2f2c1bd0609ef51d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7024358130348913,0.8342455043002346,0.7626876340243031,1279.0,1519,1279 +Sit to stand,0.6346153846153846,0.66,0.6470588235294118,100.0,104,100 +Stand to sit,0.9636363636363636,0.654320987654321,0.7794117647058824,81.0,55,81 +Sitting,0.958217270194986,0.8958333333333334,0.9259757738896366,384.0,359,384 +Stair up,0.6301369863013698,0.8214285714285714,0.7131782945736435,112.0,146,112 +Stair down,0.3310810810810811,0.6282051282051282,0.4336283185840708,78.0,148,78 +Ramp up,0.6594202898550725,0.8504672897196262,0.7428571428571429,107.0,138,107 +Ramp down,0.8455882352941176,0.672514619883041,0.749185667752443,171.0,136,171 +Grass walking,0.74,0.25,0.37373737373737376,148.0,50,148 +Uneven ground walking,0.86,0.2721518987341772,0.41346153846153844,158.0,50,158 +Carry,0.6404040404040404,0.5446735395189003,0.5886722376973074,582.0,495,582 +accuracy,0.710625,0.710625,0.710625,0.710625,0,0 +macro avg,0.7241395876743006,0.6439855338888484,0.6481685972557047,3200.0,0,0 +weighted avg,0.7304860306555002,0.710625,0.7010728607587177,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..887f3b7ad221ba71bf74de709bf460d207b36c5f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7197452229299363,0.8453865336658354,0.7775229357798165,1203.0,1413,1203 +Sit to stand,0.691358024691358,0.7567567567567568,0.7225806451612903,74.0,81,74 +Stand to sit,1.0,0.7818181818181819,0.8775510204081632,55.0,43,55 +Sitting,0.9766081871345029,0.9303621169916435,0.9529243937232525,359.0,342,359 +Stair up,0.6363636363636364,0.875,0.7368421052631579,104.0,143,104 +Stair down,0.3262411347517731,0.6388888888888888,0.431924882629108,72.0,141,72 +Ramp up,0.6594202898550725,0.900990099009901,0.7615062761506276,101.0,138,101 +Ramp down,0.8636363636363636,0.6993865030674846,0.7728813559322034,163.0,132,163 +Grass walking,0.723404255319149,0.24285714285714285,0.36363636363636365,140.0,47,140 +Uneven ground walking,0.875,0.28,0.42424242424242425,150.0,48,150 +Carry,0.6745689655172413,0.5481611208406305,0.6048309178743961,571.0,464,571 +accuracy,0.7289438502673797,0.7289438502673797,0.7289438502673797,0.7289438502673797,0,0 +macro avg,0.7405769163817304,0.6817824858087695,0.6751312109818911,2992.0,0,0 +weighted avg,0.7477831442781488,0.7289438502673797,0.7184900056853988,2992.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6dad4c4ba338abbd1506853a23f05ee802d8bcdb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4716981132075472,0.6578947368421053,0.5494505494505495,76.0,106,76 +Sit to stand,0.43478260869565216,0.38461538461538464,0.40816326530612246,26.0,23,26 +Stand to sit,0.8333333333333334,0.38461538461538464,0.5263157894736842,26.0,12,26 +Sitting,0.5882352941176471,0.4,0.47619047619047616,25.0,17,25 +Stair up,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Stair down,0.42857142857142855,0.5,0.46153846153846156,6.0,7,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.25,0.125,0.16666666666666666,8.0,4,8 +Grass walking,1.0,0.375,0.5454545454545454,8.0,3,8 +Uneven ground walking,0.5,0.125,0.2,8.0,2,8 +Carry,0.12903225806451613,0.36363636363636365,0.19047619047619047,11.0,31,11 +accuracy,0.44711538461538464,0.44711538461538464,0.44711538461538464,0.44711538461538464,0,0 +macro avg,0.45172603357485985,0.31279653360993076,0.33691582967044353,208.0,0,0 +weighted avg,0.5008817477224679,0.44711538461538464,0.4402665533810704,208.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..bae9f991d53bf96cac3318b232d32dd4648a14aa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1062,0,1,0,2,24,9,20,15,3,144 +Sit to stand,23,67,0,11,0,0,0,0,0,0,0 +Stand to sit,11,0,47,7,0,0,0,0,0,0,16 +Sitting,0,51,0,331,0,0,0,0,0,0,0 +Stair up,23,0,0,0,87,0,2,0,0,0,0 +Stair down,25,0,0,0,4,49,0,0,0,0,0 +Ramp up,14,0,0,0,0,0,91,0,0,0,4 +Ramp down,36,0,0,0,0,18,0,115,0,0,2 +Grass walking,62,0,0,0,41,2,4,0,35,2,0 +Uneven ground walking,78,0,0,0,7,2,18,3,0,39,11 +Carry,192,0,0,0,0,63,12,0,0,0,315 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..79345c282a10a80cbab72a56bf98c2b002471e0e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1013,0,1,0,1,20,9,17,14,3,127 +Sit to stand,9,57,0,9,0,0,0,0,0,0,0 +Stand to sit,6,0,41,1,0,0,0,0,0,0,9 +Sitting,0,40,0,317,0,0,0,0,0,0,0 +Stair up,16,0,0,0,87,0,2,0,0,0,0 +Stair down,24,0,0,0,3,45,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,91,0,0,0,4 +Ramp down,29,0,0,0,0,18,0,114,0,0,2 +Grass walking,57,0,0,0,41,2,4,0,32,2,0 +Uneven ground walking,75,0,0,0,7,2,18,3,0,38,7 +Carry,184,0,0,0,0,63,12,0,0,0,311 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..ade7b75abfa9c646c6f7b92d1ffda0f9442fd23a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,49,0,0,0,1,4,0,3,1,0,17 +Sit to stand,14,10,0,2,0,0,0,0,0,0,0 +Stand to sit,5,0,6,6,0,0,0,0,0,0,7 +Sitting,0,11,0,14,0,0,0,0,0,0,0 +Stair up,7,0,0,0,0,0,0,0,0,0,0 +Stair down,1,0,0,0,1,4,0,0,0,0,0 +Ramp up,7,0,0,0,0,0,0,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,5,0,0,0,0,0,0,0,3,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4f5280e04ebb8c6bbd51618095ef154974a444a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6959370904325033,0.8296875,0.7569493941553813,1280.0,1526,1280 +Sit to stand,0.5677966101694916,0.6633663366336634,0.6118721461187214,101.0,118,101 +Stand to sit,0.9791666666666666,0.5802469135802469,0.7286821705426356,81.0,48,81 +Sitting,0.9484240687679083,0.8664921465968587,0.905608755129959,382.0,349,382 +Stair up,0.6170212765957447,0.7767857142857143,0.6877470355731226,112.0,141,112 +Stair down,0.310126582278481,0.6282051282051282,0.4152542372881356,78.0,158,78 +Ramp up,0.6691176470588235,0.8348623853211009,0.7428571428571429,109.0,136,109 +Ramp down,0.8333333333333334,0.672514619883041,0.7443365695792881,171.0,138,171 +Grass walking,0.7,0.23972602739726026,0.35714285714285715,146.0,50,146 +Uneven ground walking,0.8863636363636364,0.2468354430379747,0.38613861386138615,158.0,44,158 +Carry,0.6402439024390244,0.5412371134020618,0.5865921787709497,582.0,492,582 +accuracy,0.699375,0.699375,0.699375,0.699375,0,0 +macro avg,0.7134118921914194,0.6254508480311864,0.6293801000926891,3200.0,0,0 +weighted avg,0.7229234104190272,0.699375,0.6899624994344614,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..142f86a8c3549b2ec84e66b08ca0fcad5e072d90 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7133802816901409,0.8406639004149378,0.7718095238095238,1205.0,1420,1205 +Sit to stand,0.5876288659793815,0.76,0.6627906976744186,75.0,97,75 +Stand to sit,0.9761904761904762,0.7192982456140351,0.8282828282828283,57.0,42,57 +Sitting,0.9694189602446484,0.8879551820728291,0.9269005847953217,357.0,327,357 +Stair up,0.6258992805755396,0.8285714285714286,0.7131147540983607,105.0,139,105 +Stair down,0.3,0.625,0.40540540540540543,72.0,150,72 +Ramp up,0.6691176470588235,0.8921568627450981,0.7647058823529411,102.0,136,102 +Ramp down,0.8507462686567164,0.6993865030674846,0.7676767676767676,163.0,134,163 +Grass walking,0.6956521739130435,0.2318840579710145,0.34782608695652173,138.0,46,138 +Uneven ground walking,0.8837209302325582,0.25333333333333335,0.39378238341968913,150.0,43,150 +Carry,0.6760869565217391,0.5456140350877193,0.6038834951456311,570.0,460,570 +accuracy,0.7167668670674683,0.7167668670674683,0.7167668670674683,0.7167668670674683,0,0 +macro avg,0.7225310764602787,0.6621694135343527,0.6532889463288553,2994.0,0,0 +weighted avg,0.7393418842147701,0.7167668670674683,0.7068583532888782,2994.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9acbfc44819d932acd3f30c22e12812da6887223 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.46226415094339623,0.6533333333333333,0.5414364640883977,75.0,106,75 +Sit to stand,0.47619047619047616,0.38461538461538464,0.425531914893617,26.0,21,26 +Stand to sit,1.0,0.25,0.4,24.0,6,24 +Sitting,0.6363636363636364,0.56,0.5957446808510638,25.0,22,25 +Stair up,0.0,0.0,0.0,7.0,2,7 +Stair down,0.5,0.6666666666666666,0.5714285714285714,6.0,8,6 +Ramp up,0.0,0.0,0.0,7.0,0,7 +Ramp down,0.25,0.125,0.16666666666666666,8.0,4,8 +Grass walking,0.75,0.375,0.5,8.0,4,8 +Uneven ground walking,1.0,0.125,0.2222222222222222,8.0,1,8 +Carry,0.125,0.3333333333333333,0.18181818181818182,12.0,32,12 +accuracy,0.44660194174757284,0.44660194174757284,0.44660194174757284,0.44660194174757284,0,0 +macro avg,0.47271075122704626,0.3157226107226107,0.32771351836079277,206.0,0,0 +weighted avg,0.521649779664068,0.44660194174757284,0.43148874920699604,206.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0eef42bed99b00dc1ac58904e62992a9b813211 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1060,0,1,0,3,26,12,25,14,4,141 +Sit to stand,23,64,0,14,0,0,0,0,0,0,0 +Stand to sit,15,0,40,8,0,0,0,0,0,0,18 +Sitting,0,54,0,327,0,0,0,0,0,0,0 +Stair up,24,0,0,0,85,0,1,0,0,0,1 +Stair down,26,0,0,0,3,48,0,0,0,0,0 +Ramp up,13,0,0,0,0,1,89,0,0,0,4 +Ramp down,38,0,0,0,0,15,0,114,0,0,2 +Grass walking,70,0,0,0,39,2,3,0,31,2,0 +Uneven ground walking,80,0,0,0,6,3,16,3,0,36,12 +Carry,186,0,0,0,0,73,16,0,0,0,309 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..eb4cb461bc1c5be76317fc18b896d3dba0840278 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1012,0,1,0,2,21,12,22,13,3,124 +Sit to stand,9,54,0,11,0,0,0,0,0,0,0 +Stand to sit,9,0,34,1,0,0,0,0,0,0,11 +Sitting,0,45,0,313,0,0,0,0,0,0,0 +Stair up,18,0,0,0,84,0,1,0,0,0,0 +Stair down,23,0,0,0,3,45,0,0,0,0,0 +Ramp up,8,0,0,0,0,1,88,0,0,0,4 +Ramp down,30,0,0,0,0,15,0,114,0,0,2 +Grass walking,64,0,0,0,39,2,3,0,29,2,0 +Uneven ground walking,79,0,0,0,6,3,16,3,0,33,8 +Carry,178,0,0,0,0,73,16,0,0,0,306 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..2267e381fdfacb516788283b644d2d1a05c7697c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,48,0,0,0,1,5,0,3,1,1,17 +Sit to stand,14,10,0,3,0,0,0,0,0,0,0 +Stand to sit,6,0,6,7,0,0,0,0,0,0,7 +Sitting,0,9,0,14,0,0,0,0,0,0,0 +Stair up,6,0,0,0,1,0,0,0,0,0,1 +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,8,0,0,0,0,0,0,0,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,2,0,0 +Uneven ground walking,1,0,0,0,0,0,0,0,0,3,4 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..87ad9969f86aa0474dbb5a146c85f8891b68c78d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6905537459283387,0.8242612752721618,0.7515065579581709,1286.0,1535,1286 +Sit to stand,0.5423728813559322,0.6336633663366337,0.5844748858447488,101.0,118,101 +Stand to sit,0.975609756097561,0.49382716049382713,0.6557377049180327,81.0,41,81 +Sitting,0.9369627507163324,0.8582677165354331,0.8958904109589041,381.0,349,381 +Stair up,0.625,0.7657657657657657,0.6882591093117408,111.0,136,111 +Stair down,0.2857142857142857,0.6233766233766234,0.39183673469387753,77.0,168,77 +Ramp up,0.6496350364963503,0.8317757009345794,0.7295081967213115,107.0,137,107 +Ramp down,0.8028169014084507,0.6745562130177515,0.7331189710610932,169.0,142,169 +Grass walking,0.6888888888888889,0.2108843537414966,0.3229166666666667,147.0,45,147 +Uneven ground walking,0.8571428571428571,0.23076923076923078,0.36363636363636365,156.0,42,156 +Carry,0.6344969199178645,0.5291095890410958,0.5770308123249299,584.0,487,584 +accuracy,0.6884375,0.6884375,0.6884375,0.6884375,0,0 +macro avg,0.6990176385151693,0.6069324541167818,0.6085378558268945,3200.0,0,0 +weighted avg,0.7127900423136689,0.6884375,0.6780072148958748,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..121f404221d1e92956e1a2b99b7725251e74369b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7076923076923077,0.8363636363636363,0.7666666666666667,1210.0,1430,1210 +Sit to stand,0.5454545454545454,0.7297297297297297,0.6242774566473989,74.0,99,74 +Stand to sit,0.9714285714285714,0.6181818181818182,0.7555555555555555,55.0,35,55 +Sitting,0.963076923076923,0.8743016759776536,0.9165446559297218,358.0,325,358 +Stair up,0.6268656716417911,0.8155339805825242,0.7088607594936709,103.0,134,103 +Stair down,0.28125,0.6338028169014085,0.38961038961038963,71.0,160,71 +Ramp up,0.6470588235294118,0.8712871287128713,0.7426160337552743,101.0,136,101 +Ramp down,0.8201438848920863,0.7080745341614907,0.76,161.0,139,161 +Grass walking,0.6904761904761905,0.20863309352517986,0.32044198895027626,139.0,42,139 +Uneven ground walking,0.868421052631579,0.22297297297297297,0.3548387096774194,148.0,38,148 +Carry,0.6725274725274726,0.5340314136125655,0.5953307392996109,573.0,455,573 +accuracy,0.7056465085198798,0.7056465085198798,0.7056465085198798,0.7056465085198798,0,0 +macro avg,0.708581403940989,0.6411738909747137,0.6304311777805439,2993.0,0,0 +weighted avg,0.7305961267653011,0.7056465085198798,0.6948757217679459,2993.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5dd765312aa77ae49f92c4188aeb71a503c9625b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.45714285714285713,0.631578947368421,0.5303867403314917,76.0,105,76 +Sit to stand,0.5263157894736842,0.37037037037037035,0.43478260869565216,27.0,19,27 +Stand to sit,1.0,0.23076923076923078,0.375,26.0,6,26 +Sitting,0.5833333333333334,0.6086956521739131,0.5957446808510638,23.0,24,23 +Stair up,0.5,0.125,0.2,8.0,2,8 +Stair down,0.375,0.5,0.42857142857142855,6.0,8,6 +Ramp up,1.0,0.16666666666666666,0.2857142857142857,6.0,1,6 +Ramp down,0.0,0.0,0.0,8.0,3,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,0.75,0.375,0.5,8.0,4,8 +Carry,0.09375,0.2727272727272727,0.13953488372093023,11.0,32,11 +accuracy,0.4396135265700483,0.4396135265700483,0.4396135265700483,0.4396135265700483,0,0 +macro avg,0.5411098769651401,0.3209825581887159,0.35030645377465597,207.0,0,0 +weighted avg,0.5458194853074716,0.4396135265700483,0.43396299166804764,207.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..adf4614f479d6c6da3487318dee0c6f02afead74 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1067,0,1,0,3,33,14,27,13,5,123 +Sit to stand,29,51,1,17,0,0,0,0,0,0,0 +Stand to sit,19,0,20,17,0,0,0,0,0,0,22 +Sitting,1,75,0,306,0,0,0,0,0,0,0 +Stair up,37,0,0,0,76,0,0,0,0,0,0 +Stair down,28,0,0,0,1,47,0,0,0,0,0 +Ramp up,20,0,0,0,0,2,82,0,0,0,4 +Ramp down,51,0,0,0,0,11,0,107,0,0,2 +Grass walking,88,0,0,0,35,1,1,0,21,2,0 +Uneven ground walking,95,0,0,0,5,0,8,4,0,31,15 +Carry,186,0,0,0,0,78,19,0,0,0,299 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..43689f39b80a9457ab3486bb9d10b7ac85eb2d49 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1013,0,1,0,3,30,14,23,12,3,109 +Sit to stand,19,40,0,13,0,0,0,0,0,0,0 +Stand to sit,13,0,19,5,0,0,0,0,0,0,15 +Sitting,1,66,0,290,0,0,0,0,0,0,0 +Stair up,30,0,0,0,75,0,0,0,0,0,0 +Stair down,26,0,0,0,1,43,0,0,0,0,0 +Ramp up,16,0,0,0,0,0,82,0,0,0,4 +Ramp down,44,0,0,0,0,11,0,106,0,0,2 +Grass walking,82,0,0,0,35,1,1,0,19,2,0 +Uneven ground walking,94,0,0,0,5,0,8,3,0,29,11 +Carry,177,0,0,0,0,78,19,0,0,0,297 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..875218b62e7c35f5c76d8c32d17abecb0b5d2f02 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,54,0,0,0,0,3,0,4,1,2,14 +Sit to stand,10,11,1,4,0,0,0,0,0,0,0 +Stand to sit,6,0,1,12,0,0,0,0,0,0,7 +Sitting,0,9,0,16,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,2,0,0,0,0,4,0,0,0,0,0 +Ramp up,4,0,0,0,0,2,0,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,1,0,0,0 +Grass walking,6,0,0,0,0,0,0,0,2,0,0 +Uneven ground walking,1,0,0,0,0,0,0,1,0,2,4 +Carry,9,0,0,0,0,0,0,0,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4a497ce7a43dbfc042635790fe491b90b8607ce6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6582356570018507,0.8297045101088647,0.7340901272789818,1286.0,1621,1286 +Sit to stand,0.40476190476190477,0.5204081632653061,0.45535714285714285,98.0,126,98 +Stand to sit,0.9090909090909091,0.2564102564102564,0.4,78.0,22,78 +Sitting,0.9,0.8010471204188482,0.8476454293628809,382.0,340,382 +Stair up,0.6333333333333333,0.672566371681416,0.6523605150214592,113.0,120,113 +Stair down,0.27325581395348836,0.618421052631579,0.3790322580645161,76.0,172,76 +Ramp up,0.6612903225806451,0.7592592592592593,0.7068965517241379,108.0,124,108 +Ramp down,0.7753623188405797,0.6257309941520468,0.6925566343042071,171.0,138,171 +Grass walking,0.6176470588235294,0.14189189189189189,0.23076923076923078,148.0,34,148 +Uneven ground walking,0.8157894736842105,0.1962025316455696,0.3163265306122449,158.0,38,158 +Carry,0.6430107526881721,0.5137457044673539,0.5711556829035339,582.0,465,582 +accuracy,0.6584375,0.6584375,0.6584375,0.6584375,0,0 +macro avg,0.6628888677053293,0.5395807141756721,0.5441991002634851,3200.0,0,0 +weighted avg,0.6849206224938194,0.6584375,0.6429708453126197,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..36b5e463219396afe2800488272edec41af7d19c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6686468646864686,0.8385761589403974,0.7440323172970987,1208.0,1515,1208 +Sit to stand,0.37735849056603776,0.5555555555555556,0.449438202247191,72.0,106,72 +Stand to sit,0.95,0.36538461538461536,0.5277777777777778,52.0,20,52 +Sitting,0.9415584415584416,0.8123249299719888,0.8721804511278195,357.0,308,357 +Stair up,0.6302521008403361,0.7142857142857143,0.6696428571428571,105.0,119,105 +Stair down,0.26380368098159507,0.6142857142857143,0.36909871244635195,70.0,163,70 +Ramp up,0.6612903225806451,0.803921568627451,0.7256637168141593,102.0,124,102 +Ramp down,0.803030303030303,0.6503067484662577,0.7186440677966102,163.0,132,163 +Grass walking,0.6129032258064516,0.1357142857142857,0.2222222222222222,140.0,31,140 +Uneven ground walking,0.8529411764705882,0.19333333333333333,0.31521739130434784,150.0,34,150 +Carry,0.678082191780822,0.5201401050788091,0.5887016848364718,571.0,438,571 +accuracy,0.6732441471571906,0.6732441471571906,0.6732441471571906,0.6732441471571906,0,0 +macro avg,0.6763515271183353,0.5639844299676476,0.5638744910011734,2990.0,0,0 +weighted avg,0.7037967985427509,0.6732441471571906,0.6594688726552822,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a49a5db3650334f4a2323bba4198ff08405fa645 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5094339622641509,0.6923076923076923,0.5869565217391305,78.0,106,78 +Sit to stand,0.55,0.4230769230769231,0.4782608695652174,26.0,20,26 +Stand to sit,0.5,0.038461538461538464,0.07142857142857142,26.0,2,26 +Sitting,0.5,0.64,0.5614035087719298,25.0,32,25 +Stair up,1.0,0.125,0.2222222222222222,8.0,1,8 +Stair down,0.4444444444444444,0.6666666666666666,0.5333333333333333,6.0,9,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.16666666666666666,0.125,0.14285714285714285,8.0,6,8 +Grass walking,0.6666666666666666,0.25,0.36363636363636365,8.0,3,8 +Uneven ground walking,0.5,0.25,0.3333333333333333,8.0,4,8 +Carry,0.07407407407407407,0.18181818181818182,0.10526315789473684,11.0,27,11 +accuracy,0.44761904761904764,0.44761904761904764,0.44761904761904764,0.44761904761904764,0,0 +macro avg,0.4464805285560003,0.30839372748463656,0.30897227498018015,210.0,0,0 +weighted avg,0.48420951049881866,0.44761904761904764,0.4141138529239216,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c3811f788a7e70826bcbdcba619d6de4678ebd3c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1072,0,4,3,2,46,16,32,11,8,94 +Sit to stand,51,20,6,21,0,0,0,0,0,0,0 +Stand to sit,32,0,5,11,0,0,0,0,0,0,30 +Sitting,15,80,0,285,0,0,0,0,0,0,0 +Stair up,60,0,0,0,53,0,0,0,0,0,0 +Stair down,41,0,0,0,1,34,0,0,0,0,0 +Ramp up,40,0,0,0,0,1,62,0,0,0,5 +Ramp down,98,0,0,0,0,3,0,66,0,0,4 +Grass walking,105,0,0,0,25,0,0,1,16,1,0 +Uneven ground walking,110,0,0,0,3,0,3,3,0,16,23 +Carry,198,0,0,0,0,86,19,0,0,0,279 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..f2cd2e578f5de38e5ad5f7ac13e41e0bcb3651a1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1017,0,4,2,1,41,16,31,9,7,82 +Sit to stand,40,13,5,14,0,0,0,0,0,0,0 +Stand to sit,26,0,1,2,0,0,0,0,0,0,23 +Sitting,15,74,0,266,0,0,0,0,0,0,0 +Stair up,53,0,0,0,52,0,0,0,0,0,0 +Stair down,36,0,0,0,1,33,0,0,0,0,0 +Ramp up,35,0,0,0,0,0,62,0,0,0,5 +Ramp down,91,0,0,0,0,3,0,66,0,0,3 +Grass walking,99,0,0,0,25,0,0,0,15,1,0 +Uneven ground walking,107,0,0,0,3,0,3,3,0,15,19 +Carry,188,0,0,0,0,86,19,0,0,0,278 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..01936d6b9cb8f7e1155198e9b943110313f26889 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,55,0,0,1,1,5,0,1,2,1,12 +Sit to stand,11,7,1,7,0,0,0,0,0,0,0 +Stand to sit,6,0,4,9,0,0,0,0,0,0,7 +Sitting,0,6,0,19,0,0,0,0,0,0,0 +Stair up,7,0,0,0,1,0,0,0,0,0,0 +Stair down,5,0,0,0,0,1,0,0,0,0,0 +Ramp up,5,0,0,0,0,1,0,0,0,0,0 +Ramp down,7,0,0,0,0,0,0,0,0,0,1 +Grass walking,6,0,0,0,0,0,0,1,1,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,1,4 +Carry,10,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..52e63553b264d199da3c31c132184e30fced66d9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5883644346871569,0.8322981366459627,0.6893890675241158,1288.0,1822,1288 +Sit to stand,0.2,0.20408163265306123,0.20202020202020202,98.0,100,98 +Stand to sit,0.3333333333333333,0.0641025641025641,0.10752688172043011,78.0,15,78 +Sitting,0.890625,0.75,0.8142857142857143,380.0,320,380 +Stair up,0.6309523809523809,0.4690265486725664,0.5380710659898477,113.0,84,113 +Stair down,0.2,0.4473684210526316,0.2764227642276423,76.0,170,76 +Ramp up,0.62,0.5740740740740741,0.5961538461538461,108.0,100,108 +Ramp down,0.6470588235294118,0.38596491228070173,0.4835164835164835,171.0,102,171 +Grass walking,0.5925925925925926,0.10810810810810811,0.18285714285714286,148.0,27,148 +Uneven ground walking,0.64,0.10126582278481013,0.17486338797814208,158.0,25,158 +Carry,0.6413793103448275,0.4793814432989691,0.5486725663716814,582.0,435,582 +accuracy,0.59625,0.59625,0.59625,0.59625,0,0 +macro avg,0.5440278068581548,0.4014246966975863,0.4194344656950225,3200.0,0,0 +weighted avg,0.6150193850226874,0.59625,0.57138798988988,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..42211851ae5b94935ce5ad04875d1d600ec2b85e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5957820738137083,0.8404958677685951,0.6972917380870758,1210.0,1707,1210 +Sit to stand,0.14942528735632185,0.18055555555555555,0.16352201257861634,72.0,87,72 +Stand to sit,0.1,0.019230769230769232,0.03225806451612903,52.0,10,52 +Sitting,0.9366197183098591,0.7492957746478873,0.8325508607198748,355.0,284,355 +Stair up,0.6341463414634146,0.49523809523809526,0.5561497326203209,105.0,82,105 +Stair down,0.20245398773006135,0.4714285714285714,0.2832618025751073,70.0,163,70 +Ramp up,0.62,0.6078431372549019,0.6138613861386139,102.0,100,102 +Ramp down,0.66,0.4049079754601227,0.5019011406844106,163.0,100,163 +Grass walking,0.625,0.10714285714285714,0.18292682926829268,140.0,24,140 +Uneven ground walking,0.6521739130434783,0.1,0.17341040462427745,150.0,23,150 +Carry,0.6780487804878049,0.4868651488616462,0.5667686034658511,571.0,410,571 +accuracy,0.6080267558528428,0.6080267558528428,0.6080267558528428,0.6080267558528428,0,0 +macro avg,0.5321500092913317,0.40572761387172745,0.4185365977525973,2990.0,0,0 +weighted avg,0.6332521791351382,0.6080267558528428,0.585492825315956,2990.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject16/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8716a2d7d00d758527f1614f7df78b412024bdde --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4782608695652174,0.7051282051282052,0.5699481865284974,78.0,115,78 +Sit to stand,0.5384615384615384,0.2692307692307692,0.358974358974359,26.0,13,26 +Stand to sit,0.8,0.15384615384615385,0.25806451612903225,26.0,5,26 +Sitting,0.5277777777777778,0.76,0.6229508196721312,25.0,36,25 +Stair up,0.5,0.125,0.2,8.0,2,8 +Stair down,0.14285714285714285,0.16666666666666666,0.15384615384615385,6.0,7,6 +Ramp up,0.0,0.0,0.0,6.0,0,6 +Ramp down,0.0,0.0,0.0,8.0,2,8 +Grass walking,0.3333333333333333,0.125,0.18181818181818182,8.0,3,8 +Uneven ground walking,0.5,0.125,0.2,8.0,2,8 +Carry,0.04,0.09090909090909091,0.05555555555555555,11.0,25,11 +accuracy,0.42857142857142855,0.42857142857142855,0.42857142857142855,0.42857142857142855,0,0 +macro avg,0.3509718783631827,0.22916189870735326,0.23646888841126462,210.0,0,0 +weighted avg,0.46315524663971874,0.42857142857142855,0.3917213013449892,210.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..80f8c4fc5e5d8d0acf8533465fc21cb27eb543ae --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3216,24,2,159,75,132,0,448,4,4,23 +Sit to stand,54,2,53,156,0,0,0,0,0,0,0 +Stand to sit,111,14,4,100,0,8,0,8,0,0,3 +Sitting,109,9,82,626,0,0,0,0,0,0,5 +Stair up,93,7,0,2,74,0,0,12,0,0,0 +Stair down,150,0,0,0,11,20,0,2,0,0,0 +Ramp up,353,0,0,0,19,2,7,0,0,1,0 +Ramp down,313,0,0,0,20,12,0,207,0,0,0 +Grass walking,445,2,0,0,69,73,0,85,5,2,0 +Uneven ground walking,344,0,0,0,70,31,0,88,0,41,0 +Carry,863,0,0,0,4,399,0,331,0,0,12 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e7fbd0cb3f6014bec380418f85c27637d9f167fd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3146,23,1,121,66,128,0,429,4,2,23 +Sit to stand,40,1,48,116,0,0,0,0,0,0,0 +Stand to sit,88,7,3,72,0,7,0,7,0,0,3 +Sitting,78,6,79,607,0,0,0,0,0,0,5 +Stair up,87,7,0,2,68,0,0,12,0,0,0 +Stair down,143,0,0,0,11,18,0,1,0,0,0 +Ramp up,345,0,0,0,18,2,7,0,0,1,0 +Ramp down,309,0,0,0,16,11,0,203,0,0,0 +Grass walking,436,2,0,0,69,73,0,82,5,2,0 +Uneven ground walking,337,0,0,0,70,29,0,86,0,41,0 +Carry,839,0,0,0,4,397,0,328,0,0,12 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a618c8069f04192cba380a2b2658095a99855219 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,70,1,1,38,9,4,0,19,0,2,0 +Sit to stand,14,1,5,40,0,0,0,0,0,0,0 +Stand to sit,23,7,1,28,0,1,0,1,0,0,0 +Sitting,31,3,3,19,0,0,0,0,0,0,0 +Stair up,6,0,0,0,6,0,0,0,0,0,0 +Stair down,7,0,0,0,0,2,0,1,0,0,0 +Ramp up,8,0,0,0,1,0,0,0,0,0,0 +Ramp down,4,0,0,0,4,1,0,4,0,0,0 +Grass walking,9,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,7,0,0,0,0,2,0,2,0,0,0 +Carry,24,0,0,0,0,2,0,3,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..22d3a25ee483f0613f88a20a34a379518eccf511 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5314823996033713,0.7868852459016393,0.6344446636417439,4087.0,6051,4087 +Sit to stand,0.034482758620689655,0.007547169811320755,0.01238390092879257,265.0,58,265 +Stand to sit,0.028368794326241134,0.016129032258064516,0.02056555269922879,248.0,141,248 +Sitting,0.6001917545541706,0.753309265944645,0.6680896478121665,831.0,1043,831 +Stair up,0.21637426900584794,0.39361702127659576,0.2792452830188679,188.0,342,188 +Stair down,0.029542097488921712,0.1092896174863388,0.046511627906976744,183.0,677,183 +Ramp up,1.0,0.01832460732984293,0.03598971722365039,382.0,7,382 +Ramp down,0.17527519051651144,0.375,0.23889209463358338,552.0,1181,552 +Grass walking,0.5555555555555556,0.007342143906020558,0.014492753623188406,681.0,9,681 +Uneven ground walking,0.8541666666666666,0.07142857142857142,0.13183279742765272,574.0,48,574 +Carry,0.27906976744186046,0.0074580484773151025,0.014527845036319613,1609.0,43,1609 +accuracy,0.43895833333333334,0.43895833333333334,0.43895833333333334,0.43895833333333334,0,0 +macro avg,0.3913190230708942,0.23148461125639583,0.1906341712683792,9600.0,0,0 +weighted avg,0.47183187860765885,0.43895833333333334,0.3616753095195057,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6b38be591a53030a20986ccdfe022affa7acd0a7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5379616963064295,0.7978696424042607,0.6426309876417118,3943.0,5848,3943 +Sit to stand,0.021739130434782608,0.004878048780487805,0.00796812749003984,205.0,46,205 +Stand to sit,0.022900763358778626,0.016042780748663103,0.018867924528301886,187.0,131,187 +Sitting,0.6612200435729847,0.7832258064516129,0.7170702894270525,775.0,918,775 +Stair up,0.2111801242236025,0.38636363636363635,0.27309236947791166,176.0,322,176 +Stair down,0.02706766917293233,0.10404624277456648,0.04295942720763723,173.0,665,173 +Ramp up,1.0,0.01876675603217158,0.03684210526315789,373.0,7,373 +Ramp down,0.17682926829268292,0.37662337662337664,0.24066390041493776,539.0,1148,539 +Grass walking,0.5555555555555556,0.007473841554559043,0.014749262536873156,669.0,9,669 +Uneven ground walking,0.8913043478260869,0.07282415630550622,0.13464696223316913,563.0,46,563 +Carry,0.27906976744186046,0.007594936708860759,0.014787430683918669,1580.0,43,1580 +accuracy,0.44767505172601546,0.44767505172601546,0.44767505172601546,0.44767505172601546,0,0 +macro avg,0.398620760562336,0.23415538406797287,0.19493443517315565,9183.0,0,0 +weighted avg,0.48643472700462353,0.44767505172601546,0.37055200359102286,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8fb545fcc95a7610e9db81a237eb225ad3cf2bf4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3448275862068966,0.4861111111111111,0.4034582132564842,144.0,203,144 +Sit to stand,0.08333333333333333,0.016666666666666666,0.027777777777777776,60.0,12,60 +Stand to sit,0.1,0.01639344262295082,0.028169014084507043,61.0,10,61 +Sitting,0.152,0.3392857142857143,0.20994475138121546,56.0,125,56 +Stair up,0.3,0.5,0.375,12.0,20,12 +Stair down,0.16666666666666666,0.2,0.18181818181818182,10.0,12,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,0.12121212121212122,0.3076923076923077,0.17391304347826086,13.0,33,13 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,0.0,0.0,0.0,11.0,2,11 +Carry,0.0,0.0,0.0,29.0,0,29 +accuracy,0.24700239808153476,0.24700239808153476,0.24700239808153476,0.24700239808153476,0,0 +macro avg,0.11527633703809252,0.16964993112534096,0.12728008925422066,417.0,0,0 +weighted avg,0.18251701836023346,0.24700239808153476,0.19620843332254814,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3efdbd30e14edc61275b7af8d0f00b844975d7be --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3219,24,2,160,67,132,0,463,6,3,21 +Sit to stand,55,3,51,158,0,0,0,0,0,0,0 +Stand to sit,108,9,3,106,0,9,0,9,0,0,4 +Sitting,113,3,76,628,0,0,0,0,0,0,5 +Stair up,97,6,0,2,71,0,0,13,0,0,0 +Stair down,155,0,0,0,8,19,0,1,0,0,0 +Ramp up,363,0,0,0,11,2,5,0,0,0,0 +Ramp down,317,0,0,0,19,9,0,206,0,0,0 +Grass walking,464,1,0,0,61,66,0,89,1,1,0 +Uneven ground walking,364,0,0,0,50,26,0,96,0,37,0 +Carry,859,0,0,0,3,395,0,335,0,0,11 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e152ed9a809c4fd4373655f55e9f3c8172cb57a3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3144,22,1,124,55,128,0,444,6,3,21 +Sit to stand,41,2,46,118,0,0,0,0,0,0,0 +Stand to sit,83,5,2,78,0,8,0,7,0,0,4 +Sitting,82,2,73,611,0,0,0,0,0,0,5 +Stair up,92,6,0,2,65,0,0,13,0,0,0 +Stair down,146,0,0,0,8,18,0,1,0,0,0 +Ramp up,353,0,0,0,11,2,5,0,0,0,0 +Ramp down,312,0,0,0,16,8,0,204,0,0,0 +Grass walking,455,1,0,0,61,66,0,86,1,1,0 +Uneven ground walking,355,0,0,0,50,25,0,94,0,37,0 +Carry,836,0,0,0,3,393,0,331,0,0,11 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1aa2e1d346babff443ed6da2d903537b0ea0730f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,75,2,1,36,12,4,0,19,0,0,0 +Sit to stand,14,1,5,40,0,0,0,0,0,0,0 +Stand to sit,25,4,1,28,0,1,0,2,0,0,0 +Sitting,31,1,3,17,0,0,0,0,0,0,0 +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,5,0,0,0,3,1,0,2,0,0,0 +Grass walking,9,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,9,0,0,0,0,1,0,2,0,0,0 +Carry,23,0,0,0,0,2,0,4,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff59ede8e66c71b6205fc466298e1a9d80a75a34 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5264965652600588,0.7856968513546497,0.6304965233571639,4097.0,6114,4097 +Sit to stand,0.06521739130434782,0.011235955056179775,0.019169329073482427,267.0,46,267 +Stand to sit,0.022727272727272728,0.012096774193548387,0.015789473684210527,248.0,132,248 +Sitting,0.5958254269449715,0.7612121212121212,0.6684406599254923,825.0,1054,825 +Stair up,0.24482758620689654,0.37566137566137564,0.2964509394572025,189.0,290,189 +Stair down,0.028875379939209727,0.10382513661202186,0.04518430439952437,183.0,658,183 +Ramp up,1.0,0.013123359580052493,0.025906735751295335,381.0,5,381 +Ramp down,0.16996699669966997,0.3738656987295826,0.23369256948383438,551.0,1212,551 +Grass walking,0.14285714285714285,0.0014641288433382138,0.002898550724637681,683.0,7,683 +Uneven ground walking,0.9024390243902439,0.06457242582897033,0.12052117263843648,573.0,41,573 +Carry,0.2682926829268293,0.006862133499688085,0.01338199513381995,1603.0,41,1603 +accuracy,0.4378125,0.4378125,0.4378125,0.4378125,0,0 +macro avg,0.3606841335687857,0.22814690550650257,0.18835747760264543,9600.0,0,0 +weighted avg,0.4419387912496801,0.4378125,0.35823588631299597,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..11c6857717ab0641cbb300f60e80ebc1766e8281 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.532971690116969,0.7963525835866262,0.638570122880065,3948.0,5899,3948 +Sit to stand,0.05263157894736842,0.00966183574879227,0.0163265306122449,207.0,38,207 +Stand to sit,0.01639344262295082,0.0106951871657754,0.012944983818770227,187.0,122,187 +Sitting,0.654876741693462,0.7904269081500647,0.716295427901524,773.0,933,773 +Stair up,0.241635687732342,0.3651685393258427,0.29082774049217003,178.0,269,178 +Stair down,0.027777777777777776,0.10404624277456648,0.0438489646772229,173.0,648,173 +Ramp up,1.0,0.013477088948787063,0.026595744680851064,371.0,5,371 +Ramp down,0.17288135593220338,0.37777777777777777,0.2372093023255814,540.0,1180,540 +Grass walking,0.14285714285714285,0.0014903129657228018,0.0029498525073746312,671.0,7,671 +Uneven ground walking,0.9024390243902439,0.0659536541889483,0.12292358803986711,561.0,41,561 +Carry,0.2682926829268293,0.00698856416772554,0.013622291021671827,1574.0,41,1574 +accuracy,0.4464771861047588,0.4464771861047588,0.4464771861047588,0.4464771861047588,0,0 +macro avg,0.36479610227248077,0.2310944268000572,0.19291950445066755,9183.0,0,0 +weighted avg,0.4531136908598103,0.4464771861047588,0.3670114056331613,9183.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..853cada4e07f365996fde5bffc09a5c57dae07e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3488372093023256,0.5033557046979866,0.41208791208791207,149.0,215,149 +Sit to stand,0.125,0.016666666666666666,0.029411764705882353,60.0,8,60 +Stand to sit,0.1,0.01639344262295082,0.028169014084507043,61.0,10,61 +Sitting,0.14049586776859505,0.3269230769230769,0.19653179190751446,52.0,121,52 +Stair up,0.2857142857142857,0.5454545454545454,0.375,11.0,21,11 +Stair down,0.1,0.1,0.1,10.0,10,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.0625,0.18181818181818182,0.09302325581395349,11.0,32,11 +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,0.24700239808153476,0.24700239808153476,0.24700239808153476,0.24700239808153476,0,0 +macro avg,0.1056861238895642,0.15369196528940077,0.11220215805452449,417.0,0,0 +weighted avg,0.18636183801647624,0.24700239808153482,0.1948489775437674,417.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..82062908782e42d310657f2c24d5c0b880f81bf2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3180,16,3,166,65,132,0,498,8,4,18 +Sit to stand,58,3,43,164,0,0,0,0,0,0,0 +Stand to sit,103,6,3,103,0,9,0,14,0,0,3 +Sitting,124,1,66,635,0,0,0,0,0,0,5 +Stair up,101,3,0,3,67,0,0,15,0,0,0 +Stair down,155,0,0,0,8,19,0,2,0,0,0 +Ramp up,372,0,0,0,6,3,2,0,0,0,0 +Ramp down,313,0,0,0,20,6,0,212,0,0,0 +Grass walking,466,0,0,0,56,61,0,98,1,1,0 +Uneven ground walking,374,0,0,0,41,21,0,104,0,36,0 +Carry,842,0,0,0,3,398,0,351,0,0,10 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..31b27639996358a13067cffa84053570b1346965 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3105,14,2,128,54,128,0,480,8,3,18 +Sit to stand,42,2,39,123,0,0,0,0,0,0,0 +Stand to sit,81,3,2,74,0,9,0,10,0,0,3 +Sitting,90,0,64,617,0,0,0,0,0,0,5 +Stair up,94,3,0,3,62,0,0,15,0,0,0 +Stair down,147,0,0,0,8,19,0,1,0,0,0 +Ramp up,362,0,0,0,6,3,2,0,0,0,0 +Ramp down,308,0,0,0,16,6,0,209,0,0,0 +Grass walking,457,0,0,0,56,61,0,95,1,1,0 +Uneven ground walking,365,0,0,0,41,20,0,102,0,36,0 +Carry,820,0,0,0,3,396,0,348,0,0,10 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e76231e1c785f75fd66123c898925bf93a5d94e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,75,2,1,38,11,4,0,18,0,1,0 +Sit to stand,16,1,4,41,0,0,0,0,0,0,0 +Stand to sit,22,3,1,29,0,0,0,4,0,0,0 +Sitting,34,1,2,18,0,0,0,0,0,0,0 +Stair up,7,0,0,0,5,0,0,0,0,0,0 +Stair down,8,0,0,0,0,0,0,1,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,5,0,0,0,4,0,0,3,0,0,0 +Grass walking,9,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,9,0,0,0,0,1,0,2,0,0,0 +Carry,22,0,0,0,0,2,0,3,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..da25d3515dc2d45ea2a57a1ae8bd36c231fccdba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5223390275952694,0.7775061124694377,0.62487718608764,4090.0,6088,4090 +Sit to stand,0.10344827586206896,0.011194029850746268,0.020202020202020204,268.0,29,268 +Stand to sit,0.02608695652173913,0.012448132780082987,0.016853932584269662,241.0,115,241 +Sitting,0.5929038281979458,0.7641395908543923,0.6677181913774973,831.0,1071,831 +Stair up,0.2518796992481203,0.3544973544973545,0.2945054945054945,189.0,266,189 +Stair down,0.029275808936825885,0.10326086956521739,0.04561824729891957,184.0,649,184 +Ramp up,1.0,0.005221932114882507,0.01038961038961039,383.0,2,383 +Ramp down,0.16383307573415765,0.38475499092558985,0.22981029810298104,551.0,1294,551 +Grass walking,0.1111111111111111,0.0014641288433382138,0.002890173410404624,683.0,9,683 +Uneven ground walking,0.8780487804878049,0.0625,0.1166936790923825,576.0,41,576 +Carry,0.2777777777777778,0.006234413965087282,0.012195121951219513,1604.0,36,1604 +accuracy,0.43416666666666665,0.43416666666666665,0.43416666666666665,0.43416666666666665,0,0 +macro avg,0.35970039467934734,0.22574741416964805,0.18561399590931266,9600.0,0,0 +weighted avg,0.43922347680074275,0.43416666666666665,0.3545320793234245,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b5e2542d5d7c62b3dc9ffa946c039bae90a2690c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5288707204905467,0.7880710659898477,0.6329630007134849,3940.0,5871,3940 +Sit to stand,0.09090909090909091,0.009708737864077669,0.017543859649122806,206.0,22,206 +Stand to sit,0.018691588785046728,0.01098901098901099,0.01384083044982699,182.0,107,182 +Sitting,0.6529100529100529,0.7951030927835051,0.7170249854735619,776.0,945,776 +Stair up,0.25203252032520324,0.3502824858757062,0.29314420803782504,177.0,246,177 +Stair down,0.029595015576323987,0.10857142857142857,0.046511627906976744,175.0,642,175 +Ramp up,1.0,0.005361930294906166,0.010666666666666666,373.0,2,373 +Ramp down,0.16587301587301587,0.3877551020408163,0.23235130628126738,539.0,1260,539 +Grass walking,0.1111111111111111,0.0014903129657228018,0.0029411764705882353,671.0,9,671 +Uneven ground walking,0.9,0.06382978723404255,0.11920529801324503,564.0,40,564 +Carry,0.2777777777777778,0.0063411540900443885,0.012399256044637322,1577.0,36,1577 +accuracy,0.44281045751633985,0.44281045751633985,0.44281045751633985,0.44281045751633985,0,0 +macro avg,0.3661609903416517,0.229773100790828,0.19078111051883662,9180.0,0,0 +weighted avg,0.45151890328618627,0.44281045751633985,0.363226547113346,9180.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a5ec684fdb34053191316b0f3999274a5bdc21ab --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3456221198156682,0.5,0.4087193460490463,150.0,217,150 +Sit to stand,0.14285714285714285,0.016129032258064516,0.028985507246376812,62.0,7,62 +Stand to sit,0.125,0.01694915254237288,0.029850746268656716,59.0,8,59 +Sitting,0.14285714285714285,0.32727272727272727,0.19889502762430938,55.0,126,55 +Stair up,0.25,0.4166666666666667,0.3125,12.0,20,12 +Stair down,0.0,0.0,0.0,9.0,7,9 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.08823529411764706,0.25,0.13043478260869565,12.0,34,12 +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,0.24523809523809523,0.24523809523809523,0.24523809523809523,0.24523809523809523,0,0 +macro avg,0.0995065181497819,0.13881977988543923,0.10085321907246225,420.0,0,0 +weighted avg,0.1904557790858279,0.24523809523809523,0.1931443840407724,420.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a4f9e91413a014c1f177972d4948936a6d18785d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3171,16,2,169,63,126,0,519,9,4,15 +Sit to stand,70,3,34,165,0,0,0,0,0,0,0 +Stand to sit,105,6,2,107,0,9,0,15,0,0,3 +Sitting,118,0,58,639,0,0,0,0,0,0,5 +Stair up,107,2,0,3,59,0,0,16,0,0,0 +Stair down,159,0,0,0,6,17,0,2,0,0,0 +Ramp up,374,0,0,0,4,4,0,0,0,0,0 +Ramp down,315,0,0,0,20,2,0,214,0,0,0 +Grass walking,480,0,0,0,48,55,0,99,1,0,0 +Uneven ground walking,391,0,0,0,29,18,0,109,0,28,0 +Carry,837,0,0,0,2,393,0,364,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e37f33f0c082105574314e3cf4a9c0f6ea097d79 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3096,14,1,130,54,121,0,502,9,4,15 +Sit to stand,54,1,31,125,0,0,0,0,0,0,0 +Stand to sit,84,4,2,76,0,9,0,10,0,0,3 +Sitting,86,0,57,620,0,0,0,0,0,0,5 +Stair up,99,2,0,3,55,0,0,16,0,0,0 +Stair down,150,0,0,0,6,17,0,1,0,0,0 +Ramp up,364,0,0,0,4,4,0,0,0,0,0 +Ramp down,309,0,0,0,16,2,0,212,0,0,0 +Grass walking,469,0,0,0,48,55,0,98,1,0,0 +Uneven ground walking,384,0,0,0,29,18,0,105,0,27,0 +Carry,816,0,0,0,2,390,0,360,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..962cc64008a7c03631fa77f8f5619eedadd1b0b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,75,2,1,39,9,5,0,17,0,0,0 +Sit to stand,16,2,3,40,0,0,0,0,0,0,0 +Stand to sit,21,2,0,31,0,0,0,5,0,0,0 +Sitting,32,0,1,19,0,0,0,0,0,0,0 +Stair up,8,0,0,0,4,0,0,0,0,0,0 +Stair down,9,0,0,0,0,0,0,1,0,0,0 +Ramp up,10,0,0,0,0,0,0,0,0,0,0 +Ramp down,6,0,0,0,4,0,0,2,0,0,0 +Grass walking,11,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,4,0,1,0 +Carry,21,0,0,0,0,3,0,4,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..03d07a8d2cf7c0d90b8113df65ad1fbd6033cdce --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5175452913334422,0.7745481191988276,0.6204872321690637,4094.0,6127,4094 +Sit to stand,0.1111111111111111,0.011029411764705883,0.020066889632107024,272.0,27,272 +Stand to sit,0.020833333333333332,0.008097165991902834,0.011661807580174927,247.0,96,247 +Sitting,0.590027700831025,0.7792682926829269,0.6715712033631108,820.0,1083,820 +Stair up,0.2554112554112554,0.3155080213903743,0.2822966507177033,187.0,231,187 +Stair down,0.027243589743589744,0.09239130434782608,0.04207920792079208,184.0,624,184 +Ramp up,0.0,0.0,0.0,382.0,0,382 +Ramp down,0.15994020926756353,0.38838475499092556,0.22657490735839067,551.0,1338,551 +Grass walking,0.1,0.0014641288433382138,0.002886002886002886,683.0,10,683 +Uneven ground walking,0.875,0.04869565217391304,0.09225700164744646,575.0,32,575 +Carry,0.28125,0.005607476635514018,0.010995723885155772,1605.0,32,1605 +accuracy,0.4315625,0.4315625,0.4315625,0.4315625,0,0 +macro avg,0.2671238628210291,0.22045402982002313,0.18007969337817703,9600.0,0,0 +weighted avg,0.39601606495179803,0.4315625,0.34972329691253545,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3a2beacb36ccacd55bb6fe7b561c5861f906ea7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5237692437827779,0.7845919918905221,0.628183017145176,3946.0,5911,3946 +Sit to stand,0.047619047619047616,0.004739336492890996,0.008620689655172414,211.0,21,211 +Stand to sit,0.02197802197802198,0.010638297872340425,0.014336917562724014,188.0,91,188 +Sitting,0.649895178197065,0.8072916666666666,0.7200929152148664,768.0,954,768 +Stair up,0.2570093457943925,0.3142857142857143,0.2827763496143959,175.0,214,175 +Stair down,0.027597402597402596,0.09770114942528736,0.043037974683544304,174.0,616,174 +Ramp up,0.0,0.0,0.0,372.0,0,372 +Ramp down,0.16257668711656442,0.39332096474953615,0.23005968529571352,539.0,1304,539 +Grass walking,0.1,0.0014903129657228018,0.002936857562408223,671.0,10,671 +Uneven ground walking,0.8709677419354839,0.047957371225577264,0.09090909090909091,563.0,31,563 +Carry,0.28125,0.0057070386810399495,0.011187072715972654,1577.0,32,1577 +accuracy,0.43989547038327526,0.43989547038327526,0.43989547038327526,0.43989547038327526,0,0 +macro avg,0.267514788092796,0.22433853129593614,0.18474005185082404,9184.0,0,0 +weighted avg,0.40488740490343506,0.43989547038327526,0.3580277605607626,9184.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8e88b516d2cb70ee5f5204f86767ac3b11c9d4de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3472222222222222,0.5067567567567568,0.41208791208791207,148.0,216,148 +Sit to stand,0.3333333333333333,0.03278688524590164,0.05970149253731343,61.0,6,61 +Stand to sit,0.0,0.0,0.0,59.0,5,59 +Sitting,0.14728682170542637,0.36538461538461536,0.20994475138121546,52.0,129,52 +Stair up,0.23529411764705882,0.3333333333333333,0.27586206896551724,12.0,17,12 +Stair down,0.0,0.0,0.0,10.0,8,10 +Ramp up,0.0,0.0,0.0,10.0,0,10 +Ramp down,0.058823529411764705,0.16666666666666666,0.08695652173913043,12.0,34,12 +Grass walking,0.0,0.0,0.0,12.0,0,12 +Uneven ground walking,1.0,0.08333333333333333,0.15384615384615385,12.0,1,12 +Carry,0.0,0.0,0.0,28.0,0,28 +accuracy,0.24759615384615385,0.24759615384615385,0.24759615384615385,0.24759615384615385,0,0 +macro avg,0.19290545675634593,0.13529650824732792,0.10894535459611297,416.0,0,0 +weighted avg,0.22815035748944779,0.24759615384615385,0.1965093895197594,416.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ea7ef7d70a041e200fcb05635317fb89912ad2b9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3181,25,3,165,50,107,0,533,12,4,9 +Sit to stand,80,7,24,154,0,0,0,0,0,0,0 +Stand to sit,105,6,2,107,0,9,0,18,0,0,1 +Sitting,122,2,40,661,0,0,0,0,0,0,4 +Stair up,115,0,0,2,53,0,0,18,0,0,0 +Stair down,164,0,0,0,5,13,0,1,0,0,0 +Ramp up,377,0,0,0,1,4,0,0,0,0,0 +Ramp down,329,0,0,0,19,1,0,203,0,0,0 +Grass walking,511,0,0,0,37,36,0,97,0,0,0 +Uneven ground walking,397,0,0,0,23,9,0,128,0,17,0 +Carry,854,0,0,0,1,374,0,372,1,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d18325e08b7f4973019a493b5b6c21edab98383a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3106,19,3,132,42,106,0,511,12,4,9 +Sit to stand,64,5,21,115,0,0,0,0,0,0,0 +Stand to sit,83,4,1,74,0,9,0,15,0,0,1 +Sitting,94,1,38,636,0,0,0,0,0,0,4 +Stair up,108,0,0,2,49,0,0,17,0,0,0 +Stair down,154,0,0,0,5,13,0,1,0,0,0 +Ramp up,368,0,0,0,1,4,0,0,0,0,0 +Ramp down,321,0,0,0,16,1,0,201,0,0,0 +Grass walking,501,0,0,0,37,36,0,95,0,0,0 +Uneven ground walking,393,0,0,0,22,9,0,122,0,17,0 +Carry,832,0,0,0,1,371,0,368,1,0,7 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5f5928cb9ad337183f2908150b471a9ec1806a2e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,75,6,0,33,8,1,0,22,0,0,0 +Sit to stand,16,2,3,39,0,0,0,0,0,0,0 +Stand to sit,22,2,1,33,0,0,0,3,0,0,0 +Sitting,28,1,2,25,0,0,0,0,0,0,0 +Stair up,7,0,0,0,4,0,0,1,0,0,0 +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,8,0,0,0,3,0,0,2,0,0,0 +Grass walking,10,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,4,0,0,0,1,0,0,6,0,0,0 +Carry,22,0,0,0,0,3,0,4,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a05b19ca9e7438353d333acd1101891e54a4d586 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5101844426623897,0.7779408168256298,0.6162340178225494,4089.0,6235,4089 +Sit to stand,0.175,0.026415094339622643,0.04590163934426229,265.0,40,265 +Stand to sit,0.028985507246376812,0.008064516129032258,0.012618296529968454,248.0,69,248 +Sitting,0.6069788797061524,0.7973462002412546,0.6892596454640251,829.0,1089,829 +Stair up,0.2804232804232804,0.28191489361702127,0.28116710875331563,188.0,189,188 +Stair down,0.023508137432188065,0.07103825136612021,0.035326086956521736,183.0,553,183 +Ramp up,0.0,0.0,0.0,382.0,0,382 +Ramp down,0.14817518248175182,0.3677536231884058,0.21123829344432882,552.0,1370,552 +Grass walking,0.0,0.0,0.0,681.0,13,681 +Uneven ground walking,0.8095238095238095,0.029616724738675958,0.05714285714285714,574.0,21,574 +Carry,0.3333333333333333,0.00435052827843381,0.008588957055214725,1609.0,21,1609 +accuracy,0.43166666666666664,0.43166666666666664,0.43166666666666664,0.43166666666666664,0,0 +macro avg,0.265101142982662,0.21494914988401784,0.17795244568300395,9600.0,0,0 +weighted avg,0.3940320155957924,0.43166666666666664,0.346772674705575,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..187ceca888a76107c8d6a39c618de523cc2b5e41 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5156042496679947,0.787525354969574,0.6231942215088283,3944.0,6024,3944 +Sit to stand,0.1724137931034483,0.024390243902439025,0.042735042735042736,205.0,29,205 +Stand to sit,0.015873015873015872,0.0053475935828877,0.008,187.0,63,187 +Sitting,0.6631908237747653,0.8227684346701164,0.7344110854503464,773.0,959,773 +Stair up,0.2832369942196532,0.2784090909090909,0.2808022922636103,176.0,173,176 +Stair down,0.023679417122040074,0.07514450867052024,0.036011080332409975,173.0,549,173 +Ramp up,0.0,0.0,0.0,373.0,0,373 +Ramp down,0.1511278195488722,0.37291280148423006,0.21508828250401285,539.0,1330,539 +Grass walking,0.0,0.0,0.0,669.0,13,669 +Uneven ground walking,0.8095238095238095,0.03019538188277087,0.05821917808219178,563.0,21,563 +Carry,0.3333333333333333,0.004430379746835443,0.008744534665833853,1580.0,21,1580 +accuracy,0.439446743628839,0.439446743628839,0.439446743628839,0.439446743628839,0,0 +macro avg,0.26981665965153934,0.2182839808925877,0.18247324704929782,9182.0,0,0 +weighted avg,0.40321667015172186,0.439446743628839,0.3543903211808404,9182.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7071c9c3907154b726ba28d11e25661d30dac54f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.35545023696682465,0.5172413793103449,0.42134831460674155,145.0,211,145 +Sit to stand,0.18181818181818182,0.03333333333333333,0.056338028169014086,60.0,11,60 +Stand to sit,0.16666666666666666,0.01639344262295082,0.029850746268656716,61.0,6,61 +Sitting,0.19230769230769232,0.44642857142857145,0.26881720430107525,56.0,130,56 +Stair up,0.25,0.3333333333333333,0.2857142857142857,12.0,16,12 +Stair down,0.0,0.0,0.0,10.0,4,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,0.05,0.15384615384615385,0.07547169811320754,13.0,40,13 +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,0.2607655502392344,0.2607655502392344,0.2607655502392344,0.2607655502392344,0,0 +macro avg,0.1087493434326696,0.13641601944315343,0.10341275247027099,418.0,0,0 +weighted avg,0.20821835575401418,0.2607655502392344,0.20516782242920997,418.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..f8c91e8b8d862bba9eddf56d1712348617083dcd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3304,42,7,161,31,58,0,468,11,3,7 +Sit to stand,104,24,1,136,0,0,0,0,0,0,0 +Stand to sit,100,16,0,97,0,5,0,26,0,0,4 +Sitting,114,15,5,689,0,0,0,0,0,0,4 +Stair up,130,0,0,2,32,0,0,23,0,0,0 +Stair down,173,0,0,0,2,6,0,2,0,0,0 +Ramp up,380,0,0,0,0,2,0,0,0,0,0 +Ramp down,362,0,0,0,7,0,0,183,0,0,0 +Grass walking,563,0,0,0,20,9,0,89,0,0,0 +Uneven ground walking,415,0,0,0,9,0,0,141,0,9,0 +Carry,973,0,0,0,1,269,0,355,5,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a21cfd971f86af58a980ca165a9edd71386f4bfa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,3215,26,7,139,29,56,0,453,11,3,7 +Sit to stand,89,16,1,99,0,0,0,0,0,0,0 +Stand to sit,80,9,0,69,0,4,0,21,0,0,4 +Sitting,93,15,3,656,0,0,0,0,0,0,4 +Stair up,123,0,0,2,30,0,0,20,0,0,0 +Stair down,163,0,0,0,2,6,0,2,0,0,0 +Ramp up,371,0,0,0,0,2,0,0,0,0,0 +Ramp down,352,0,0,0,5,0,0,182,0,0,0 +Grass walking,552,0,0,0,20,8,0,89,0,0,0 +Uneven ground walking,408,0,0,0,9,0,0,137,0,9,0 +Carry,948,0,0,0,1,268,0,352,5,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..922e5dae19e14f9a2ff6422e62c5d6a3e6e0139a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,89,16,0,22,2,2,0,15,0,0,0 +Sit to stand,15,8,0,37,0,0,0,0,0,0,0 +Stand to sit,20,7,0,28,0,1,0,5,0,0,0 +Sitting,21,0,2,33,0,0,0,0,0,0,0 +Stair up,7,0,0,0,2,0,0,3,0,0,0 +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,11,0,0,0,0,1,0,0,0,0,0 +Uneven ground walking,7,0,0,0,0,0,0,4,0,0,0 +Carry,25,0,0,0,0,1,0,3,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e6a4954c111bb2fb4a0ce8b2cf1795f492f439f5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.49924448473859173,0.8074291300097751,0.6169934640522876,4092.0,6618,4092 +Sit to stand,0.24742268041237114,0.09056603773584905,0.13259668508287292,265.0,97,265 +Stand to sit,0.0,0.0,0.0,248.0,13,248 +Sitting,0.6350230414746544,0.8331318016928658,0.7207112970711297,827.0,1085,827 +Stair up,0.3137254901960784,0.1711229946524064,0.22145328719723184,187.0,102,187 +Stair down,0.017191977077363897,0.03278688524590164,0.022556390977443608,183.0,349,183 +Ramp up,0.0,0.0,0.0,382.0,0,382 +Ramp down,0.14219114219114218,0.33152173913043476,0.19902120717781402,552.0,1287,552 +Grass walking,0.0,0.0,0.0,681.0,16,681 +Uneven ground walking,0.75,0.0156794425087108,0.030716723549488054,574.0,12,574 +Carry,0.2857142857142857,0.0037290242386575512,0.007361963190184049,1609.0,21,1609 +accuracy,0.4430208333333333,0.4430208333333333,0.4430208333333333,0.4430208333333333,0,0 +macro avg,0.2627739183458625,0.20781518683769107,0.1774010016634956,9600.0,0,0 +weighted avg,0.38168292623278705,0.4430208333333333,0.3479978862327153,9600.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd905c9bc1afe99ee4b93d516c5c23b479a6f221 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5028151391929935,0.814749113025849,0.6218568665377177,3946.0,6394,3946 +Sit to stand,0.24242424242424243,0.07804878048780488,0.11808118081180811,205.0,66,205 +Stand to sit,0.0,0.0,0.0,187.0,11,187 +Sitting,0.6797927461139897,0.8508430609597925,0.7557603686635944,771.0,965,771 +Stair up,0.3125,0.17142857142857143,0.22140221402214022,175.0,96,175 +Stair down,0.01744186046511628,0.03468208092485549,0.02321083172147002,173.0,344,173 +Ramp up,0.0,0.0,0.0,373.0,0,373 +Ramp down,0.1449044585987261,0.33766233766233766,0.20278551532033426,539.0,1256,539 +Grass walking,0.0,0.0,0.0,669.0,16,669 +Uneven ground walking,0.75,0.015985790408525755,0.03130434782608696,563.0,12,563 +Carry,0.2857142857142857,0.0037974683544303796,0.007495315427857589,1580.0,21,1580 +accuracy,0.4487528591656682,0.4487528591656682,0.4487528591656682,0.4487528591656682,0,0 +macro avg,0.2668720665917594,0.20974520029565155,0.1801724218482736,9181.0,0,0 +weighted avg,0.38856472417821125,0.4487528591656682,0.35315045005613077,9181.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject18/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3d4bc713bdb2f820bb8fd158b352be214de36db1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.39732142857142855,0.6095890410958904,0.4810810810810811,146.0,224,146 +Sit to stand,0.25806451612903225,0.13333333333333333,0.17582417582417584,60.0,31,60 +Stand to sit,0.0,0.0,0.0,61.0,2,61 +Sitting,0.275,0.5892857142857143,0.375,56.0,120,56 +Stair up,0.3333333333333333,0.16666666666666666,0.2222222222222222,12.0,6,12 +Stair down,0.0,0.0,0.0,10.0,5,10 +Ramp up,0.0,0.0,0.0,9.0,0,9 +Ramp down,0.03225806451612903,0.07692307692307693,0.045454545454545456,13.0,31,13 +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,0.31742243436754175,0.31742243436754175,0.31742243436754175,0.31742243436754175,0,0 +macro avg,0.11781612204999302,0.1432543483913347,0.1181438204165477,419.0,0,0 +weighted avg,0.22270203908801955,0.31742243436754175,0.2507037330426352,419.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c2e43e4ad7c69713816240c11a1953210600764c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1810,0,0,3,0,35,0,1661,0,0,356 +Sit to stand,32,30,0,279,0,0,0,0,0,0,0 +Stand to sit,261,1,146,210,0,0,0,7,0,0,25 +Sitting,0,2,0,567,0,0,0,0,0,0,0 +Stair up,147,0,0,21,73,38,0,18,0,3,0 +Stair down,249,0,0,2,4,84,0,32,0,0,0 +Ramp up,217,0,0,14,0,66,2,133,0,5,23 +Ramp down,143,0,0,0,0,1,0,493,0,0,0 +Grass walking,73,0,0,0,0,116,0,260,26,0,9 +Uneven ground walking,80,0,0,0,0,50,0,303,1,5,0 +Carry,239,0,0,0,0,5,0,280,0,0,1184 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..29afdcdeabc94a46586e77f0e3375bd255706189 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1684,0,0,3,0,26,0,1632,0,0,343 +Sit to stand,1,25,0,228,0,0,0,0,0,0,0 +Stand to sit,221,1,145,167,0,0,0,4,0,0,24 +Sitting,0,1,0,504,0,0,0,0,0,0,0 +Stair up,137,0,0,20,72,38,0,14,0,3,0 +Stair down,241,0,0,2,4,79,0,31,0,0,0 +Ramp up,214,0,0,13,0,63,2,133,0,5,16 +Ramp down,131,0,0,0,0,1,0,490,0,0,0 +Grass walking,69,0,0,0,0,116,0,251,26,0,9 +Uneven ground walking,75,0,0,0,0,44,0,300,1,5,0 +Carry,219,0,0,0,0,5,0,277,0,0,1179 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..085ef49658e98be2e0244e86a17c24c4461eaa7f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,126,0,0,0,0,9,0,29,0,0,13 +Sit to stand,31,5,0,51,0,0,0,0,0,0,0 +Stand to sit,40,0,1,43,0,0,0,3,0,0,1 +Sitting,0,1,0,63,0,0,0,0,0,0,0 +Stair up,10,0,0,1,1,0,0,4,0,0,0 +Stair down,8,0,0,0,0,5,0,1,0,0,0 +Ramp up,3,0,0,1,0,3,0,0,0,0,7 +Ramp down,12,0,0,0,0,0,0,3,0,0,0 +Grass walking,4,0,0,0,0,0,0,9,0,0,0 +Uneven ground walking,5,0,0,0,0,6,0,3,0,0,0 +Carry,20,0,0,0,0,0,0,3,0,0,5 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2d7b43aa7a6fb412ab3a316cbfc661c555fa6828 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.556751768686558,0.4683053040103493,0.5087127599775154,3865.0,3251,3865 +Sit to stand,0.9090909090909091,0.08797653958944282,0.16042780748663102,341.0,33,341 +Stand to sit,1.0,0.2246153846153846,0.36683417085427134,650.0,146,650 +Sitting,0.5173357664233577,0.9964850615114236,0.6810810810810811,569.0,1096,569 +Stair up,0.948051948051948,0.24333333333333335,0.38726790450928383,300.0,77,300 +Stair down,0.21265822784810126,0.22641509433962265,0.2193211488250653,371.0,395,371 +Ramp up,1.0,0.004347826086956522,0.008658008658008658,460.0,2,460 +Ramp down,0.15469093191088798,0.7739403453689168,0.25784518828451886,637.0,3187,637 +Grass walking,0.9629629629629629,0.05371900826446281,0.10176125244618395,484.0,27,484 +Uneven ground walking,0.38461538461538464,0.011389521640091117,0.022123893805309734,439.0,13,439 +Carry,0.741390106449593,0.6932084309133489,0.7164901664145235,1708.0,1597,1708 +accuracy,0.4499185667752443,0.4499185667752443,0.4499185667752443,0.4499185667752443,0,0 +macro avg,0.6715952732763367,0.3439759863339393,0.31186576203112665,9824.0,0,0 +weighted avg,0.634087345010081,0.4499185667752443,0.43723194952603284,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..a378e029fd581494b830667f6f790da7c9e47806 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5628342245989305,0.4566160520607375,0.5041916167664671,3688.0,2992,3688 +Sit to stand,0.9259259259259259,0.0984251968503937,0.17793594306049823,254.0,27,254 +Stand to sit,1.0,0.2580071174377224,0.4101838755304102,562.0,145,562 +Sitting,0.5378868729989328,0.998019801980198,0.6990291262135923,505.0,937,505 +Stair up,0.9473684210526315,0.2535211267605634,0.4,284.0,76,284 +Stair down,0.21236559139784947,0.22128851540616246,0.2167352537722908,357.0,372,357 +Ramp up,1.0,0.004484304932735426,0.008928571428571428,446.0,2,446 +Ramp down,0.15644955300127714,0.7877813504823151,0.2610548748002131,622.0,3132,622 +Grass walking,0.9629629629629629,0.055201698513800426,0.10441767068273092,471.0,27,471 +Uneven ground walking,0.38461538461538464,0.011764705882352941,0.0228310502283105,425.0,13,425 +Carry,0.7504774029280713,0.7017857142857142,0.7253152876038143,1680.0,1571,1680 +accuracy,0.4530880137723262,0.4530880137723262,0.4530880137723262,0.4530880137723262,0,0 +macro avg,0.6764442126801787,0.3497177804175178,0.3209657518260817,9294.0,0,0 +weighted avg,0.6359531500948493,0.4530880137723262,0.4436124189746763,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..3e0061691b1785def182ad6593c470b4b0a9ada4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.4864864864864865,0.711864406779661,0.5779816513761468,177.0,259,177 +Sit to stand,0.8333333333333334,0.05747126436781609,0.10752688172043011,87.0,6,87 +Stand to sit,1.0,0.011363636363636364,0.02247191011235955,88.0,1,88 +Sitting,0.39622641509433965,0.984375,0.5650224215246636,64.0,159,64 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.21739130434782608,0.35714285714285715,0.2702702702702703,14.0,23,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.05454545454545454,0.2,0.08571428571428572,15.0,55,15 +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,0.19230769230769232,0.17857142857142858,0.18518518518518517,28.0,26,28 +accuracy,0.39433962264150946,0.39433962264150946,0.39433962264150946,0.39433962264150946,0,0 +macro avg,0.38002642601046666,0.23302623574776354,0.1756199695206246,530.0,0,0 +weighted avg,0.5607790078071936,0.39433962264150946,0.3055350759746816,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1194d8f388003856e677ca6fdae4512a2b1f1034 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1806,0,1,10,1,33,0,1657,0,0,357 +Sit to stand,24,19,0,289,0,0,0,0,0,0,0 +Stand to sit,276,2,139,209,0,0,0,10,0,0,26 +Sitting,0,1,0,562,0,0,0,0,0,0,0 +Stair up,153,1,0,18,69,35,0,21,0,3,0 +Stair down,244,0,0,2,4,86,0,35,0,0,0 +Ramp up,221,0,0,14,0,63,2,132,1,3,24 +Ramp down,144,0,0,0,0,1,0,490,0,0,0 +Grass walking,78,0,0,0,0,110,0,264,26,0,9 +Uneven ground walking,85,0,0,0,0,47,0,305,1,4,0 +Carry,234,0,0,0,0,5,0,278,0,0,1190 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b11864b9033e7bafdcfd96ea405eb698e1aeb6bb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1687,0,1,3,0,25,0,1625,0,0,343 +Sit to stand,1,14,0,231,0,0,0,0,0,0,0 +Stand to sit,239,2,138,166,0,0,0,5,0,0,25 +Sitting,0,1,0,505,0,0,0,0,0,0,0 +Stair up,142,1,0,17,68,35,0,17,0,3,0 +Stair down,237,0,0,2,4,78,0,35,0,0,0 +Ramp up,217,0,0,13,0,61,2,132,1,3,17 +Ramp down,131,0,0,0,0,1,0,487,0,0,0 +Grass walking,75,0,0,0,0,110,0,253,26,0,9 +Uneven ground walking,81,0,0,0,0,41,0,301,1,4,0 +Carry,212,0,0,0,0,5,0,275,0,0,1186 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..12f170c42f4c237e2838d55734a6efc04693efcf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,119,0,0,7,1,8,0,32,0,0,14 +Sit to stand,23,5,0,58,0,0,0,0,0,0,0 +Stand to sit,37,0,1,43,0,0,0,5,0,0,1 +Sitting,0,0,0,57,0,0,0,0,0,0,0 +Stair up,11,0,0,1,1,0,0,4,0,0,0 +Stair down,7,0,0,0,0,8,0,0,0,0,0 +Ramp up,4,0,0,1,0,2,0,0,0,0,7 +Ramp down,13,0,0,0,0,0,0,3,0,0,0 +Grass walking,3,0,0,0,0,0,0,11,0,0,0 +Uneven ground walking,4,0,0,0,0,6,0,4,0,0,0 +Carry,22,0,0,0,0,0,0,3,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bf96b1b97160f21f67de1a894262ed067faaad7e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5531393568147014,0.4672703751617076,0.5065918653576438,3865.0,3265,3865 +Sit to stand,0.8260869565217391,0.0572289156626506,0.10704225352112676,332.0,23,332 +Stand to sit,0.9928571428571429,0.20996978851963746,0.34663341645885287,662.0,140,662 +Sitting,0.5090579710144928,0.9982238010657194,0.6742651469706059,563.0,1104,563 +Stair up,0.9324324324324325,0.23,0.3689839572192513,300.0,74,300 +Stair down,0.22631578947368422,0.23180592991913745,0.22902796271637815,371.0,380,371 +Ramp up,1.0,0.004347826086956522,0.008658008658008658,460.0,2,460 +Ramp down,0.15350877192982457,0.7716535433070866,0.2560752547687484,635.0,3192,635 +Grass walking,0.9285714285714286,0.053388090349075976,0.10097087378640776,487.0,28,487 +Uneven ground walking,0.4,0.00904977375565611,0.017699115044247787,442.0,10,442 +Carry,0.7409713574097135,0.6971294669009959,0.7183821309990944,1707.0,1606,1707 +accuracy,0.4471701954397394,0.4471701954397394,0.4471701954397394,0.4471701954397394,0,0 +macro avg,0.6602673824568327,0.33909704642987487,0.3031209077727605,9824.0,0,0 +weighted avg,0.628159497202687,0.4471701954397394,0.4324233857196562,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..60bb8a87572c76638c52d0f1ccc02df3e12a02fe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5582395764394441,0.4579261672095548,0.5031315240083507,3684.0,3022,3684 +Sit to stand,0.7777777777777778,0.056910569105691054,0.10606060606060606,246.0,18,246 +Stand to sit,0.9928057553956835,0.24,0.3865546218487395,575.0,139,575 +Sitting,0.5389541088580576,0.9980237154150198,0.6999306999306999,506.0,937,506 +Stair up,0.9444444444444444,0.24028268551236748,0.38309859154929576,283.0,72,283 +Stair down,0.21910112359550563,0.21910112359550563,0.21910112359550563,356.0,356,356 +Ramp up,1.0,0.004484304932735426,0.008928571428571428,446.0,2,446 +Ramp down,0.15559105431309905,0.7867528271405493,0.2598026140304081,619.0,3130,619 +Grass walking,0.9285714285714286,0.05496828752642706,0.10379241516966067,473.0,28,473 +Uneven ground walking,0.4,0.009345794392523364,0.0182648401826484,428.0,10,428 +Carry,0.7506329113924051,0.7067938021454112,0.7280540208717005,1678.0,1580,1678 +accuracy,0.45136647299332905,0.45136647299332905,0.45136647299332905,0.45136647299332905,0,0 +macro avg,0.6605561982534405,0.3431444797250714,0.3106108753341988,9294.0,0,0 +weighted avg,0.6293336531955313,0.45136647299332905,0.4396238388866133,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..defd0f5e70958a2e0c0cf1aab618365a3444b2a3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.4897119341563786,0.6574585635359116,0.5613207547169812,181.0,243,181 +Sit to stand,1.0,0.05813953488372093,0.10989010989010989,86.0,5,86 +Stand to sit,1.0,0.011494252873563218,0.022727272727272728,87.0,1,87 +Sitting,0.3413173652694611,1.0,0.5089285714285714,57.0,167,57 +Stair up,0.5,0.058823529411764705,0.10526315789473684,17.0,2,17 +Stair down,0.3333333333333333,0.5333333333333333,0.41025641025641024,15.0,24,15 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.04838709677419355,0.1875,0.07692307692307693,16.0,62,16 +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,0.15384615384615385,0.13793103448275862,0.14545454545454545,29.0,26,29 +accuracy,0.37358490566037733,0.37358490566037733,0.37358490566037733,0.37358490566037733,0,0 +macro avg,0.3515087166708655,0.24042547713827747,0.17643308175379133,530.0,0,0 +weighted avg,0.5657144941746969,0.37358490566037733,0.29326052498119254,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ba9862bb8573b78420d094fdd606bd2ce583eb79 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1795,0,1,13,0,34,0,1688,0,0,348 +Sit to stand,17,13,0,309,0,0,0,0,0,0,0 +Stand to sit,283,6,128,199,0,0,0,10,0,0,25 +Sitting,0,2,0,558,0,0,0,0,0,0,0 +Stair up,152,2,0,17,66,33,0,26,0,2,0 +Stair down,244,0,0,2,4,81,0,40,0,0,0 +Ramp up,215,0,0,13,0,59,1,140,1,3,27 +Ramp down,140,0,0,0,0,1,0,494,0,0,0 +Grass walking,81,0,0,0,0,99,0,270,27,0,9 +Uneven ground walking,90,0,0,0,0,34,0,311,1,4,0 +Carry,223,0,0,0,0,5,0,291,0,0,1187 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c75af3f7b96a7f149b917eaa17b85eec5938b11a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1680,0,1,4,0,25,0,1653,0,0,333 +Sit to stand,0,10,0,244,0,0,0,0,0,0,0 +Stand to sit,247,6,128,156,0,0,0,5,0,0,24 +Sitting,0,2,0,500,0,0,0,0,0,0,0 +Stair up,144,2,0,14,65,33,0,22,0,2,0 +Stair down,237,0,0,2,4,74,0,40,0,0,0 +Ramp up,212,0,0,11,0,57,1,140,1,3,20 +Ramp down,129,0,0,0,0,1,0,490,0,0,0 +Grass walking,78,0,0,0,0,99,0,259,27,0,9 +Uneven ground walking,87,0,0,0,0,30,0,307,1,4,0 +Carry,202,0,0,0,0,5,0,288,0,0,1183 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..344f434dca6fe4a4e421a5ade376aa94dd78dcf2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,115,0,0,9,0,9,0,35,0,0,15 +Sit to stand,17,3,0,65,0,0,0,0,0,0,0 +Stand to sit,36,0,0,43,0,0,0,5,0,0,1 +Sitting,0,0,0,58,0,0,0,0,0,0,0 +Stair up,8,0,0,3,1,0,0,4,0,0,0 +Stair down,7,0,0,0,0,7,0,0,0,0,0 +Ramp up,3,0,0,2,0,2,0,0,0,0,7 +Ramp down,11,0,0,0,0,0,0,4,0,0,0 +Grass walking,3,0,0,0,0,0,0,11,0,0,0 +Uneven ground walking,3,0,0,0,0,4,0,4,0,0,0 +Carry,21,0,0,0,0,0,0,3,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0cf0ce811b8be183b71910c0b87d3f1189c5ba4c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5540123456790124,0.462748130961588,0.5042843095940441,3879.0,3240,3879 +Sit to stand,0.5652173913043478,0.038348082595870206,0.0718232044198895,339.0,23,339 +Stand to sit,0.9922480620155039,0.1966205837173579,0.3282051282051282,651.0,129,651 +Sitting,0.5022502250225023,0.9964285714285714,0.6678635547576302,560.0,1111,560 +Stair up,0.9428571428571428,0.2214765100671141,0.358695652173913,298.0,70,298 +Stair down,0.23410404624277456,0.2183288409703504,0.22594142259414227,371.0,346,371 +Ramp up,1.0,0.002178649237472767,0.004347826086956522,459.0,1,459 +Ramp down,0.1510703363914373,0.7779527559055118,0.2530089628681178,635.0,3270,635 +Grass walking,0.9310344827586207,0.05555555555555555,0.10485436893203884,486.0,29,486 +Uneven ground walking,0.4444444444444444,0.00909090909090909,0.017817371937639197,440.0,9,440 +Carry,0.743734335839599,0.6957796014067995,0.7189582071471835,1706.0,1596,1706 +accuracy,0.443200325732899,0.443200325732899,0.443200325732899,0.443200325732899,0,0 +macro avg,0.6419066193232168,0.33404619917610007,0.2959818189742439,9824.0,0,0 +weighted avg,0.6216855642691794,0.443200325732899,0.4282212455630598,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..23e343a72a87137516f9e67ea0db5ca00e009b9b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5570291777188329,0.45454545454545453,0.5005959475566151,3696.0,3016,3696 +Sit to stand,0.5,0.03937007874015748,0.072992700729927,254.0,20,254 +Stand to sit,0.9922480620155039,0.22614840989399293,0.3683453237410072,566.0,129,566 +Sitting,0.5370569280343717,0.9960159362549801,0.6978367062107467,502.0,931,502 +Stair up,0.9420289855072463,0.23049645390070922,0.37037037037037035,282.0,69,282 +Stair down,0.22839506172839505,0.20728291316526612,0.2173274596182085,357.0,324,357 +Ramp up,1.0,0.0022471910112359553,0.004484304932735426,445.0,1,445 +Ramp down,0.15293383270911362,0.7903225806451613,0.25627615062761505,620.0,3204,620 +Grass walking,0.9310344827586207,0.057203389830508475,0.10778443113772455,472.0,29,472 +Uneven ground walking,0.4444444444444444,0.009324009324009324,0.0182648401826484,429.0,9,429 +Carry,0.7539834289356278,0.7050059594755661,0.7286726208808131,1678.0,1569,1678 +accuracy,0.4474787657241157,0.4474787657241157,0.4474787657241157,0.4474787657241157,0,0 +macro avg,0.6399231276229234,0.3379965797079129,0.3039046232716738,9301.0,0,0 +weighted avg,0.6235138313445099,0.4474787657241157,0.4356391624874267,9301.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..fb37270ede33d128f9ccde4f2b5821b1976319de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5133928571428571,0.6284153005464481,0.5651105651105651,183.0,224,183 +Sit to stand,1.0,0.03529411764705882,0.06818181818181818,85.0,3,85 +Stand to sit,0.0,0.0,0.0,85.0,0,85 +Sitting,0.32222222222222224,1.0,0.48739495798319327,58.0,180,58 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.3181818181818182,0.5,0.3888888888888889,14.0,22,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.06060606060606061,0.26666666666666666,0.09876543209876543,15.0,66,15 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,0.0,0.0,0.0,11.0,0,11 +Carry,0.14814814814814814,0.14285714285714285,0.14545454545454545,28.0,27,28 +accuracy,0.367112810707457,0.367112810707457,0.367112810707457,0.367112810707457,0,0 +macro avg,0.3056864642091915,0.23961211161066512,0.17013120604920962,523.0,0,0 +weighted avg,0.4266760349097825,0.367112810707457,0.2874963702935809,523.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0a881c845e7e8c0c39e8e890288999d90cd114cd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1785,0,1,22,0,36,0,1670,0,0,353 +Sit to stand,10,13,0,314,0,0,0,0,0,0,0 +Stand to sit,308,14,109,189,0,0,0,11,0,0,29 +Sitting,0,3,0,558,0,0,0,0,0,0,0 +Stair up,163,2,0,17,59,31,0,27,0,1,0 +Stair down,245,0,0,2,4,77,0,41,0,0,1 +Ramp up,222,0,0,13,0,52,0,139,1,3,29 +Ramp down,138,0,0,0,0,1,0,498,0,0,0 +Grass walking,100,0,0,0,0,81,0,270,25,0,10 +Uneven ground walking,100,0,0,0,0,26,0,309,1,4,0 +Carry,218,0,0,0,0,5,0,287,0,0,1197 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..2f5638e06776f1839d48b89aadd2fc66b82bd135 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1684,0,1,7,0,26,0,1633,0,0,337 +Sit to stand,0,9,0,242,0,0,0,0,0,0,0 +Stand to sit,270,14,108,147,0,0,0,8,0,0,27 +Sitting,0,3,0,502,0,0,0,0,0,0,0 +Stair up,156,2,0,14,58,31,0,22,0,1,0 +Stair down,238,0,0,2,4,72,0,40,0,0,0 +Ramp up,219,0,0,10,0,51,0,139,1,3,22 +Ramp down,128,0,0,0,0,1,0,493,0,0,0 +Grass walking,98,0,0,0,0,81,0,259,25,0,9 +Uneven ground walking,93,0,0,0,0,23,0,304,1,4,0 +Carry,197,0,0,0,0,5,0,284,0,0,1193 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5c15c085e88ad52a257e477254f1fe609fea1670 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,101,0,0,15,0,10,0,37,0,0,16 +Sit to stand,10,4,0,72,0,0,0,0,0,0,0 +Stand to sit,38,0,1,42,0,0,0,3,0,0,2 +Sitting,0,0,0,56,0,0,0,0,0,0,0 +Stair up,7,0,0,3,1,0,0,5,0,0,0 +Stair down,7,0,0,0,0,5,0,1,0,0,1 +Ramp up,3,0,0,3,0,1,0,0,0,0,7 +Ramp down,10,0,0,0,0,0,0,5,0,0,0 +Grass walking,2,0,0,0,0,0,0,11,0,0,1 +Uneven ground walking,7,0,0,0,0,3,0,5,0,0,0 +Carry,21,0,0,0,0,0,0,3,0,0,4 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..49224695f40a2de384abf3995575068cd1685669 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5427181514138036,0.4615981380915438,0.49888205701509225,3867.0,3289,3867 +Sit to stand,0.40625,0.03857566765578635,0.07046070460704607,337.0,32,337 +Stand to sit,0.990909090909091,0.16515151515151516,0.2831168831168831,660.0,110,660 +Sitting,0.5004484304932736,0.9946524064171123,0.665871121718377,561.0,1115,561 +Stair up,0.9365079365079365,0.19666666666666666,0.325068870523416,300.0,63,300 +Stair down,0.24919093851132687,0.20810810810810812,0.2268041237113402,370.0,309,370 +Ramp up,0.0,0.0,0.0,459.0,0,459 +Ramp down,0.15313653136531366,0.7817896389324961,0.2561069683723322,637.0,3252,637 +Grass walking,0.9259259259259259,0.051440329218107,0.09746588693957114,486.0,27,486 +Uneven ground walking,0.5,0.00909090909090909,0.017857142857142856,440.0,8,440 +Carry,0.7393452748610253,0.7012302284710018,0.719783523752255,1707.0,1619,1707 +accuracy,0.4402483713355049,0.4402483713355049,0.4402483713355049,0.4402483713355049,0,0 +macro avg,0.5404029345443361,0.328027600709386,0.2874015711466778,9824.0,0,0 +weighted avg,0.5672956325216767,0.4402483713355049,0.4216009139667507,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b35fab061ad9b4da683e4cb27a2d48f53bd38ec8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5462212131041194,0.4566160520607375,0.49741544823512035,3688.0,3083,3688 +Sit to stand,0.32142857142857145,0.035856573705179286,0.06451612903225806,251.0,28,251 +Stand to sit,0.9908256880733946,0.18815331010452963,0.3162518301610542,574.0,109,574 +Sitting,0.5432900432900433,0.994059405940594,0.7025892232330301,505.0,924,505 +Stair up,0.9354838709677419,0.20422535211267606,0.3352601156069364,284.0,62,284 +Stair down,0.2482758620689655,0.20224719101123595,0.22291021671826625,356.0,290,356 +Ramp up,0.0,0.0,0.0,445.0,0,445 +Ramp down,0.15493400377121308,0.792604501607717,0.25920084121976866,622.0,3182,622 +Grass walking,0.9259259259259259,0.05296610169491525,0.10020040080160321,472.0,27,472 +Uneven ground walking,0.5,0.009411764705882352,0.018475750577367205,425.0,8,425 +Carry,0.7512594458438288,0.710541989279333,0.7303336394245485,1679.0,1588,1679 +accuracy,0.4459735512310504,0.4459735512310504,0.4459735512310504,0.4459735512310504,0,0 +macro avg,0.5379676931339822,0.3315165674748,0.2951957813645412,9301.0,0,0 +weighted avg,0.5697851892676136,0.4459735512310504,0.4305093674565821,9301.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..ef94be8b0dc573c77739a10f5aafaa7c093a2472 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.49029126213592233,0.5642458100558659,0.5246753246753246,179.0,206,179 +Sit to stand,1.0,0.046511627906976744,0.08888888888888889,86.0,4,86 +Stand to sit,1.0,0.011627906976744186,0.022988505747126436,86.0,1,86 +Sitting,0.2931937172774869,1.0,0.4534412955465587,56.0,191,56 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.2631578947368421,0.35714285714285715,0.30303030303030304,14.0,19,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.07142857142857142,0.3333333333333333,0.11764705882352941,15.0,70,15 +Grass walking,0.0,0.0,0.0,14.0,0,14 +Uneven ground walking,0.0,0.0,0.0,15.0,0,15 +Carry,0.12903225806451613,0.14285714285714285,0.13559322033898305,28.0,31,28 +accuracy,0.3384321223709369,0.3384321223709369,0.3384321223709369,0.3384321223709369,0,0 +macro avg,0.38610033669484894,0.22892897075208365,0.16035560507947672,523.0,0,0 +weighted avg,0.5746644864501342,0.3384321223709369,0.2688664337316117,523.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b3067263731aaa0b2b2b50b16f3125897f60ec5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1826,0,3,48,0,31,0,1614,0,0,343 +Sit to stand,2,25,0,314,0,0,0,0,0,0,0 +Stand to sit,339,64,68,139,0,0,0,13,0,0,27 +Sitting,0,15,0,554,0,0,0,0,0,0,0 +Stair up,185,2,0,14,46,24,0,29,0,0,0 +Stair down,272,0,0,2,4,52,0,40,0,0,1 +Ramp up,240,0,0,11,0,34,0,138,2,2,33 +Ramp down,138,0,0,0,0,1,0,498,0,0,0 +Grass walking,158,0,0,0,0,42,0,264,11,0,9 +Uneven ground walking,135,0,0,0,0,13,0,286,1,4,0 +Carry,221,0,0,0,0,5,0,267,0,0,1215 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e4992aeb4234bc409c78289cbdd6034436f7712 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1738,0,1,16,0,26,0,1574,0,0,333 +Sit to stand,0,15,0,239,0,0,0,0,0,0,0 +Stand to sit,308,45,66,112,0,0,0,7,0,0,24 +Sitting,0,5,0,500,0,0,0,0,0,0,0 +Stair up,179,2,0,11,45,24,0,23,0,0,0 +Stair down,262,0,0,2,4,49,0,39,0,0,1 +Ramp up,238,0,0,7,0,33,0,137,2,2,27 +Ramp down,129,0,0,0,0,1,0,492,0,0,0 +Grass walking,155,0,0,0,0,42,0,255,11,0,8 +Uneven ground walking,129,0,0,0,0,11,0,280,1,4,0 +Carry,200,0,0,0,0,5,0,263,0,0,1212 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ae889f0f0319317461061bceb261f62b5c2aaa9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,88,0,2,32,0,5,0,40,0,0,10 +Sit to stand,2,10,0,75,0,0,0,0,0,0,0 +Stand to sit,31,19,2,27,0,0,0,6,0,0,3 +Sitting,0,10,0,54,0,0,0,0,0,0,0 +Stair up,6,0,0,3,1,0,0,6,0,0,0 +Stair down,10,0,0,0,0,3,0,1,0,0,0 +Ramp up,2,0,0,4,0,1,0,1,0,0,6 +Ramp down,9,0,0,0,0,0,0,6,0,0,0 +Grass walking,3,0,0,0,0,0,0,9,0,0,1 +Uneven ground walking,6,0,0,0,0,2,0,6,0,0,0 +Carry,21,0,0,0,0,0,0,4,0,0,3 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6c8983c97d8bbb7571ccacb8b49a9cadd1c510d5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5193401592718999,0.4724450194049159,0.4947839046199702,3865.0,3516,3865 +Sit to stand,0.2358490566037736,0.07331378299120235,0.11185682326621924,341.0,106,341 +Stand to sit,0.9577464788732394,0.10461538461538461,0.18862690707350901,650.0,71,650 +Sitting,0.512014787430684,0.9736379613356766,0.6711084191399153,569.0,1082,569 +Stair up,0.92,0.15333333333333332,0.26285714285714284,300.0,50,300 +Stair down,0.25742574257425743,0.14016172506738545,0.18150087260034903,371.0,202,371 +Ramp up,0.0,0.0,0.0,460.0,0,460 +Ramp down,0.15814544299777708,0.7817896389324961,0.2630744849445325,637.0,3149,637 +Grass walking,0.7857142857142857,0.022727272727272728,0.04417670682730924,484.0,14,484 +Uneven ground walking,0.6666666666666666,0.009111617312072893,0.017977528089887642,439.0,6,439 +Carry,0.7463144963144963,0.7113583138173302,0.7284172661870504,1708.0,1628,1708 +accuracy,0.43760179153094464,0.43760179153094464,0.43760179153094464,0.43760179153094464,0,0 +macro avg,0.52356519240428,0.31295400450337,0.26948909596417137,9824.0,0,0 +weighted avg,0.5518573908332267,0.43760179153094464,0.4114549993142568,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..806cc407f33ef24118e1a393eeb2891032d06a77 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5206710605152786,0.4712581344902386,0.49473384571591233,3688.0,3338,3688 +Sit to stand,0.22388059701492538,0.05905511811023622,0.09345794392523364,254.0,67,254 +Stand to sit,0.9850746268656716,0.11743772241992882,0.20985691573926868,562.0,67,562 +Sitting,0.5636978579481398,0.9900990099009901,0.7183908045977011,505.0,887,505 +Stair up,0.9183673469387755,0.15845070422535212,0.2702702702702703,284.0,49,284 +Stair down,0.25654450261780104,0.13725490196078433,0.17883211678832117,357.0,191,357 +Ramp up,0.0,0.0,0.0,446.0,0,446 +Ramp down,0.16026058631921825,0.7909967845659164,0.26652221018418204,622.0,3070,622 +Grass walking,0.7857142857142857,0.02335456475583864,0.04536082474226804,471.0,14,471 +Uneven ground walking,0.6666666666666666,0.009411764705882352,0.018561484918793503,425.0,6,425 +Carry,0.7551401869158878,0.7214285714285714,0.7378995433789954,1680.0,1605,1680 +accuracy,0.44458790617602756,0.44458790617602756,0.44458790617602756,0.44458790617602756,0,0 +macro avg,0.5305470652287864,0.31624975241488534,0.2758078145691769,9294.0,0,0 +weighted avg,0.558371527433143,0.44458790617602756,0.4200930851441961,9294.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4358f0190f9b58b21c879aee83a25aa2e7e6a8b4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.4943820224719101,0.4971751412429379,0.49577464788732395,177.0,178,177 +Sit to stand,0.2564102564102564,0.11494252873563218,0.15873015873015872,87.0,39,87 +Stand to sit,0.5,0.022727272727272728,0.043478260869565216,88.0,4,88 +Sitting,0.27692307692307694,0.84375,0.416988416988417,64.0,195,64 +Stair up,1.0,0.0625,0.11764705882352941,16.0,1,16 +Stair down,0.2727272727272727,0.21428571428571427,0.24,14.0,11,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.0759493670886076,0.4,0.1276595744680851,15.0,79,15 +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,0.13043478260869565,0.10714285714285714,0.11764705882352941,28.0,23,28 +accuracy,0.3150943396226415,0.3150943396226415,0.3150943396226415,0.3150943396226415,0,0 +macro avg,0.2733478889299836,0.2056839558304013,0.1561750160536917,530.0,0,0 +weighted avg,0.3700867612185882,0.3150943396226415,0.2689176345936173,530.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2115f7c5683d227378a30e27d61e574e42d27bc1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,2029,0,6,108,1,15,0,1383,1,0,322 +Sit to stand,9,68,0,264,0,0,0,0,0,0,0 +Stand to sit,369,42,12,172,0,0,0,27,0,0,29 +Sitting,3,37,0,528,0,0,0,0,0,0,0 +Stair up,247,0,0,7,11,4,0,30,0,0,1 +Stair down,325,0,0,2,4,18,0,22,0,0,0 +Ramp up,273,0,0,5,0,16,0,121,4,0,41 +Ramp down,167,0,0,0,0,0,0,470,0,0,0 +Grass walking,243,0,0,0,0,5,0,227,3,0,6 +Uneven ground walking,210,0,0,0,0,4,0,219,1,5,0 +Carry,277,0,0,0,0,3,0,221,0,0,1207 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a205ead3e738995d828f9c0a9eab9c814b27b11 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1946,0,6,57,0,12,0,1350,1,0,316 +Sit to stand,5,45,0,204,0,0,0,0,0,0,0 +Stand to sit,360,29,11,118,0,0,0,19,0,0,26 +Sitting,2,8,0,495,0,0,0,0,0,0,0 +Stair up,238,0,0,6,11,4,0,24,0,0,1 +Stair down,313,0,0,2,4,17,0,21,0,0,0 +Ramp up,269,0,0,3,0,14,0,121,4,0,35 +Ramp down,155,0,0,0,0,0,0,467,0,0,0 +Grass walking,239,0,0,0,0,5,0,218,3,0,6 +Uneven ground walking,201,0,0,0,0,4,0,214,1,5,0 +Carry,255,0,0,0,0,3,0,217,0,0,1205 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c02deb30cb6f6c16b63bbbe8baa4bda484016c37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,83,0,0,51,1,3,0,33,0,0,6 +Sit to stand,4,23,0,60,0,0,0,0,0,0,0 +Stand to sit,9,13,1,54,0,0,0,8,0,0,3 +Sitting,1,29,0,33,0,0,0,0,0,0,0 +Stair up,9,0,0,1,0,0,0,6,0,0,0 +Stair down,12,0,0,0,0,1,0,1,0,0,0 +Ramp up,4,0,0,2,0,2,0,0,0,0,6 +Ramp down,12,0,0,0,0,0,0,3,0,0,0 +Grass walking,4,0,0,0,0,0,0,9,0,0,0 +Uneven ground walking,9,0,0,0,0,0,0,5,0,0,0 +Carry,22,0,0,0,0,0,0,4,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..da9e73d8825a6736b149c58c54cdddc526fa26c1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.48868015414258187,0.5249676584734799,0.5061743794436822,3865.0,4152,3865 +Sit to stand,0.46258503401360546,0.19941348973607037,0.2786885245901639,341.0,147,341 +Stand to sit,0.6666666666666666,0.018433179723502304,0.03587443946188341,651.0,18,651 +Sitting,0.4861878453038674,0.9295774647887324,0.6384522370012092,568.0,1086,568 +Stair up,0.6875,0.03666666666666667,0.06962025316455696,300.0,16,300 +Stair down,0.27692307692307694,0.04851752021563342,0.08256880733944955,371.0,65,371 +Ramp up,0.0,0.0,0.0,460.0,0,460 +Ramp down,0.17279411764705882,0.7378335949764521,0.28001191540065534,637.0,2720,637 +Grass walking,0.3333333333333333,0.006198347107438017,0.012170385395537525,484.0,9,484 +Uneven ground walking,1.0,0.011389521640091117,0.02252252252252252,439.0,5,439 +Carry,0.7515566625155666,0.7066744730679156,0.7284248642124321,1708.0,1606,1708 +accuracy,0.44289495114006516,0.44289495114006516,0.44289495114006516,0.44289495114006516,0,0 +macro avg,0.48420244459506884,0.29269744694508926,0.241318938957463,9824.0,0,0 +weighted avg,0.5150341424961191,0.44289495114006516,0.39975632224324437,9824.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e6b98bdf7d68fbebdd4af66ab21de1e8fef4fad --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.48857644991212656,0.5276572668112798,0.5073654021639943,3688.0,3983,3688 +Sit to stand,0.5487804878048781,0.17716535433070865,0.26785714285714285,254.0,82,254 +Stand to sit,0.6470588235294118,0.019538188277087035,0.03793103448275862,563.0,17,563 +Sitting,0.559322033898305,0.9801980198019802,0.7122302158273381,505.0,885,505 +Stair up,0.7333333333333333,0.03873239436619718,0.07357859531772576,284.0,15,284 +Stair down,0.288135593220339,0.047619047619047616,0.08173076923076923,357.0,59,357 +Ramp up,0.0,0.0,0.0,446.0,0,446 +Ramp down,0.17615993964541682,0.7508038585209004,0.28536510846318364,622.0,2651,622 +Grass walking,0.3333333333333333,0.006369426751592357,0.0125,471.0,9,471 +Uneven ground walking,1.0,0.011764705882352941,0.023255813953488372,425.0,5,425 +Carry,0.7583385777218377,0.7172619047619048,0.7372285102477822,1680.0,1589,1680 +accuracy,0.4523937600860678,0.4523937600860678,0.4523937600860678,0.4523937600860678,0,0 +macro avg,0.5030035065817257,0.2979191061020956,0.2490038720494712,9295.0,0,0 +weighted avg,0.5233699088136127,0.4523937600860678,0.4090497224496341,9295.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject19/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c4e596d8309ec76784adf810e0b34b9d3a83b6a0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.4911242603550296,0.4689265536723164,0.4797687861271676,177.0,169,177 +Sit to stand,0.35384615384615387,0.26436781609195403,0.3026315789473684,87.0,65,87 +Stand to sit,1.0,0.011363636363636364,0.02247191011235955,88.0,1,88 +Sitting,0.16417910447761194,0.5238095238095238,0.25,63.0,201,63 +Stair up,0.0,0.0,0.0,16.0,1,16 +Stair down,0.16666666666666666,0.07142857142857142,0.1,14.0,6,14 +Ramp up,0.0,0.0,0.0,14.0,0,14 +Ramp down,0.043478260869565216,0.2,0.07142857142857142,15.0,69,15 +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,0.27599243856332706,0.27599243856332706,0.27599243856332706,0.27599243856332706,0,0 +macro avg,0.21244922773077787,0.14648406116314303,0.11956270322766871,529.0,0,0 +weighted avg,0.42029587512850813,0.27599243856332706,0.25318689614959317,529.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..4f60dc165f768d84a2a893c625418e18c1b0f18c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1903,0,0,2,0,35,0,481,2,0,5 +Sit to stand,19,4,0,29,0,0,0,0,0,0,0 +Stand to sit,44,0,17,4,0,0,0,1,0,0,1 +Sitting,0,0,0,247,0,0,0,0,0,0,0 +Stair up,76,9,0,48,25,1,0,10,0,0,0 +Stair down,133,0,0,1,3,0,0,11,0,0,0 +Ramp up,211,0,0,0,0,1,0,15,0,0,0 +Ramp down,51,0,0,0,0,4,0,125,0,0,0 +Grass walking,251,0,0,0,1,4,0,37,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..89ac7de9efb40725e438806bd492da6e9da8153b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1870,0,0,2,0,35,0,477,2,0,5 +Sit to stand,14,4,0,25,0,0,0,0,0,0,0 +Stand to sit,38,0,17,1,0,0,0,1,0,0,1 +Sitting,0,0,0,239,0,0,0,0,0,0,0 +Stair up,74,9,0,48,23,1,0,10,0,0,0 +Stair down,130,0,0,1,3,0,0,10,0,0,0 +Ramp up,207,0,0,0,0,1,0,15,0,0,0 +Ramp down,48,0,0,0,0,4,0,124,0,0,0 +Grass walking,247,0,0,0,1,4,0,37,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..31a4962122a1d8306518f7863d59914299488bde --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,33,0,0,0,0,0,0,4,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,0,3,0,0,0,0,0,0,0 +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,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,3,0,0,0,0,0,0,1,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e4a9298882f79224d6d14a36fbca8b37d48a15a7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6411725067385444,0.7837726523887973,0.7053372868791697,2428.0,2968,2428 +Sit to stand,0.3076923076923077,0.07692307692307693,0.12307692307692308,52.0,13,52 +Stand to sit,1.0,0.2537313432835821,0.40476190476190477,67.0,17,67 +Sitting,0.7462235649546828,1.0,0.8546712802768166,247.0,331,247 +Stair up,0.8620689655172413,0.14792899408284024,0.25252525252525254,169.0,29,169 +Stair down,0.0,0.0,0.0,148.0,45,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.18248175182481752,0.6944444444444444,0.28901734104046245,180.0,685,180 +Grass walking,0.0,0.0,0.0,293.0,2,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,6,14 +accuracy,0.566650390625,0.566650390625,0.566650390625,0.566650390625,0,0 +macro avg,0.3399671906115994,0.2688000464657037,0.23903545350550265,4096.0,0,0 +weighted avg,0.4889210052260433,0.566650390625,0.5009476746714103,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..45b77022aecaf86a46f102a9dc8bdbbdb4c3c9de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6446053085143054,0.7820995399414471,0.7067271352985639,2391.0,2901,2391 +Sit to stand,0.3076923076923077,0.09302325581395349,0.14285714285714285,43.0,13,43 +Stand to sit,1.0,0.29310344827586204,0.4533333333333333,58.0,17,58 +Sitting,0.7563291139240507,1.0,0.8612612612612612,239.0,316,239 +Stair up,0.8518518518518519,0.1393939393939394,0.23958333333333334,165.0,27,165 +Stair down,0.0,0.0,0.0,144.0,45,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.18289085545722714,0.7045454545454546,0.2903981264637002,176.0,678,176 +Grass walking,0.0,0.0,0.0,289.0,2,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,6,10 +accuracy,0.5685393258426966,0.5685393258426966,0.5685393258426966,0.5685393258426966,0,0 +macro avg,0.34030631249452203,0.2738332398155142,0.24492366659521225,4005.0,0,0 +weighted avg,0.4908836619806115,0.5685393258426966,0.5040458258861696,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f382436d8d0d8e7ce7248a349d6409865e89064a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4925373134328358,0.8918918918918919,0.6346153846153846,37.0,67,37 +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,0.5333333333333333,1.0,0.6956521739130435,8.0,15,8 +Stair up,1.0,0.5,0.6666666666666666,4.0,2,4 +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,0.14285714285714285,0.25,0.18181818181818182,4.0,7,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,0,4 +accuracy,0.4835164835164835,0.4835164835164835,0.4835164835164835,0.4835164835164835,0,0 +macro avg,0.19715707178393746,0.2401719901719902,0.1980684006375706,91.0,0,0 +weighted avg,0.2973843498363754,0.4835164835164835,0.35648270347266997,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..b47314a8b779962d5468ea4a1b7d7516cd23aa6f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1904,0,0,2,1,30,0,480,3,0,6 +Sit to stand,15,4,0,32,0,0,0,0,0,0,0 +Stand to sit,45,0,17,1,0,0,0,0,0,0,1 +Sitting,1,0,0,247,0,0,0,0,0,0,0 +Stair up,79,9,0,48,23,0,0,10,0,0,0 +Stair down,136,0,0,0,3,0,0,10,0,0,0 +Ramp up,212,0,0,0,0,1,0,16,0,0,0 +Ramp down,53,0,0,0,0,4,0,125,0,0,0 +Grass walking,251,0,0,0,1,3,0,38,0,0,0 +Uneven ground walking,264,0,0,0,0,0,0,6,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..75edef8a662cbc26b2c2295d23bd3fc8eeb160b8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1870,0,0,2,0,30,0,477,3,0,6 +Sit to stand,10,4,0,28,0,0,0,0,0,0,0 +Stand to sit,39,0,15,0,0,0,0,0,0,0,1 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,77,9,0,48,21,0,0,10,0,0,0 +Stair down,133,0,0,0,3,0,0,9,0,0,0 +Ramp up,209,0,0,0,0,1,0,15,0,0,0 +Ramp down,50,0,0,0,0,4,0,124,0,0,0 +Grass walking,247,0,0,0,1,3,0,38,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..cc3e4b4606d767003939e6622e0556b78b85b1ef --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,34,0,0,0,1,0,0,3,0,0,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,2,1,0,0,0,0,0,0,0 +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,3,0,0,0,0,0,0,1,0,0,0 +Ramp up,3,0,0,0,0,0,0,1,0,0,0 +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,2,0,0,0,0,0,0,1,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..344306d89577ca713fc4031765398cc9b80f9652 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.64,0.7848309975267931,0.7050546195149047,2426.0,2975,2426 +Sit to stand,0.3076923076923077,0.0784313725490196,0.125,51.0,13,51 +Stand to sit,1.0,0.265625,0.41975308641975306,64.0,17,64 +Sitting,0.7484848484848485,0.9959677419354839,0.8546712802768166,248.0,330,248 +Stair up,0.8214285714285714,0.13609467455621302,0.233502538071066,169.0,28,169 +Stair down,0.0,0.0,0.0,149.0,38,149 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.18248175182481752,0.6868131868131868,0.28835063437139563,182.0,685,182 +Grass walking,0.0,0.0,0.0,293.0,3,293 +Uneven ground walking,0.0,0.0,0.0,270.0,0,270 +Carry,0.0,0.0,0.0,15.0,7,15 +accuracy,0.56640625,0.56640625,0.56640625,0.56640625,0,0 +macro avg,0.33637158903914044,0.2679784521255178,0.23875746896853967,4096.0,0,0 +weighted avg,0.4858373187304921,0.56640625,0.49990281405573184,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..13212263fb2e6fdd7d90b4b24361d299067a973c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6432748538011696,0.7830820770519263,0.7063267233238905,2388.0,2907,2388 +Sit to stand,0.3076923076923077,0.09523809523809523,0.14545454545454545,42.0,13,42 +Stand to sit,1.0,0.2727272727272727,0.42857142857142855,55.0,15,55 +Sitting,0.7547169811320755,1.0,0.8602150537634409,240.0,318,240 +Stair up,0.84,0.12727272727272726,0.22105263157894736,165.0,25,165 +Stair down,0.0,0.0,0.0,145.0,38,145 +Ramp up,0.0,0.0,0.0,225.0,0,225 +Ramp down,0.18289085545722714,0.6966292134831461,0.2897196261682243,178.0,678,178 +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,0.0,0.0,0.0,10.0,7,10 +accuracy,0.567932067932068,0.567932067932068,0.567932067932068,0.567932067932068,0,0 +macro avg,0.3389613634620709,0.27044994416119705,0.241030909896407,4004.0,0,0 +weighted avg,0.4885989199658727,0.567932067932068,0.5022188125248915,4004.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..72d239ebabf4062582f2390af3b2bf1cc3e76550 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5,0.8947368421052632,0.6415094339622641,38.0,68,38 +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,0.5833333333333334,0.875,0.7,8.0,12,8 +Stair up,0.6666666666666666,0.5,0.5714285714285714,4.0,3,4 +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,0.14285714285714285,0.25,0.18181818181818182,4.0,7,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.0,0.0,0.0,5.0,0,5 +accuracy,0.5,0.5,0.5,0.5,0,0 +macro avg,0.26298701298701305,0.24926900584795322,0.2234902318950346,92.0,0,0 +weighted avg,0.39026915113871646,0.5,0.39416383452478604,92.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..ee4e651f4b8996c37767e84c9a5f879547ea25ef --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1883,0,0,3,1,27,0,503,4,0,6 +Sit to stand,15,3,0,32,0,0,0,0,0,0,0 +Stand to sit,50,0,16,2,0,0,0,0,0,0,0 +Sitting,0,0,0,248,0,0,0,0,0,0,0 +Stair up,79,9,0,47,21,0,0,13,0,0,0 +Stair down,135,0,0,0,3,1,0,9,0,0,0 +Ramp up,207,0,0,0,0,1,0,20,1,0,0 +Ramp down,54,0,0,0,0,2,0,125,0,0,0 +Grass walking,247,0,0,0,0,2,0,41,1,0,0 +Uneven ground walking,264,0,0,0,0,0,0,7,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..047a509c44352027ce48476842af565c76b50e3a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1855,0,0,3,0,27,0,498,4,0,5 +Sit to stand,10,3,0,28,0,0,0,0,0,0,0 +Stand to sit,44,0,15,0,0,0,0,0,0,0,0 +Sitting,0,0,0,240,0,0,0,0,0,0,0 +Stair up,77,8,0,47,20,0,0,13,0,0,0 +Stair down,131,0,0,0,3,1,0,9,0,0,0 +Ramp up,203,0,0,0,0,1,0,19,1,0,0 +Ramp down,51,0,0,0,0,2,0,124,0,0,0 +Grass walking,244,0,0,0,0,2,0,40,1,0,0 +Uneven ground walking,260,0,0,0,0,0,0,6,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..d9c172db0f75e94778a36e25c6c83128ae873010 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,28,0,0,0,1,0,0,5,0,0,1 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,1,2,0,0,0,0,0,0,0 +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,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,4,0,0,0,0,0,0,1,0,0,0 +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,4,0,0,0,0,0,0,1,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..be3ca2cb92f71c6e78f86d902b3fd3e316937dcd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6387381275440976,0.7758549649773383,0.7006511627906977,2427.0,2948,2427 +Sit to stand,0.25,0.06,0.0967741935483871,50.0,12,50 +Stand to sit,1.0,0.23529411764705882,0.38095238095238093,68.0,16,68 +Sitting,0.7469879518072289,1.0,0.8551724137931035,248.0,332,248 +Stair up,0.84,0.1242603550295858,0.21649484536082475,169.0,25,169 +Stair down,0.030303030303030304,0.006756756756756757,0.011049723756906077,148.0,33,148 +Ramp up,0.0,0.0,0.0,229.0,0,229 +Ramp down,0.17409470752089137,0.6906077348066298,0.27808676307007785,181.0,718,181 +Grass walking,0.16666666666666666,0.003436426116838488,0.006734006734006734,291.0,6,291 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,6,14 +accuracy,0.56103515625,0.56103515625,0.56103515625,0.56103515625,0,0 +macro avg,0.3497082258038104,0.26329185048492804,0.23144686272785317,4096.0,0,0 +weighted avg,0.4986392671249628,0.56103515625,0.4965387915901308,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c9f8ea2c894c88ef6e4a1fef26a723d7daf8c47d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6427581427581428,0.7755016722408027,0.7029177718832891,2392.0,2886,2392 +Sit to stand,0.2727272727272727,0.07317073170731707,0.11538461538461539,41.0,11,41 +Stand to sit,1.0,0.2542372881355932,0.40540540540540543,59.0,15,59 +Sitting,0.7547169811320755,1.0,0.8602150537634409,240.0,318,240 +Stair up,0.8695652173913043,0.12121212121212122,0.2127659574468085,165.0,23,165 +Stair down,0.030303030303030304,0.006944444444444444,0.011299435028248588,144.0,33,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.17489421720733428,0.7005649717514124,0.2799097065462754,177.0,709,177 +Grass walking,0.16666666666666666,0.003484320557491289,0.006825938566552901,287.0,6,287 +Uneven ground walking,0.0,0.0,0.0,266.0,0,266 +Carry,0.0,0.0,0.0,11.0,5,11 +accuracy,0.5639041437843235,0.5639041437843235,0.5639041437843235,0.5639041437843235,0,0 +macro avg,0.3556028661987115,0.26682868636810747,0.23588398945678513,4006.0,0,0 +weighted avg,0.5031010679339059,0.5639041437843235,0.5004286508856276,4006.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f654adce914cc3a4156fa58b3573b5767f930187 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.45161290322580644,0.8,0.5773195876288659,35.0,62,35 +Sit to stand,0.0,0.0,0.0,9.0,1,9 +Stand to sit,1.0,0.1111111111111111,0.2,9.0,1,9 +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,0.0,0.0,0.0,5.0,0,5 +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,0.0,0.0,0.0,5.0,0,5 +Carry,0.0,0.0,0.0,3.0,1,3 +accuracy,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0,0 +macro avg,0.2394684168877717,0.21919191919191922,0.18107016382555277,90.0,0,0 +weighted avg,0.3535813847641805,0.43333333333333335,0.3308120592656675,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..837dd30c66be938dc1145ea13b59bc9b64b4ac45 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1901,0,0,3,0,23,0,494,4,0,6 +Sit to stand,12,3,0,36,0,0,0,0,0,0,0 +Stand to sit,50,0,14,3,0,0,0,0,0,0,0 +Sitting,0,0,0,245,0,0,0,0,0,0,0 +Stair up,87,4,0,48,17,0,0,14,0,0,0 +Stair down,135,0,0,0,3,1,0,9,0,0,0 +Ramp up,201,0,0,0,0,1,0,23,3,0,0 +Ramp down,53,0,0,0,0,2,0,125,0,0,0 +Grass walking,250,0,0,0,0,1,0,42,0,0,0 +Uneven ground walking,263,0,0,0,0,0,0,7,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..f45b5112da10ddf72b9db5be9cef699cd56a3867 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1868,0,0,3,0,23,0,489,4,0,5 +Sit to stand,7,3,0,31,0,0,0,0,0,0,0 +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,85,3,0,48,16,0,0,14,0,0,0 +Stair down,131,0,0,0,3,1,0,9,0,0,0 +Ramp up,198,0,0,0,0,1,0,22,3,0,0 +Ramp down,50,0,0,0,0,2,0,124,0,0,0 +Grass walking,247,0,0,0,0,1,0,41,0,0,0 +Uneven ground walking,260,0,0,0,0,0,0,7,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..d975907efee6f893a4d7002fc82a3bf6882f798d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,33,0,0,0,0,0,0,5,0,0,1 +Sit to stand,5,0,0,5,0,0,0,0,0,0,0 +Stand to sit,6,0,1,2,0,0,0,0,0,0,0 +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,4,0,0,0,0,0,0,0,0,0,0 +Ramp up,3,0,0,0,0,0,0,1,0,0,0 +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,3,0,0,0,0,0,0,0,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..162f88a0cfa62cb5b0c833ff8383cedf7ea0ac54 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6411467116357504,0.7819827231591937,0.7045959970348407,2431.0,2965,2431 +Sit to stand,0.42857142857142855,0.058823529411764705,0.10344827586206896,51.0,7,51 +Stand to sit,1.0,0.208955223880597,0.345679012345679,67.0,14,67 +Sitting,0.7313432835820896,1.0,0.8448275862068966,245.0,335,245 +Stair up,0.85,0.1,0.17894736842105263,170.0,20,170 +Stair down,0.03571428571428571,0.006756756756756757,0.011363636363636364,148.0,28,148 +Ramp up,0.0,0.0,0.0,228.0,0,228 +Ramp down,0.17507002801120447,0.6944444444444444,0.2796420581655481,180.0,714,180 +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,0.0,0.0,0.0,13.0,6,13 +accuracy,0.56298828125,0.56298828125,0.56298828125,0.56298828125,0,0 +macro avg,0.3510768852286144,0.2591784252411597,0.22440944858179293,4096.0,0,0 +weighted avg,0.49022515201391487,0.56298828125,0.49578379506633524,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..18c7c12790f0bde6790f3a84fe8cd9e16d41b836 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.644360124180752,0.7809364548494984,0.7061047061047061,2392.0,2899,2392 +Sit to stand,0.5,0.07317073170731707,0.1276595744680851,41.0,6,41 +Stand to sit,1.0,0.22413793103448276,0.36619718309859156,58.0,13,58 +Sitting,0.740625,1.0,0.8509874326750448,237.0,320,237 +Stair up,0.8421052631578947,0.0963855421686747,0.17297297297297298,166.0,19,166 +Stair down,0.03571428571428571,0.006944444444444444,0.011627906976744186,144.0,28,144 +Ramp up,0.0,0.0,0.0,224.0,0,224 +Ramp down,0.17563739376770537,0.7045454545454546,0.2811791383219955,176.0,706,176 +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,0.0,0.0,0.0,9.0,5,9 +accuracy,0.5650761928553585,0.5650761928553585,0.5650761928553585,0.5650761928553585,0,0 +macro avg,0.3580401878927853,0.2623745962499883,0.22879353769255817,4003.0,0,0 +weighted avg,0.49242619389721276,0.5650761928553585,0.49888469102727667,4003.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..58ee259950c4e3b535b2bd0f96993e2abe2efa62 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5,0.8461538461538461,0.6285714285714286,39.0,66,39 +Sit to stand,0.0,0.0,0.0,10.0,1,10 +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,0.125,0.25,0.16666666666666666,4.0,8,4 +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,0.4731182795698925,0.4731182795698925,0.4731182795698925,0.4731182795698925,0,0 +macro avg,0.2871212121212121,0.2233877233877234,0.19008093355919442,93.0,0,0 +weighted avg,0.40071684587813616,0.4731182795698925,0.3671631158307175,93.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..62487f16a9a54f616acd4b8d878ecf9e57f26908 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1927,0,0,3,1,19,0,471,4,0,5 +Sit to stand,10,1,1,40,0,0,0,0,0,0,0 +Stand to sit,51,0,14,1,0,0,0,0,0,0,1 +Sitting,1,0,0,244,0,0,0,0,0,0,0 +Stair up,96,3,0,47,11,0,0,12,0,0,0 +Stair down,138,0,0,0,4,0,0,6,0,0,0 +Ramp up,202,0,0,0,0,0,0,21,4,0,0 +Ramp down,60,0,0,0,0,1,0,119,0,0,0 +Grass walking,253,0,0,0,0,0,0,40,0,0,0 +Uneven ground walking,263,0,0,0,0,0,0,8,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..ae8eda78448b0914ffa44c26fe3a23880ce5e87a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1895,0,0,3,0,19,0,467,4,0,5 +Sit to stand,6,1,1,35,0,0,0,0,0,0,0 +Stand to sit,46,0,12,0,0,0,0,0,0,0,0 +Sitting,0,0,0,237,0,0,0,0,0,0,0 +Stair up,92,3,0,47,11,0,0,12,0,0,0 +Stair down,134,0,0,0,4,0,0,6,0,0,0 +Ramp up,199,0,0,0,0,0,0,20,4,0,0 +Ramp down,56,0,0,0,0,1,0,119,0,0,0 +Grass walking,251,0,0,0,0,0,0,38,0,0,0 +Uneven ground walking,260,0,0,0,0,0,0,7,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..f87acdd74ad75d89a9f7f7d90454edacfb4e7d59 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,32,0,0,0,1,0,0,4,0,0,0 +Sit to stand,4,0,0,5,0,0,0,0,0,0,0 +Stand to sit,5,0,2,1,0,0,0,0,0,0,1 +Sitting,1,0,0,7,0,0,0,0,0,0,0 +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,3,0,0,0,0,0,0,1,0,0,0 +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,4,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..16091d1f407fcd39e884c99c91e4192356ac5255 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6391376451077944,0.7930041152263374,0.7078053259871442,2430.0,3015,2430 +Sit to stand,0.25,0.019230769230769232,0.03571428571428571,52.0,4,52 +Stand to sit,0.9333333333333333,0.208955223880597,0.34146341463414637,67.0,15,67 +Sitting,0.7283582089552239,0.9959183673469387,0.8413793103448276,245.0,335,245 +Stair up,0.6875,0.0650887573964497,0.11891891891891893,169.0,16,169 +Stair down,0.0,0.0,0.0,148.0,20,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.1757754800590842,0.6611111111111111,0.2777129521586931,180.0,677,180 +Grass walking,0.0,0.0,0.0,293.0,8,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,6,14 +accuracy,0.5654296875,0.5654296875,0.5654296875,0.5654296875,0,0 +macro avg,0.3103731515868578,0.24939166765383664,0.21118129161436505,4096.0,0,0 +weighted avg,0.4772735982787937,0.5654296875,0.4933900618912929,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b39a26248b6327333c7bb2a5c5f067f4cdfbc05b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6425907087148186,0.7918930213121604,0.7094721078247848,2393.0,2949,2393 +Sit to stand,0.25,0.023255813953488372,0.0425531914893617,43.0,4,43 +Stand to sit,0.9230769230769231,0.20689655172413793,0.3380281690140845,58.0,13,58 +Sitting,0.7360248447204969,1.0,0.8479427549194991,237.0,322,237 +Stair up,0.7333333333333333,0.06666666666666667,0.12222222222222222,165.0,15,165 +Stair down,0.0,0.0,0.0,144.0,20,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.17787742899850523,0.6761363636363636,0.2816568047337278,176.0,669,176 +Grass walking,0.0,0.0,0.0,289.0,8,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,5,10 +accuracy,0.568039950062422,0.568039950062422,0.568039950062422,0.568039950062422,0,0 +macro avg,0.31480938534946157,0.2513498561175288,0.21289775001851635,4005.0,0,0 +weighted avg,0.4815861031699169,0.568039950062422,0.4968546497571269,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d6ddb52b504c433074510995e9033a37815864f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.48484848484848486,0.8648648648648649,0.6213592233009708,37.0,66,37 +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,0.5384615384615384,0.875,0.6666666666666666,8.0,13,8 +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,0.0,0.0,0.0,4.0,8,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,4.0,1,4 +accuracy,0.45054945054945056,0.45054945054945056,0.45054945054945056,0.45054945054945056,0,0 +macro avg,0.18393727484636574,0.1783715533715534,0.1501511139640001,91.0,0,0 +weighted avg,0.3433745741438049,0.45054945054945056,0.3472126578922695,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..040e1318ff8d92e2721cf7ab999ffa9e983bfaf3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1998,0,3,8,2,9,0,398,9,0,5 +Sit to stand,7,0,0,45,0,0,0,0,0,0,0 +Stand to sit,58,0,3,4,0,0,0,1,0,0,1 +Sitting,1,2,0,240,0,0,0,0,0,0,0 +Stair up,103,0,3,46,5,0,0,12,0,0,0 +Stair down,137,0,0,1,6,0,0,4,0,0,0 +Ramp up,200,0,0,0,0,0,0,22,5,0,0 +Ramp down,93,0,0,0,0,0,0,87,0,0,0 +Grass walking,256,0,0,0,0,0,0,37,0,0,0 +Uneven ground walking,262,0,0,0,0,0,0,9,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..93eefe28fa213772e4435659144ee5daa59f2cfd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,1969,0,3,5,1,9,0,394,9,0,5 +Sit to stand,4,0,0,39,0,0,0,0,0,0,0 +Stand to sit,52,0,3,2,0,0,0,0,0,0,1 +Sitting,1,2,0,232,0,0,0,0,0,0,0 +Stair up,101,0,3,44,5,0,0,12,0,0,0 +Stair down,133,0,0,1,6,0,0,4,0,0,0 +Ramp up,196,0,0,0,0,0,0,22,5,0,0 +Ramp down,90,0,0,0,0,0,0,86,0,0,0 +Grass walking,255,0,0,0,0,0,0,34,0,0,0 +Uneven ground walking,258,0,0,0,0,0,0,9,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..2b6bdca10a07936565ef5f9304f2ffe50a0a0e72 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,29,0,0,3,1,0,0,4,0,0,0 +Sit to stand,3,0,0,6,0,0,0,0,0,0,0 +Stand to sit,6,0,0,2,0,0,0,1,0,0,0 +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,3,0,0,0,0,0,0,1,0,0,0 +Grass walking,1,0,0,0,0,0,0,3,0,0,0 +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_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..be4f51d14befe7214f9304894001a62661ca10fe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.638542665388303,0.821546052631579,0.7185757957201943,2432.0,3129,2432 +Sit to stand,0.0,0.0,0.0,52.0,2,52 +Stand to sit,0.3333333333333333,0.04477611940298507,0.07894736842105263,67.0,9,67 +Sitting,0.6976744186046512,0.9876543209876543,0.817717206132879,243.0,344,243 +Stair up,0.38461538461538464,0.029585798816568046,0.054945054945054944,169.0,13,169 +Stair down,0.0,0.0,0.0,148.0,9,148 +Ramp up,0.0,0.0,0.0,227.0,0,227 +Ramp down,0.15263157894736842,0.48333333333333334,0.232,180.0,570,180 +Grass walking,0.0,0.0,0.0,293.0,14,293 +Uneven ground walking,0.0,0.0,0.0,271.0,0,271 +Carry,0.0,0.0,0.0,14.0,6,14 +accuracy,0.569580078125,0.569580078125,0.569580078125,0.569580078125,0,0 +macro avg,0.20061794371718547,0.2151723295611018,0.17292594774719827,4096.0,0,0 +weighted avg,0.448554117062779,0.569580078125,0.48892011822551923,4096.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..6f9f1af1837306c4233aba25b5a4c1d8a5cc5660 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6415770609318996,0.8221294363256785,0.7207174231332357,2395.0,3069,2395 +Sit to stand,0.0,0.0,0.0,43.0,2,43 +Stand to sit,0.3333333333333333,0.05172413793103448,0.08955223880597014,58.0,9,58 +Sitting,0.718266253869969,0.9872340425531915,0.8315412186379928,235.0,323,235 +Stair up,0.4166666666666667,0.030303030303030304,0.05649717514124294,165.0,12,165 +Stair down,0.0,0.0,0.0,144.0,9,144 +Ramp up,0.0,0.0,0.0,223.0,0,223 +Ramp down,0.1532976827094474,0.48863636363636365,0.23337856173677068,176.0,561,176 +Grass walking,0.0,0.0,0.0,289.0,14,289 +Uneven ground walking,0.0,0.0,0.0,267.0,0,267 +Carry,0.0,0.0,0.0,10.0,6,10 +accuracy,0.5730337078651685,0.5730337078651685,0.5730337078651685,0.5730337078651685,0,0 +macro avg,0.20574009068284693,0.21636609188629985,0.1756078743141102,4005.0,0,0 +weighted avg,0.454540163815615,0.5730337078651685,0.49366319735299646,4005.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject21/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..185c08d760bc406f6446b3279b9ac161b8d5fad6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.48333333333333334,0.7837837837837838,0.5979381443298969,37.0,60,37 +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,0.38095238095238093,1.0,0.5517241379310345,8.0,21,8 +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,0.0,0.0,0.0,4.0,0,4 +accuracy,0.4175824175824176,0.4175824175824176,0.4175824175824176,0.4175824175824176,0,0 +macro avg,0.08867243867243868,0.18488943488943488,0.11850076691882591,91.0,0,0 +weighted avg,0.2348944706087563,0.4175824175824176,0.2983833962531767,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..5dfa46580b93b5ec2e50d3ef3c12fbdcc573c707 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,990,0,0,8,1,40,0,68,0,0,6 +Sit to stand,3,8,0,20,0,0,0,0,0,0,0 +Stand to sit,6,0,16,6,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,9,0,1,1,34,2,3,0,0,0,0 +Stair down,9,0,0,2,0,16,0,0,0,0,0 +Ramp up,25,1,0,1,0,8,20,0,0,0,0 +Ramp down,21,0,0,1,0,67,0,35,0,0,0 +Grass walking,43,0,1,1,20,43,0,13,0,0,0 +Uneven ground walking,170,0,1,14,0,17,0,1,0,0,0 +Carry,98,0,0,0,0,25,0,44,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b01fb0a2f69207b65586933b62384eca8e8fcc09 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,968,0,0,8,0,39,0,64,0,0,5 +Sit to stand,0,7,0,15,0,0,0,0,0,0,0 +Stand to sit,2,0,16,2,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,8,0,1,0,32,2,3,0,0,0,0 +Stair down,8,0,0,2,0,15,0,0,0,0,0 +Ramp up,23,1,0,1,0,8,20,0,0,0,0 +Ramp down,17,0,0,1,0,67,0,35,0,0,0 +Grass walking,42,0,1,1,20,43,0,11,0,0,0 +Uneven ground walking,167,0,1,14,0,17,0,1,0,0,0 +Carry,97,0,0,0,0,25,0,44,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4384b3e09b510a5242e2f39b865ac0babbb91125 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,22,0,0,0,1,1,0,4,0,0,1 +Sit to stand,3,1,0,5,0,0,0,0,0,0,0 +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,1,0,0,1,2,0,0,0,0,0,0 +Stair down,1,0,0,0,0,1,0,0,0,0,0 +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,1,0,0,0,0,0,0,2,0,0,0 +Uneven ground walking,3,0,0,0,0,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..be3f0e334100018b54a303014f38c53a7d3bd7e8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7205240174672489,0.889487870619946,0.7961399276236429,1113.0,1374,1113 +Sit to stand,0.8888888888888888,0.25806451612903225,0.4,31.0,9,31 +Stand to sit,0.8421052631578947,0.5714285714285714,0.6808510638297872,28.0,19,28 +Sitting,0.864321608040201,1.0,0.9272237196765498,344.0,398,344 +Stair up,0.6181818181818182,0.68,0.6476190476190476,50.0,55,50 +Stair down,0.07339449541284404,0.5925925925925926,0.1306122448979592,27.0,218,27 +Ramp up,0.8695652173913043,0.36363636363636365,0.5128205128205128,55.0,23,55 +Ramp down,0.21739130434782608,0.28225806451612906,0.24561403508771928,124.0,161,124 +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,0.6,0.05113636363636364,0.09424083769633508,176.0,15,176 +accuracy,0.647887323943662,0.647887323943662,0.647887323943662,0.647887323943662,0,0 +macro avg,0.5176702375352751,0.4262367584144544,0.40319285356832313,2272.0,0,0 +weighted avg,0.6002102634294646,0.647887323943662,0.5931723889898061,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1a34ca190a45cbf0b41ba5b4184d61146ab22ac8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7267267267267268,0.8929889298892989,0.8013245033112583,1084.0,1332,1084 +Sit to stand,0.875,0.3181818181818182,0.4666666666666667,22.0,8,22 +Stand to sit,0.8421052631578947,0.8,0.8205128205128205,20.0,19,20 +Sitting,0.8842105263157894,1.0,0.9385474860335196,336.0,380,336 +Stair up,0.6153846153846154,0.6956521739130435,0.6530612244897959,46.0,52,46 +Stair down,0.06944444444444445,0.6,0.12448132780082988,25.0,216,25 +Ramp up,0.8695652173913043,0.37735849056603776,0.5263157894736842,53.0,23,53 +Ramp down,0.22580645161290322,0.2916666666666667,0.2545454545454545,120.0,155,120 +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,0.6153846153846154,0.04597701149425287,0.0855614973262032,174.0,13,174 +accuracy,0.6537761601455869,0.6537761601455869,0.6537761601455869,0.6537761601455869,0,0 +macro avg,0.5203298054925721,0.4565295537010108,0.4246378881963848,2198.0,0,0 +weighted avg,0.6056701870282298,0.6537761601455869,0.5992472162954777,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..46af3b25d1d24c39b51c75dc5461f05f0aa00159 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5238095238095238,0.7586206896551724,0.6197183098591549,29.0,42,29 +Sit to stand,1.0,0.1111111111111111,0.2,9.0,1,9 +Stand to sit,0.0,0.0,0.0,8.0,0,8 +Sitting,0.4444444444444444,1.0,0.6153846153846154,8.0,18,8 +Stair up,0.6666666666666666,0.5,0.5714285714285714,4.0,3,4 +Stair down,0.5,0.5,0.5,2.0,2,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,6,4 +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,0.47297297297297297,0.47297297297297297,0.47297297297297297,0.47297297297297297,0,0 +macro avg,0.3304473304473304,0.3063392546151167,0.2733210451520311,74.0,0,0 +weighted avg,0.4380094380094381,0.47297297297297297,0.39163002965819865,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d7c7071005ab25327a5f33ea7f2a6da80bc5e6b0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,992,0,1,7,1,41,0,63,0,0,8 +Sit to stand,2,8,0,22,0,0,0,0,0,0,0 +Stand to sit,8,0,15,5,0,0,0,0,0,0,0 +Sitting,0,0,0,343,0,0,0,0,0,0,0 +Stair up,10,1,1,1,33,2,3,0,0,0,0 +Stair down,10,0,0,3,0,13,0,0,0,0,0 +Ramp up,26,1,0,1,0,7,20,0,0,0,0 +Ramp down,21,0,0,2,0,66,0,35,0,0,0 +Grass walking,48,0,0,2,19,40,0,14,0,0,0 +Uneven ground walking,169,2,2,12,1,14,0,1,0,0,0 +Carry,93,0,0,0,0,29,0,44,0,0,10 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..97c3c45279050ac86ea0021ee9479b15b8e87ee5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,972,0,0,7,0,40,0,59,0,0,7 +Sit to stand,0,5,0,17,0,0,0,0,0,0,0 +Stand to sit,4,0,14,2,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,9,1,1,0,31,2,3,0,0,0,0 +Stair down,9,0,0,3,0,12,0,0,0,0,0 +Ramp up,24,1,0,1,0,7,20,0,0,0,0 +Ramp down,18,0,0,2,0,65,0,35,0,0,0 +Grass walking,47,0,0,2,19,40,0,11,0,0,0 +Uneven ground walking,167,2,2,12,0,14,0,1,0,0,0 +Carry,92,0,0,0,0,29,0,44,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..31890ec83aae6632faed4244205e510be391c464 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,20,0,1,0,1,1,0,4,0,0,1 +Sit to stand,2,3,0,5,0,0,0,0,0,0,0 +Stand to sit,4,0,1,3,0,0,0,0,0,0,0 +Sitting,0,0,0,7,0,0,0,0,0,0,0 +Stair up,1,0,0,1,2,0,0,0,0,0,0 +Stair down,1,0,0,0,0,1,0,0,0,0,0 +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,1,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,2,0,0,0,1,0,0,0,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7b3e8c9a7914e43418129e519a52e8f8c828f08e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.719361856417694,0.8912848158131177,0.7961476725521669,1113.0,1379,1113 +Sit to stand,0.6666666666666666,0.25,0.36363636363636365,32.0,12,32 +Stand to sit,0.7894736842105263,0.5357142857142857,0.6382978723404256,28.0,19,28 +Sitting,0.8618090452261307,1.0,0.9257759784075573,343.0,398,343 +Stair up,0.6111111111111112,0.6470588235294118,0.6285714285714286,51.0,54,51 +Stair down,0.06132075471698113,0.5,0.1092436974789916,26.0,212,26 +Ramp up,0.8695652173913043,0.36363636363636365,0.5128205128205128,55.0,23,55 +Ramp down,0.2229299363057325,0.28225806451612906,0.2491103202846975,124.0,157,124 +Grass walking,0.0,0.0,0.0,123.0,0,123 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.5555555555555556,0.056818181818181816,0.10309278350515463,176.0,18,176 +accuracy,0.6465669014084507,0.6465669014084507,0.6465669014084507,0.6465669014084507,0,0 +macro avg,0.4870721661456093,0.4115245940934082,0.393336057236118,2272.0,0,0 +weighted avg,0.5922962272544907,0.6465669014084507,0.5921209687566831,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..709ce444b89a655ca18d7bb417fde7352eefb997 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7242921013412816,0.895852534562212,0.8009888751545118,1085.0,1342,1085 +Sit to stand,0.5555555555555556,0.22727272727272727,0.3225806451612903,22.0,9,22 +Stand to sit,0.8235294117647058,0.7,0.7567567567567568,20.0,17,20 +Sitting,0.8795811518324608,1.0,0.935933147632312,336.0,382,336 +Stair up,0.62,0.6595744680851063,0.6391752577319587,47.0,50,47 +Stair down,0.05741626794258373,0.5,0.10300429184549356,24.0,209,24 +Ramp up,0.8695652173913043,0.37735849056603776,0.5263157894736842,53.0,23,53 +Ramp down,0.23333333333333334,0.2916666666666667,0.25925925925925924,120.0,150,120 +Grass walking,0.0,0.0,0.0,119.0,0,119 +Uneven ground walking,0.0,0.0,0.0,198.0,0,198 +Carry,0.5625,0.05172413793103448,0.09473684210526316,174.0,16,174 +accuracy,0.6524112829845314,0.6524112829845314,0.6524112829845314,0.6524112829845314,0,0 +macro avg,0.4841611853782932,0.4275862750076168,0.40352280592004813,2198.0,0,0 +weighted avg,0.5971651293816536,0.6524112829845314,0.597716913136038,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0e5c3a7fdb171873d7f540ccb10d3550d3fd4f33 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5405405405405406,0.7142857142857143,0.6153846153846154,28.0,37,28 +Sit to stand,1.0,0.3,0.46153846153846156,10.0,3,10 +Stand to sit,0.5,0.125,0.2,8.0,2,8 +Sitting,0.4375,1.0,0.6086956521739131,7.0,16,7 +Stair up,0.5,0.5,0.5,4.0,4,4 +Stair down,0.3333333333333333,0.5,0.4,2.0,3,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,7,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.47297297297297297,0.47297297297297297,0.47297297297297297,0.47297297297297297,0,0 +macro avg,0.34648853398853396,0.33084415584415583,0.29869261173609,74.0,0,0 +weighted avg,0.4846527270513757,0.47297297297297297,0.42577058664015194,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..321757511abafe5399e9f9446d4d2e86a434fe99 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,987,0,1,7,3,40,0,69,0,0,8 +Sit to stand,1,8,0,22,0,0,0,0,0,0,0 +Stand to sit,8,0,9,10,0,0,0,0,0,0,0 +Sitting,0,0,0,344,0,0,0,0,0,0,0 +Stair up,11,1,1,1,31,1,3,0,0,0,0 +Stair down,10,2,0,4,0,11,0,0,0,0,0 +Ramp up,26,1,0,1,0,7,20,0,0,0,0 +Ramp down,22,0,0,2,0,61,0,39,0,0,0 +Grass walking,50,0,0,2,19,35,0,15,0,0,0 +Uneven ground walking,171,4,2,10,0,13,0,3,0,0,0 +Carry,84,0,0,0,0,34,0,49,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..cd75e18aebb29a5dfda6dc60e1e6e79ee4eb37fc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,967,0,1,6,1,39,0,64,0,0,7 +Sit to stand,0,4,0,18,0,0,0,0,0,0,0 +Stand to sit,5,0,8,6,0,0,0,0,0,0,0 +Sitting,0,0,0,336,0,0,0,0,0,0,0 +Stair up,10,1,1,0,29,1,3,0,0,0,0 +Stair down,9,2,0,4,0,10,0,0,0,0,0 +Ramp up,24,1,0,1,0,7,20,0,0,0,0 +Ramp down,19,0,0,2,0,60,0,39,0,0,0 +Grass walking,49,0,0,2,19,35,0,12,0,0,0 +Uneven ground walking,169,4,2,10,0,13,0,2,0,0,0 +Carry,83,0,0,0,0,34,0,49,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0cb25f7407f58a04e34c8d79b420bcf062aeef8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,20,0,0,1,2,1,0,5,0,0,1 +Sit to stand,1,4,0,4,0,0,0,0,0,0,0 +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,1,0,0,1,2,0,0,0,0,0,0 +Stair down,1,0,0,0,0,1,0,0,0,0,0 +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,1,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,2,0,0,0,0,0,0,1,0,0,0 +Carry,1,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..979965ba6e010a45da7a199f0b3d414edb07ac90 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7204379562043796,0.885201793721973,0.7943661971830986,1115.0,1370,1115 +Sit to stand,0.5,0.25806451612903225,0.3404255319148936,31.0,16,31 +Stand to sit,0.6923076923076923,0.3333333333333333,0.45,27.0,13,27 +Sitting,0.8535980148883374,1.0,0.9210174029451138,344.0,403,344 +Stair up,0.5849056603773585,0.6326530612244898,0.6078431372549019,49.0,53,49 +Stair down,0.054455445544554455,0.4074074074074074,0.09606986899563319,27.0,202,27 +Ramp up,0.8695652173913043,0.36363636363636365,0.5128205128205128,55.0,23,55 +Ramp down,0.22285714285714286,0.31451612903225806,0.2608695652173913,124.0,175,124 +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,0.5294117647058824,0.05113636363636364,0.09326424870466321,176.0,17,176 +accuracy,0.641725352112676,0.641725352112676,0.641725352112676,0.641725352112676,0,0 +macro avg,0.4570489903887865,0.3859953607382928,0.37060695136692806,2272.0,0,0 +weighted avg,0.5853370878648835,0.641725352112676,0.5874107175238176,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..92f0e858221686949af3cc1fe8c6f8c1590cffaa --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7243445692883895,0.8912442396313364,0.7991735537190082,1085.0,1335,1085 +Sit to stand,0.3333333333333333,0.18181818181818182,0.23529411764705882,22.0,12,22 +Stand to sit,0.6666666666666666,0.42105263157894735,0.5161290322580645,19.0,12,19 +Sitting,0.8727272727272727,1.0,0.9320388349514563,336.0,385,336 +Stair up,0.5918367346938775,0.6444444444444445,0.6170212765957447,45.0,49,45 +Stair down,0.05025125628140704,0.4,0.08928571428571429,25.0,199,25 +Ramp up,0.8695652173913043,0.37735849056603776,0.5263157894736842,53.0,23,53 +Ramp down,0.23493975903614459,0.325,0.2727272727272727,120.0,166,120 +Grass walking,0.0,0.0,0.0,117.0,0,117 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.5333333333333333,0.04597701149425287,0.08465608465608465,174.0,15,174 +accuracy,0.6470856102003643,0.6470856102003643,0.6470856102003643,0.6470856102003643,0,0 +macro avg,0.44336346752288447,0.389717727230291,0.3702401523921898,2196.0,0,0 +weighted avg,0.5893073239474511,0.6470856102003643,0.5922593557073951,2196.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9c62ab5eaea63b629298972cb34fc2bdbe9aa38 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5714285714285714,0.6666666666666666,0.6153846153846154,30.0,35,30 +Sit to stand,1.0,0.4444444444444444,0.6153846153846154,9.0,4,9 +Stand to sit,1.0,0.125,0.2222222222222222,8.0,1,8 +Sitting,0.4444444444444444,1.0,0.6153846153846154,8.0,18,8 +Stair up,0.5,0.5,0.5,4.0,4,4 +Stair down,0.3333333333333333,0.5,0.4,2.0,3,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,9,4 +Grass walking,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,3.0,0,3 +Carry,0.5,0.5,0.5,2.0,2,2 +accuracy,0.4868421052631579,0.4868421052631579,0.4868421052631579,0.4868421052631579,0,0 +macro avg,0.39538239538239534,0.33964646464646464,0.3153069153069153,76.0,0,0 +weighted avg,0.5442773600668337,0.4868421052631579,0.4539586144849303,76.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..03772b5729f24a7eb0e4b7cad68e990f34c7992b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,990,2,2,7,2,39,0,66,0,0,8 +Sit to stand,0,7,0,24,0,0,0,0,0,0,0 +Stand to sit,10,1,6,12,0,0,0,0,0,0,0 +Sitting,0,1,0,340,0,0,0,0,0,0,0 +Stair up,15,1,0,0,31,2,1,0,0,0,0 +Stair down,11,3,0,2,0,10,0,0,0,0,0 +Ramp up,28,2,0,0,0,6,19,0,0,0,0 +Ramp down,26,0,0,1,0,54,0,42,0,0,0 +Grass walking,53,0,0,2,19,31,0,16,1,0,0 +Uneven ground walking,171,4,2,10,0,12,0,3,0,0,0 +Carry,84,0,0,0,0,36,0,48,0,0,9 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..515ffb40b31af64c23ab2649a8f6fb4287fd5b04 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,973,0,1,6,1,37,0,62,0,0,7 +Sit to stand,0,3,0,19,0,0,0,0,0,0,0 +Stand to sit,6,0,6,9,0,0,0,0,0,0,0 +Sitting,0,0,0,333,0,0,0,0,0,0,0 +Stair up,14,1,0,0,29,2,1,0,0,0,0 +Stair down,9,3,0,2,0,10,0,0,0,0,0 +Ramp up,26,2,0,0,0,6,19,0,0,0,0 +Ramp down,23,0,0,1,0,53,0,42,0,0,0 +Grass walking,52,0,0,2,19,31,0,13,1,0,0 +Uneven ground walking,169,4,2,10,0,12,0,2,0,0,0 +Carry,82,0,0,0,0,36,0,48,0,0,8 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7587b48750badcb21913af6e7fe790eb59c33ba6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,17,2,1,1,1,2,0,4,0,0,1 +Sit to stand,0,4,0,5,0,0,0,0,0,0,0 +Stand to sit,4,1,0,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,1,0,0,0,2,0,0,0,0,0,0 +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,3,0,0,0,0,1,0,0,0,0,0 +Grass walking,1,0,0,0,0,0,0,3,0,0,0 +Uneven ground walking,2,0,0,0,0,0,0,1,0,0,0 +Carry,2,0,0,0,0,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0338c34ecfd89c1f00271996d751e2025b659f1a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7132564841498559,0.8870967741935484,0.7907348242811502,1116.0,1388,1116 +Sit to stand,0.3333333333333333,0.22580645161290322,0.2692307692307692,31.0,21,31 +Stand to sit,0.6,0.20689655172413793,0.3076923076923077,29.0,10,29 +Sitting,0.8542713567839196,0.9970674486803519,0.9201623815967523,341.0,398,341 +Stair up,0.5961538461538461,0.62,0.6078431372549019,50.0,52,50 +Stair down,0.05263157894736842,0.38461538461538464,0.09259259259259259,26.0,190,26 +Ramp up,0.95,0.34545454545454546,0.5066666666666667,55.0,20,55 +Ramp down,0.24,0.34146341463414637,0.28187919463087246,123.0,175,123 +Grass walking,1.0,0.00819672131147541,0.016260162601626018,122.0,1,122 +Uneven ground walking,0.0,0.0,0.0,202.0,0,202 +Carry,0.5294117647058824,0.05084745762711865,0.09278350515463918,177.0,17,177 +accuracy,0.6404049295774648,0.6404049295774648,0.6404049295774648,0.6404049295774648,0,0 +macro avg,0.5335507603703823,0.3697677045321466,0.353258685609298,2272.0,0,0 +weighted avg,0.6354252191994516,0.6404049295774648,0.5841762583264405,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..95aa95988265740bd321dfc22804188c636146bc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.7186115214180206,0.8951241950321988,0.7972142564522736,1087.0,1354,1087 +Sit to stand,0.23076923076923078,0.13636363636363635,0.17142857142857143,22.0,13,22 +Stand to sit,0.6666666666666666,0.2857142857142857,0.4,21.0,9,21 +Sitting,0.8717277486910995,1.0,0.9314685314685315,333.0,382,333 +Stair up,0.5918367346938775,0.6170212765957447,0.6041666666666666,47.0,49,47 +Stair down,0.053475935828877004,0.4166666666666667,0.0947867298578199,24.0,187,24 +Ramp up,0.95,0.3584905660377358,0.5205479452054794,53.0,20,53 +Ramp down,0.25149700598802394,0.35294117647058826,0.2937062937062937,119.0,167,119 +Grass walking,1.0,0.00847457627118644,0.01680672268907563,118.0,1,118 +Uneven ground walking,0.0,0.0,0.0,199.0,0,199 +Carry,0.5333333333333333,0.04597701149425287,0.08465608465608465,174.0,15,174 +accuracy,0.64815657715066,0.64815657715066,0.64815657715066,0.64815657715066,0,0 +macro avg,0.5334471070353755,0.37425212642239053,0.3558892547391633,2197.0,0,0 +weighted avg,0.6420896130521292,0.64815657715066,0.591190943658808,2197.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..07497ede83eaf804cfb0860fc0865a4c47edeec6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5,0.5862068965517241,0.5396825396825397,29.0,34,29 +Sit to stand,0.5,0.4444444444444444,0.47058823529411764,9.0,8,9 +Stand to sit,0.0,0.0,0.0,8.0,1,8 +Sitting,0.4375,0.875,0.5833333333333334,8.0,16,8 +Stair up,0.6666666666666666,0.6666666666666666,0.6666666666666666,3.0,3,3 +Stair down,0.0,0.0,0.0,2.0,3,2 +Ramp up,0.0,0.0,0.0,2.0,0,2 +Ramp down,0.0,0.0,0.0,4.0,8,4 +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,0.5,0.3333333333333333,0.4,3.0,2,3 +accuracy,0.41333333333333333,0.41333333333333333,0.41333333333333333,0.41333333333333333,0,0 +macro avg,0.23674242424242423,0.2641501219087426,0.24184279772515066,75.0,0,0 +weighted avg,0.3466666666666667,0.41333333333333333,0.3700367258014317,75.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..992b6e7a5b1a2712179dd56390ae760c716a1801 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1002,11,1,1,2,24,0,66,0,0,8 +Sit to stand,0,7,0,24,0,0,0,0,0,0,0 +Stand to sit,15,1,0,12,0,0,0,0,0,0,0 +Sitting,0,4,0,338,0,0,0,0,0,0,0 +Stair up,19,1,0,0,29,1,0,0,0,0,0 +Stair down,15,3,0,0,0,8,0,1,0,0,0 +Ramp up,33,2,0,0,0,5,15,0,0,0,0 +Ramp down,32,1,0,0,0,37,0,54,0,0,0 +Grass walking,68,0,0,2,15,22,0,14,0,0,0 +Uneven ground walking,178,6,2,8,0,7,0,2,0,0,0 +Carry,92,0,0,0,0,37,0,41,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..27996a5915c54ec32f0de02883d154cbdcb2ba12 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,982,8,0,1,1,23,0,64,0,0,7 +Sit to stand,0,3,0,19,0,0,0,0,0,0,0 +Stand to sit,11,0,0,9,0,0,0,0,0,0,0 +Sitting,0,1,0,333,0,0,0,0,0,0,0 +Stair up,17,1,0,0,27,1,0,0,0,0,0 +Stair down,13,3,0,0,0,8,0,1,0,0,0 +Ramp up,32,1,0,0,0,5,15,0,0,0,0 +Ramp down,30,1,0,0,0,35,0,54,0,0,0 +Grass walking,66,0,0,2,15,22,0,13,0,0,0 +Uneven ground walking,176,6,2,8,0,7,0,1,0,0,0 +Carry,90,0,0,0,0,37,0,41,0,0,6 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..50d330d6e4925bbe677998596634fd6a718ad428 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,20,3,1,0,1,1,0,2,0,0,1 +Sit to stand,0,4,0,5,0,0,0,0,0,0,0 +Stand to sit,4,1,0,3,0,0,0,0,0,0,0 +Sitting,0,3,0,5,0,0,0,0,0,0,0 +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,1,1,0,0,0,0,0,0,0,0,0 +Ramp down,2,0,0,0,0,2,0,0,0,0,0 +Grass walking,2,0,0,0,0,0,0,1,0,0,0 +Uneven ground walking,2,0,0,0,0,0,0,1,0,0,0 +Carry,2,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9531dd3eaba0c7a40adfe96656999a9b0e8d9590 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.6891334250343879,0.8986547085201794,0.7800700661736084,1115.0,1454,1115 +Sit to stand,0.19444444444444445,0.22580645161290322,0.208955223880597,31.0,36,31 +Stand to sit,0.0,0.0,0.0,28.0,3,28 +Sitting,0.8779220779220779,0.9883040935672515,0.9298486932599724,342.0,385,342 +Stair up,0.6304347826086957,0.58,0.6041666666666666,50.0,46,50 +Stair down,0.05673758865248227,0.2962962962962963,0.09523809523809523,27.0,141,27 +Ramp up,1.0,0.2727272727272727,0.42857142857142855,55.0,15,55 +Ramp down,0.30337078651685395,0.43548387096774194,0.3576158940397351,124.0,178,124 +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,0.42857142857142855,0.03409090909090909,0.06315789473684211,176.0,14,176 +accuracy,0.6421654929577465,0.6421654929577465,0.6421654929577465,0.6421654929577465,0,0 +macro avg,0.3800558667045792,0.3392148729802322,0.3152385420515405,2272.0,0,0 +weighted avg,0.5615145688033379,0.6421654929577465,0.5748571037102044,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8da9172d75d746f64d0b448f706edb8fee47fe0b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.6930134086097389,0.9042357274401474,0.7846584099081103,1086.0,1417,1086 +Sit to stand,0.125,0.13636363636363635,0.13043478260869565,22.0,24,22 +Stand to sit,0.0,0.0,0.0,20.0,2,20 +Sitting,0.8951612903225806,0.9970059880239521,0.943342776203966,334.0,372,334 +Stair up,0.627906976744186,0.5869565217391305,0.6067415730337079,46.0,43,46 +Stair down,0.057971014492753624,0.32,0.09815950920245399,25.0,138,25 +Ramp up,1.0,0.2830188679245283,0.4411764705882353,53.0,15,53 +Ramp down,0.3103448275862069,0.45,0.3673469387755102,120.0,174,120 +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,0.46153846153846156,0.034482758620689655,0.06417112299465241,174.0,13,174 +accuracy,0.6496815286624203,0.6496815286624203,0.6496815286624203,0.6496815286624203,0,0 +macro avg,0.3791759981176298,0.33746031819200767,0.31236650757412104,2198.0,0,0 +weighted avg,0.5710775708045983,0.6496815286624203,0.5819285471859158,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..a811d6485cadeaea8b726ef628d1a4182001a2d9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5405405405405406,0.6896551724137931,0.6060606060606061,29.0,37,29 +Sit to stand,0.3333333333333333,0.4444444444444444,0.38095238095238093,9.0,12,9 +Stand to sit,0.0,0.0,0.0,8.0,1,8 +Sitting,0.38461538461538464,0.625,0.47619047619047616,8.0,13,8 +Stair up,0.6666666666666666,0.5,0.5714285714285714,4.0,3,4 +Stair down,0.0,0.0,0.0,2.0,3,2 +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,0.0,0.0,0.0,3.0,0,3 +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,0.4189189189189189,0.4189189189189189,0.4189189189189189,0.4189189189189189,0,0 +macro avg,0.175014175014175,0.20537269244165793,0.1849665486029122,74.0,0,0 +weighted avg,0.3299900732333165,0.4189189189189189,0.36621036621036623,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..025f46cbb082b976744c00b5a67c8a323cd204a5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1044,9,0,3,1,10,1,46,0,0,3 +Sit to stand,1,9,0,21,0,0,0,0,0,0,0 +Stand to sit,22,1,0,5,0,0,0,0,0,0,0 +Sitting,3,6,0,331,0,0,0,0,0,0,0 +Stair up,32,0,0,0,18,0,0,0,0,0,0 +Stair down,21,0,0,0,0,6,0,0,0,0,0 +Ramp up,52,0,0,0,0,2,1,0,0,0,0 +Ramp down,103,1,0,0,0,5,0,15,0,0,0 +Grass walking,103,0,0,0,4,4,0,9,1,0,0 +Uneven ground walking,186,6,0,4,0,5,0,2,0,0,0 +Carry,110,0,0,0,0,31,0,33,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..095ba89ed941f91bf66959bdd5fa0effbd42d055 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1022,7,0,2,0,8,0,46,0,0,3 +Sit to stand,0,7,0,15,0,0,0,0,0,0,0 +Stand to sit,17,1,0,2,0,0,0,0,0,0,0 +Sitting,1,6,0,325,0,0,0,0,0,0,0 +Stair up,29,0,0,0,17,0,0,0,0,0,0 +Stair down,19,0,0,0,0,6,0,0,0,0,0 +Ramp up,51,0,0,0,0,1,1,0,0,0,0 +Ramp down,99,1,0,0,0,5,0,15,0,0,0 +Grass walking,100,0,0,0,4,4,0,9,1,0,0 +Uneven ground walking,183,6,0,4,0,5,0,2,0,0,0 +Carry,108,0,0,0,0,31,0,33,0,0,2 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0acb4018a9e912dd4a7cf3f851c907a5f97e19b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,22,2,0,1,1,2,1,0,0,0,0 +Sit to stand,1,2,0,6,0,0,0,0,0,0,0 +Stand to sit,5,0,0,3,0,0,0,0,0,0,0 +Sitting,2,0,0,6,0,0,0,0,0,0,0 +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,1,0,0,0,0,1,0,0,0,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..945199b086a889735c3550def4b2836714d9585f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.6225402504472272,0.9346463742166518,0.7473156764495347,1117.0,1677,1117 +Sit to stand,0.28125,0.2903225806451613,0.2857142857142857,31.0,32,31 +Stand to sit,0.0,0.0,0.0,28.0,0,28 +Sitting,0.9093406593406593,0.9735294117647059,0.9403409090909091,340.0,364,340 +Stair up,0.782608695652174,0.36,0.4931506849315068,50.0,23,50 +Stair down,0.09523809523809523,0.2222222222222222,0.13333333333333333,27.0,63,27 +Ramp up,0.5,0.01818181818181818,0.03508771929824561,55.0,2,55 +Ramp down,0.14285714285714285,0.12096774193548387,0.13100436681222707,124.0,105,124 +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,0.4,0.011363636363636364,0.022099447513812154,176.0,5,176 +accuracy,0.628080985915493,0.628080985915493,0.628080985915493,0.628080985915493,0,0 +macro avg,0.4303486221395726,0.2672271134672361,0.25494907870607314,2272.0,0,0 +weighted avg,0.5684807143458187,0.628080985915493,0.5350482711948439,2272.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8f7214b54e694177aa9f246659f56e4c0001b642 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.627378759975445,0.9393382352941176,0.7523003312476997,1088.0,1629,1088 +Sit to stand,0.25,0.3181818181818182,0.28,22.0,28,22 +Stand to sit,0.0,0.0,0.0,20.0,0,20 +Sitting,0.9339080459770115,0.9789156626506024,0.9558823529411765,332.0,348,332 +Stair up,0.8095238095238095,0.3695652173913043,0.5074626865671642,46.0,21,46 +Stair down,0.1,0.24,0.1411764705882353,25.0,60,25 +Ramp up,1.0,0.018867924528301886,0.037037037037037035,53.0,1,53 +Ramp down,0.14285714285714285,0.125,0.13333333333333333,120.0,105,120 +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,0.4,0.011494252873563218,0.0223463687150838,174.0,5,174 +accuracy,0.635122838944495,0.635122838944495,0.635122838944495,0.635122838944495,0,0 +macro avg,0.47851525075758267,0.2736216079264449,0.25875866391989144,2198.0,0,0 +weighted avg,0.589457012965698,0.635122838944495,0.5426400460952965,2198.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject22/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b446d0339423bc70e04159552beb39d5ebe1d16 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.4583333333333333,0.7586206896551724,0.5714285714285714,29.0,48,29 +Sit to stand,0.5,0.2222222222222222,0.3076923076923077,9.0,4,9 +Stand to sit,0.0,0.0,0.0,8.0,0,8 +Sitting,0.375,0.75,0.5,8.0,16,8 +Stair up,0.5,0.25,0.3333333333333333,4.0,2,4 +Stair down,0.0,0.0,0.0,2.0,3,2 +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,0.0,0.0,0.0,2.0,0,2 +accuracy,0.4189189189189189,0.4189189189189189,0.4189189189189189,0.4189189189189189,0,0 +macro avg,0.16666666666666666,0.18007662835249041,0.15567765567765568,74.0,0,0 +weighted avg,0.3079954954954955,0.4189189189189189,0.3334323334323334,74.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..48ab4ab14219e2050c4ab5a84726700182b58d1e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1873,0,0,0,1,0,0,0,1,0,0 +Sit to stand,63,0,0,0,0,0,0,0,0,0,5 +Stand to sit,54,0,0,0,0,0,0,0,0,0,6 +Sitting,374,0,0,0,0,0,0,0,0,0,9 +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,154,0,0,0,4,0,0,0,10,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..9212665a9e0ee42938c7527b5612a7fb2f721605 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1841,0,0,0,1,0,0,0,1,0,0 +Sit to stand,52,0,0,0,0,0,0,0,0,0,5 +Stand to sit,45,0,0,0,0,0,0,0,0,0,5 +Sitting,365,0,0,0,0,0,0,0,0,0,8 +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,150,0,0,0,4,0,0,0,10,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..70f6ac13dd40fd8cff275f6974a9303a1e5a57de --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,9,0,0,0,0,0,0,0,0,0,1 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e4b6d789b59485a963282f45cdac9135f57d4acf --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5923466160657812,0.9989333333333333,0.7436966448282708,1875.0,3162,1875 +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,0.0,0.0,0.0,72.0,5,72 +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,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.7692307692307693,0.05952380952380952,0.11049723756906077,168.0,13,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,20,0 +accuracy,0.5884375,0.5884375,0.5884375,0.5884375,0,0 +macro avg,0.1237797622996864,0.09622337662337661,0.07765398930884833,3200.0,0,0 +weighted avg,0.3874627107356591,0.5884375,0.4415608578014406,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a7588b5497172c469f186621b2a033193560d4c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5983100422489438,0.9989148128052089,0.7483739837398374,1843.0,3077,1843 +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,0.0,0.0,0.0,68.0,5,68 +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,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.8333333333333334,0.06097560975609756,0.11363636363636363,164.0,12,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,18,0 +accuracy,0.5947943444730077,0.5947943444730077,0.5947943444730077,0.5947943444730077,0,0 +macro avg,0.130149397780207,0.09635367477830058,0.07836457703420009,3112.0,0,0 +weighted avg,0.39824938127617937,0.5947943444730077,0.4491933212303612,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bad5dea2fe3e5a54df4ef51f6eb935602ed6a3fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3764705882352941,1.0,0.5470085470085471,32.0,85,32 +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,0.0,0.0,0.0,0.0,2,0 +accuracy,0.36363636363636365,0.36363636363636365,0.36363636363636365,0.36363636363636365,0,0 +macro avg,0.034224598930481284,0.09090909090909091,0.049728049728049735,88.0,0,0 +weighted avg,0.13689839572192514,0.36363636363636365,0.19891219891219894,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..de65815332f52d88f9c3ef37a5533b1302cd5d54 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1869,0,0,0,2,0,1,0,1,0,0 +Sit to stand,62,0,0,0,0,0,0,0,0,0,4 +Stand to sit,57,0,0,0,0,0,0,0,0,0,6 +Sitting,372,0,0,0,0,0,0,0,0,0,9 +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,156,0,0,0,4,0,0,0,9,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..088217148f83818e2e23faf8ea17889dc74d5eb3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1836,0,0,0,2,0,1,0,1,0,0 +Sit to stand,51,0,0,0,0,0,0,0,0,0,4 +Stand to sit,47,0,0,0,0,0,0,0,0,0,5 +Sitting,362,0,0,0,0,0,0,0,0,0,9 +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,152,0,0,0,4,0,0,0,9,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f9110f384448a5712f9f36da806a4bdee73d4804 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/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,33,0,0,0,0,0,0,0,0,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,0,0,0,0,1 +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,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,4,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a0f24fd0db33b5955b34061762e575ce31f2f6fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5910815939278937,0.99786438868126,0.7424031777557101,1873.0,3162,1873 +Sit to stand,0.0,0.0,0.0,66.0,0,66 +Stand to sit,0.0,0.0,0.0,63.0,0,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,6,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,152.0,1,152 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.75,0.05325443786982249,0.09944751381215469,169.0,12,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,19,0 +accuracy,0.586875,0.586875,0.586875,0.586875,0,0 +macro avg,0.12191650853889943,0.09555625695918932,0.07653188105162406,3200.0,0,0 +weighted avg,0.3855768204459203,0.586875,0.43978993180334347,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..43ef25de30c740494f208629b0078257861d94ba --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5974617637487797,0.9978260869565218,0.7474048442906575,1840.0,3073,1840 +Sit to stand,0.0,0.0,0.0,55.0,0,55 +Stand to sit,0.0,0.0,0.0,52.0,0,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,6,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,148.0,1,148 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.8181818181818182,0.05454545454545454,0.10227272727272728,165.0,11,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,18,0 +accuracy,0.5934384046317144,0.5934384046317144,0.5934384046317144,0.5934384046317144,0,0 +macro avg,0.12869487108459982,0.0956701401365433,0.07724341559667135,3109.0,0,0 +weighted avg,0.39701821978055796,0.5934384046317144,0.4477645266950176,3109.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b7b2c062a0e663ceeb933591a227a894867fc4d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/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,0.3707865168539326,1.0,0.5409836065573771,33.0,89,33 +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 +Carry,0.0,0.0,0.0,0.0,1,0 +accuracy,0.3626373626373626,0.3626373626373626,0.3626373626373626,0.3626373626373626,0,0 +macro avg,0.033707865168539325,0.09090909090909091,0.049180327868852465,91.0,0,0 +weighted avg,0.13446104457340413,0.3626373626373626,0.19618086831201587,91.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd33a328d392871d5b67c0e91962443fc2608ffb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1865,0,0,0,5,0,2,0,3,0,0 +Sit to stand,65,0,0,0,0,0,0,0,0,0,2 +Stand to sit,55,0,0,0,0,0,0,0,0,0,6 +Sitting,370,0,0,0,0,1,0,0,0,0,10 +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,156,0,0,0,4,0,0,0,9,0,0 +Uneven ground walking,204,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..526b93c0688aee46fece373dbd013da293794a47 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1833,0,0,0,5,0,2,0,2,0,0 +Sit to stand,54,0,0,0,0,0,0,0,0,0,2 +Stand to sit,45,0,0,0,0,0,0,0,0,0,5 +Sitting,361,0,0,0,0,1,0,0,0,0,9 +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,152,0,0,0,4,0,0,0,9,0,0 +Uneven ground walking,200,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0982574355582725f368ee212160c35f2a0c7e82 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/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,32,0,0,0,0,0,0,0,1,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,0,0,0,0,1 +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,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,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..9ee8bd880cd5a4583d878dbbe19db5374f6fdf55 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5907507127019322,0.9946666666666667,0.7412559618441972,1875.0,3157,1875 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.0,0.0,0.0,61.0,0,61 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,71.0,9,71 +Stair down,0.0,0.0,0.0,82.0,1,82 +Ramp up,0.0,0.0,0.0,151.0,2,151 +Ramp down,0.0,0.0,0.0,138.0,0,138 +Grass walking,0.6923076923076923,0.05325443786982249,0.0989010989010989,169.0,13,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,18,0 +accuracy,0.585625,0.585625,0.585625,0.585625,0,0 +macro avg,0.11664167318269314,0.09526555495786265,0.07637791461320874,3200.0,0,0 +weighted avg,0.3827054957237884,0.585625,0.43955287942879856,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..22671e46b6470f0253fa5916309c3ecf0cb8eb34 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5968739824161511,0.995114006514658,0.7461835945450844,1842.0,3071,1842 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.0,0.0,0.0,50.0,0,50 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,67.0,9,67 +Stair down,0.0,0.0,0.0,78.0,1,78 +Ramp up,0.0,0.0,0.0,147.0,2,147 +Ramp down,0.0,0.0,0.0,134.0,0,134 +Grass walking,0.75,0.05454545454545454,0.1016949152542373,165.0,12,165 +Uneven ground walking,0.0,0.0,0.0,201.0,0,201 +Carry,0.0,0.0,0.0,0.0,16,0 +accuracy,0.5920925747348119,0.5920925747348119,0.5920925747348119,0.5920925747348119,0,0 +macro avg,0.1224430893105592,0.09542358736910113,0.07707986452721106,3111.0,0,0 +weighted avg,0.39318285940551284,0.5920925747348119,0.447203420819349,3111.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7cbc3afda2eb976cfc2273fd5fea094f7237d9e0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.37209302325581395,0.9696969696969697,0.5378151260504201,33.0,86,33 +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,0.0,0.0,0.0,0.0,2,0 +accuracy,0.3595505617977528,0.3595505617977528,0.3595505617977528,0.3595505617977528,0,0 +macro avg,0.03382663847780127,0.0881542699724518,0.04889228418640183,89.0,0,0 +weighted avg,0.1379670760386726,0.3595505617977528,0.19941459729959402,89.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..a49e1fbdb7fe39eaccab3b444c74ce197314eafe --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1864,0,0,0,5,0,2,0,3,0,0 +Sit to stand,65,0,0,0,0,0,0,0,0,0,2 +Stand to sit,57,0,0,0,0,0,0,0,0,0,6 +Sitting,366,0,0,0,0,1,0,0,0,0,14 +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,156,0,0,0,3,0,0,0,10,0,0 +Uneven ground walking,204,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c72a39e3a8333441e5dee0e90b8b8d5ab5735dfb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1832,0,0,0,5,0,2,0,2,0,0 +Sit to stand,54,0,0,0,0,0,0,0,0,0,2 +Stand to sit,47,0,0,0,0,0,0,0,0,0,5 +Sitting,357,0,0,0,0,1,0,0,0,0,13 +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,152,0,0,0,3,0,0,0,10,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd51c1b0290ce5650da17e567893fef4657642eb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,32,0,0,0,0,0,0,0,1,0,0 +Sit to stand,11,0,0,0,0,0,0,0,0,0,0 +Stand to sit,10,0,0,0,0,0,0,0,0,0,1 +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,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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c639fede12ff2221ac08629ee1cf33843db53d2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5911830003171583,0.9946638207043756,0.7415953849214243,1874.0,3153,1874 +Sit to stand,0.0,0.0,0.0,67.0,0,67 +Stand to sit,0.0,0.0,0.0,63.0,0,63 +Sitting,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,8,72 +Stair down,0.0,0.0,0.0,81.0,1,81 +Ramp up,0.0,0.0,0.0,152.0,2,152 +Ramp down,0.0,0.0,0.0,136.0,0,136 +Grass walking,0.7142857142857143,0.05917159763313609,0.1092896174863388,169.0,14,169 +Uneven ground walking,0.0,0.0,0.0,205.0,0,205 +Carry,0.0,0.0,0.0,0.0,22,0 +accuracy,0.585625,0.585625,0.585625,0.585625,0,0 +macro avg,0.11867897405480661,0.09580321984886471,0.07735318203706937,3200.0,0,0 +weighted avg,0.3839347588464501,0.585625,0.44006865521810634,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..3d9ae0d1e7227a7a65d023d8537934ff9b918411 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5975212002609263,0.9951113525258012,0.7466884043203587,1841.0,3066,1841 +Sit to stand,0.0,0.0,0.0,56.0,0,56 +Stand to sit,0.0,0.0,0.0,52.0,0,52 +Sitting,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,8,68 +Stair down,0.0,0.0,0.0,77.0,1,77 +Ramp up,0.0,0.0,0.0,148.0,2,148 +Ramp down,0.0,0.0,0.0,132.0,0,132 +Grass walking,0.7692307692307693,0.06060606060606061,0.11235955056179775,165.0,13,165 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,20,0 +accuracy,0.592282958199357,0.592282958199357,0.592282958199357,0.592282958199357,0,0 +macro avg,0.12425017904469961,0.09597431028471472,0.07809526862565058,3110.0,0,0 +weighted avg,0.39452077382747336,0.592282958199357,0.44797192224967103,3110.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..6f54b35256e3fc6333972c2d2850afe8da631020 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.367816091954023,0.9696969696969697,0.5333333333333333,33.0,87,33 +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,0.0,0.0,0.0,5.0,0,5 +Carry,0.0,0.0,0.0,0.0,2,0 +accuracy,0.35555555555555557,0.35555555555555557,0.35555555555555557,0.35555555555555557,0,0 +macro avg,0.033437826541274814,0.0881542699724518,0.048484848484848485,90.0,0,0 +weighted avg,0.13486590038314175,0.35555555555555557,0.19555555555555557,90.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d37ee2bfcc769496655ac0bb09bf892d5e12a280 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1860,0,0,0,6,0,2,0,8,0,1 +Sit to stand,66,0,0,0,0,0,0,0,0,0,2 +Stand to sit,54,0,0,0,0,0,1,0,0,0,5 +Sitting,362,0,0,0,0,1,0,0,0,0,18 +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,155,0,0,0,3,0,0,0,10,0,0 +Uneven ground walking,203,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b91e32182efdf573e4afe655a3359db001764174 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1828,0,0,0,6,0,2,0,8,0,1 +Sit to stand,56,0,0,0,0,0,0,0,0,0,1 +Stand to sit,45,0,0,0,0,0,1,0,0,0,4 +Sitting,353,0,0,0,0,1,0,0,0,0,17 +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,151,0,0,0,3,0,0,0,10,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..87c199362f6e24e967519b472f79752ab960b5d6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,32,0,0,0,0,0,0,0,0,0,0 +Sit to stand,10,0,0,0,0,0,0,0,0,0,1 +Stand to sit,9,0,0,0,0,0,0,0,0,0,1 +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,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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..22818f475074455de16c0578329f04dda276e3b2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5919796308084023,0.9909429941395844,0.7411835026897788,1877.0,3142,1877 +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,0.0,0.0,0.0,381.0,0,381 +Stair up,0.0,0.0,0.0,72.0,9,72 +Stair down,0.0,0.0,0.0,82.0,1,82 +Ramp up,0.0,0.0,0.0,151.0,3,151 +Ramp down,0.0,0.0,0.0,137.0,0,137 +Grass walking,0.5263157894736842,0.05952380952380952,0.10695187165775401,168.0,19,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,26,0 +accuracy,0.584375,0.584375,0.584375,0.584375,0,0 +macro avg,0.10166322002564422,0.09549698215121763,0.07710321584977571,3200.0,0,0 +weighted avg,0.37486463114342194,0.584375,0.4403654215585055,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0347d5ac06c77f46e806b82535b0fa7768d32d7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5979718678442918,0.9907859078590786,0.7458180334557324,1845.0,3057,1845 +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,0.0,0.0,0.0,371.0,0,371 +Stair up,0.0,0.0,0.0,68.0,9,68 +Stair down,0.0,0.0,0.0,77.0,1,77 +Ramp up,0.0,0.0,0.0,147.0,3,147 +Ramp down,0.0,0.0,0.0,133.0,0,133 +Grass walking,0.5263157894736842,0.06097560975609756,0.1092896174863388,164.0,19,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,23,0 +accuracy,0.5906169665809768,0.5906169665809768,0.5906169665809768,0.5906169665809768,0,0 +macro avg,0.10220796884708871,0.09561468341956147,0.07773705917655192,3112.0,0,0 +weighted avg,0.3822538192951165,0.5906169665809768,0.4479298743552654,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..39145fe406af8869f695713d1790740687b07b01 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3764705882352941,1.0,0.5470085470085471,32.0,85,32 +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,0.0,0.0,0.0,4.0,0,4 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,0.0,0.0,0.0,0.0,3,0 +accuracy,0.36363636363636365,0.36363636363636365,0.36363636363636365,0.36363636363636365,0,0 +macro avg,0.034224598930481284,0.09090909090909091,0.049728049728049735,88.0,0,0 +weighted avg,0.13689839572192514,0.36363636363636365,0.19891219891219894,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..d625898bed2d3ac3de216082e821469abe17f9d3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1837,0,0,0,16,0,2,2,16,0,6 +Sit to stand,68,0,0,0,0,0,0,0,0,0,0 +Stand to sit,48,0,0,0,0,0,5,0,0,0,7 +Sitting,355,0,0,1,0,0,0,0,0,0,23 +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,157,0,0,0,2,0,0,0,9,0,0 +Uneven ground walking,203,0,0,0,0,0,0,0,1,0,0 +Carry,0,0,0,0,0,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..421101e9953be6e8772676ad0e34761efd885d4c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,1805,0,0,0,16,0,2,2,16,0,6 +Sit to stand,57,0,0,0,0,0,0,0,0,0,0 +Stand to sit,40,0,0,0,0,0,4,0,0,0,6 +Sitting,346,0,0,1,0,0,0,0,0,0,22 +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,153,0,0,0,2,0,0,0,9,0,0 +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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8ec7c2d5910e71b99f280555877ce7710abe3c23 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,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,8,0,0,0,0,0,1,0,0,0,1 +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,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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f948eb1906877b9bc1b5ec83a30807f9335f9836 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.5906752411575563,0.9776476849387973,0.7364201242734015,1879.0,3110,1879 +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,1.0,0.002638522427440633,0.005263157894736842,379.0,1,379 +Stair up,0.0,0.0,0.0,72.0,18,72 +Stair down,0.0,0.0,0.0,82.0,0,82 +Ramp up,0.0,0.0,0.0,151.0,7,151 +Ramp down,0.0,0.0,0.0,137.0,2,137 +Grass walking,0.34615384615384615,0.05357142857142857,0.09278350515463918,168.0,26,168 +Uneven ground walking,0.0,0.0,0.0,204.0,0,204 +Carry,0.0,0.0,0.0,0.0,36,0 +accuracy,0.5771875,0.5771875,0.5771875,0.5771875,0,0 +macro avg,0.17607537157376385,0.09398705781251514,0.07586061702934342,3200.0,0,0 +weighted avg,0.48344769509027957,0.5771875,0.4379111810055645,3200.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1307ae6b64634ea467a15ce438ca6a35a88675ec --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.596694214876033,0.9772604223064428,0.7409688013136289,1847.0,3025,1847 +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,1.0,0.0027100271002710027,0.005405405405405406,369.0,1,369 +Stair up,0.0,0.0,0.0,68.0,18,68 +Stair down,0.0,0.0,0.0,77.0,0,77 +Ramp up,0.0,0.0,0.0,147.0,6,147 +Ramp down,0.0,0.0,0.0,133.0,2,133 +Grass walking,0.34615384615384615,0.054878048780487805,0.09473684210526316,164.0,26,164 +Uneven ground walking,0.0,0.0,0.0,200.0,0,200 +Carry,0.0,0.0,0.0,0.0,34,0 +accuracy,0.5832262210796915,0.5832262210796915,0.5832262210796915,0.5832262210796915,0,0 +macro avg,0.1766225510027163,0.09407713619883652,0.07646464080220884,3112.0,0,0 +weighted avg,0.49095869076004617,0.5832262210796915,0.4454051454775483,3112.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject28/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8ff051cd8f813296701fe427f59da618c0307d7b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.3764705882352941,1.0,0.5470085470085471,32.0,85,32 +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,0.0,0.0,0.0,4.0,1,4 +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,0.034224598930481284,0.09090909090909091,0.049728049728049735,88.0,0,0 +weighted avg,0.13689839572192514,0.36363636363636365,0.19891219891219894,88.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..435e65a1705e4e394c11d12931b883debf18b363 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,310,4,7,81,215,154,4,31,28,6,5 +Sit to stand,2,26,0,6,0,0,0,0,0,0,0 +Stand to sit,19,1,21,6,0,3,0,0,0,1,2 +Sitting,0,10,0,160,0,0,0,0,0,0,0 +Stair up,4,12,1,1,33,3,0,0,0,0,0 +Stair down,0,0,0,19,7,31,0,0,0,0,0 +Ramp up,14,23,2,14,31,2,18,0,0,0,0 +Ramp down,1,0,0,10,2,79,0,9,0,0,0 +Grass walking,13,4,0,3,16,18,0,1,21,3,0 +Uneven ground walking,5,1,3,6,17,38,6,1,2,14,0 +Carry,100,0,3,1,13,163,1,61,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..2f88b20b72a6049f2aafd8c1bc2839a494ebb034 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,292,4,6,79,210,144,4,31,27,6,5 +Sit to stand,0,20,0,5,0,0,0,0,0,0,0 +Stand to sit,17,0,20,4,0,1,0,0,0,0,2 +Sitting,0,8,0,154,0,0,0,0,0,0,0 +Stair up,1,11,1,1,33,3,0,0,0,0,0 +Stair down,0,0,0,18,6,29,0,0,0,0,0 +Ramp up,12,23,2,13,31,1,18,0,0,0,0 +Ramp down,1,0,0,10,1,77,0,9,0,0,0 +Grass walking,11,4,0,3,16,16,0,0,21,3,0 +Uneven ground walking,4,1,3,5,17,37,6,0,2,14,0 +Carry,95,0,2,1,11,163,1,61,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..2f59cc51984b395a40820916aae9c678fd466710 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,18,0,1,2,5,10,0,0,1,0,0 +Sit to stand,2,6,0,1,0,0,0,0,0,0,0 +Stand to sit,2,1,1,2,0,2,0,0,0,1,0 +Sitting,0,2,0,6,0,0,0,0,0,0,0 +Stair up,3,1,0,0,0,0,0,0,0,0,0 +Stair down,0,0,0,1,1,2,0,0,0,0,0 +Ramp up,2,0,0,1,0,1,0,0,0,0,0 +Ramp down,0,0,0,0,1,2,0,0,0,0,0 +Grass walking,2,0,0,0,0,2,0,1,0,0,0 +Uneven ground walking,1,0,0,1,0,1,0,1,0,0,0 +Carry,5,0,1,0,2,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..80ab2070f309c27fbd0d6bf9c0b1463f244543b0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6623931623931624,0.3668639053254438,0.4722010662604722,845.0,468,845 +Sit to stand,0.32098765432098764,0.7647058823529411,0.45217391304347826,34.0,81,34 +Stand to sit,0.5675675675675675,0.39622641509433965,0.4666666666666667,53.0,37,53 +Sitting,0.5211726384364821,0.9411764705882353,0.6708595387840671,170.0,307,170 +Stair up,0.09880239520958084,0.6111111111111112,0.17010309278350516,54.0,334,54 +Stair down,0.06313645621181263,0.543859649122807,0.11313868613138686,57.0,491,57 +Ramp up,0.6206896551724138,0.17307692307692307,0.2706766917293233,104.0,29,104 +Ramp down,0.08737864077669903,0.0891089108910891,0.08823529411764706,101.0,103,101 +Grass walking,0.4117647058823529,0.26582278481012656,0.3230769230769231,79.0,51,79 +Uneven ground walking,0.5833333333333334,0.15053763440860216,0.23931623931623933,93.0,24,93 +Carry,0.7407407407407407,0.055248618784530384,0.10282776349614396,362.0,27,362 +accuracy,0.3396516393442623,0.3396516393442623,0.3396516393442623,0.3396516393442623,0,0 +macro avg,0.4252697227313757,0.3961580277787408,0.30629780685507757,1952.0,0,0 +weighted avg,0.5771285175200005,0.3396516393442623,0.3539257270957088,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c00387aff8c1a8d6c3f1bc2db7ca45117b2d5ca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.674364896073903,0.3613861386138614,0.47058823529411764,808.0,433,808 +Sit to stand,0.28169014084507044,0.8,0.4166666666666667,25.0,71,25 +Stand to sit,0.5882352941176471,0.45454545454545453,0.5128205128205128,44.0,34,44 +Sitting,0.5255972696245734,0.9506172839506173,0.676923076923077,162.0,293,162 +Stair up,0.10153846153846154,0.66,0.176,50.0,325,50 +Stair down,0.06157112526539278,0.5471698113207547,0.11068702290076336,53.0,471,53 +Ramp up,0.6206896551724138,0.18,0.27906976744186046,100.0,29,100 +Ramp down,0.0891089108910891,0.09183673469387756,0.09045226130653267,98.0,101,98 +Grass walking,0.42,0.28378378378378377,0.3387096774193548,74.0,50,74 +Uneven ground walking,0.6086956521739131,0.15730337078651685,0.25,89.0,23,89 +Carry,0.7407407407407407,0.05649717514124294,0.10498687664041995,354.0,27,354 +accuracy,0.3392568659127625,0.3392568659127625,0.3392568659127625,0.3392568659127625,0,0 +macro avg,0.42838474058574594,0.4130127048032826,0.3115367361284823,1857.0,0,0 +weighted avg,0.586739992964704,0.3392568659127625,0.35476315715436846,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..88d4594aa33d083d7141b916dc15c01c8f452096 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5142857142857142,0.4864864864864865,0.5,37.0,35,37 +Sit to stand,0.6,0.6666666666666666,0.631578947368421,9.0,10,9 +Stand to sit,0.3333333333333333,0.1111111111111111,0.16666666666666666,9.0,3,9 +Sitting,0.42857142857142855,0.75,0.5454545454545454,8.0,14,8 +Stair up,0.0,0.0,0.0,4.0,9,4 +Stair down,0.1,0.5,0.16666666666666666,4.0,20,4 +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,0.0,0.0,0.0,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,1,4 +Carry,0.0,0.0,0.0,8.0,0,8 +accuracy,0.3473684210526316,0.3473684210526316,0.3473684210526316,0.3473684210526316,0,0 +macro avg,0.17965367965367965,0.2285694785694786,0.1827606205596636,95.0,0,0 +weighted avg,0.3290225563909774,0.3473684210526316,0.3233106690170402,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..cd063be31e730facfe06dd9b717f5ed7340c345c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,327,4,10,82,211,140,5,32,28,3,5 +Sit to stand,4,25,0,7,0,0,0,0,0,0,0 +Stand to sit,20,1,19,5,0,4,0,0,0,1,1 +Sitting,0,10,0,159,0,0,0,0,0,0,0 +Stair up,6,12,0,2,31,2,0,0,0,0,0 +Stair down,0,0,0,20,6,32,0,0,0,0,0 +Ramp up,15,22,0,16,30,5,17,0,0,0,0 +Ramp down,2,0,0,10,3,78,0,9,0,0,0 +Grass walking,15,8,0,0,15,18,1,1,20,0,0 +Uneven ground walking,10,1,2,6,14,39,7,1,2,11,0 +Carry,102,0,2,1,12,164,1,58,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..3db9f84169170bd2c9bf864ff24852e0bd8e108a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,306,4,9,82,205,131,5,31,28,3,5 +Sit to stand,1,22,0,4,0,0,0,0,0,0,0 +Stand to sit,20,0,18,2,0,1,0,0,0,0,1 +Sitting,0,8,0,153,0,0,0,0,0,0,0 +Stair up,4,12,0,2,29,2,0,0,0,0,0 +Stair down,0,0,0,19,5,30,0,0,0,0,0 +Ramp up,14,22,0,15,30,4,16,0,0,0,0 +Ramp down,1,0,0,10,1,77,0,9,0,0,0 +Grass walking,12,8,0,0,15,16,1,1,20,0,0 +Uneven ground walking,10,1,2,5,14,37,7,0,2,11,0 +Carry,97,0,2,0,10,164,1,58,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..092ddbaca6b7aad81a85702a62f8a853fa8a935f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,21,0,1,0,6,9,0,1,0,0,0 +Sit to stand,3,3,0,3,0,0,0,0,0,0,0 +Stand to sit,0,1,1,3,0,3,0,0,0,1,0 +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,1,0,0,1,0,1,1,0,0,0,0 +Ramp down,1,0,0,0,2,1,0,0,0,0,0 +Grass walking,3,0,0,0,0,2,0,0,0,0,0 +Uneven ground walking,0,0,0,1,0,2,0,1,0,0,0 +Carry,5,0,0,1,2,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..acf49c0672cb196bcef6303e0495f74af16b1c6b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.6526946107784432,0.3860684769775679,0.48516320474777447,847.0,501,847 +Sit to stand,0.30120481927710846,0.6944444444444444,0.42016806722689076,36.0,83,36 +Stand to sit,0.5757575757575758,0.37254901960784315,0.4523809523809524,51.0,33,51 +Sitting,0.5162337662337663,0.9408284023668639,0.6666666666666666,169.0,308,169 +Stair up,0.09627329192546584,0.5849056603773585,0.16533333333333333,53.0,322,53 +Stair down,0.06639004149377593,0.5517241379310345,0.11851851851851852,58.0,482,58 +Ramp up,0.5483870967741935,0.1619047619047619,0.25,105.0,31,105 +Ramp down,0.0891089108910891,0.08823529411764706,0.08866995073891626,102.0,101,102 +Grass walking,0.4,0.2564102564102564,0.3125,78.0,50,78 +Uneven ground walking,0.7333333333333333,0.11827956989247312,0.2037037037037037,93.0,15,93 +Carry,0.7692307692307693,0.05555555555555555,0.10362694300518134,360.0,26,360 +accuracy,0.3432377049180328,0.3432377049180328,0.3432377049180328,0.3432377049180328,0,0 +macro avg,0.43169220142686554,0.3828095981441642,0.29697557639290345,1952.0,0,0 +weighted avg,0.5800352405504136,0.3432377049180328,0.355201639201869,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..64cbae5a782709e4cff2cd94eaa88fdefb712a92 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,0.6580645161290323,0.37824474660074164,0.4803767660910518,809.0,465,809 +Sit to stand,0.2857142857142857,0.8148148148148148,0.4230769230769231,27.0,77,27 +Stand to sit,0.5806451612903226,0.42857142857142855,0.4931506849315068,42.0,31,42 +Sitting,0.523972602739726,0.9503105590062112,0.6754966887417219,161.0,292,161 +Stair up,0.09385113268608414,0.5918367346938775,0.16201117318435754,49.0,309,49 +Stair down,0.06493506493506493,0.5555555555555556,0.11627906976744186,54.0,462,54 +Ramp up,0.5333333333333333,0.15841584158415842,0.24427480916030533,101.0,30,101 +Ramp down,0.09090909090909091,0.09183673469387756,0.09137055837563451,98.0,99,98 +Grass walking,0.4,0.273972602739726,0.3252032520325203,73.0,50,73 +Uneven ground walking,0.7857142857142857,0.12359550561797752,0.21359223300970873,89.0,14,89 +Carry,0.7692307692307693,0.056818181818181816,0.10582010582010581,352.0,26,352 +accuracy,0.3417789757412399,0.3417789757412399,0.3417789757412399,0.3417789757412399,0,0 +macro avg,0.435124567516545,0.40217933688150453,0.30278656947193433,1855.0,0,0 +weighted avg,0.587392950867727,0.3417789757412399,0.3543703975362114,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..28b2c35074785fbf6859dc5f40f0bf01fb6fb55e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5833333333333334,0.5526315789473685,0.5675675675675675,38.0,36,38 +Sit to stand,0.5,0.3333333333333333,0.4,9.0,6,9 +Stand to sit,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Sitting,0.375,0.75,0.5,8.0,16,8 +Stair up,0.15384615384615385,0.5,0.23529411764705882,4.0,13,4 +Stair down,0.1,0.5,0.16666666666666666,4.0,20,4 +Ramp up,1.0,0.25,0.4,4.0,1,4 +Ramp down,0.0,0.0,0.0,4.0,2,4 +Grass walking,0.0,0.0,0.0,5.0,0,5 +Uneven ground walking,0.0,0.0,0.0,4.0,1,4 +Carry,0.0,0.0,0.0,8.0,0,8 +accuracy,0.3711340206185567,0.3711340206185567,0.3711340206185567,0.3711340206185567,0,0 +macro avg,0.29201631701631703,0.27246145667198296,0.22284968488177045,97.0,0,0 +weighted avg,0.403938673010838,0.3711340206185567,0.3506368488782073,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..bb892d24afac5dea8e9dedc3485b6f5ca2036a42 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,341,4,10,83,209,128,5,33,26,2,6 +Sit to stand,2,26,0,7,0,0,0,0,0,0,0 +Stand to sit,22,2,18,4,0,5,0,0,0,0,1 +Sitting,0,9,0,159,0,0,0,0,0,0,0 +Stair up,8,10,0,2,32,2,0,0,0,0,0 +Stair down,0,0,0,20,6,31,0,0,0,0,0 +Ramp up,19,22,0,13,30,5,15,0,0,0,0 +Ramp down,2,0,0,10,4,77,0,9,0,0,0 +Grass walking,18,8,0,0,15,17,0,1,18,0,0 +Uneven ground walking,18,1,1,6,18,35,5,2,1,7,0 +Carry,97,0,4,2,14,167,0,60,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..4adda25a70754d0eec771596608aa8b769e6e17f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,320,4,9,82,203,120,5,33,26,2,6 +Sit to stand,0,22,0,4,0,0,0,0,0,0,0 +Stand to sit,19,2,16,2,0,3,0,0,0,0,1 +Sitting,0,9,0,151,0,0,0,0,0,0,0 +Stair up,6,10,0,2,30,2,0,0,0,0,0 +Stair down,0,0,0,19,5,29,0,0,0,0,0 +Ramp up,17,22,0,12,30,4,15,0,0,0,0 +Ramp down,2,0,0,10,2,75,0,9,0,0,0 +Grass walking,16,8,0,0,15,15,0,1,18,0,0 +Uneven ground walking,17,1,1,5,18,34,5,1,1,7,0 +Carry,92,0,4,1,12,167,0,60,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..d1ac8b30bc985e3bc41018aeb759b88f9bb9ee37 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,21,0,1,1,6,8,0,0,0,0,0 +Sit to stand,2,4,0,3,0,0,0,0,0,0,0 +Stand to sit,3,0,2,2,0,2,0,0,0,0,0 +Sitting,0,0,0,8,0,0,0,0,0,0,0 +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,2,0,0,1,0,1,0,0,0,0,0 +Ramp down,0,0,0,0,2,2,0,0,0,0,0 +Grass walking,2,0,0,0,0,2,0,0,0,0,0 +Uneven ground walking,1,0,0,1,0,1,0,1,0,0,0 +Carry,5,0,0,1,2,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..e60fbc71876ca036b3536579c4bf01f1d9ba0637 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6470588235294118,0.4025974025974026,0.4963609898107715,847.0,527,847 +Sit to stand,0.3170731707317073,0.7428571428571429,0.4444444444444444,35.0,82,35 +Stand to sit,0.5454545454545454,0.34615384615384615,0.4235294117647059,52.0,33,52 +Sitting,0.5196078431372549,0.9464285714285714,0.6708860759493671,168.0,306,168 +Stair up,0.0975609756097561,0.5925925925925926,0.16753926701570682,54.0,328,54 +Stair down,0.06638115631691649,0.543859649122807,0.1183206106870229,57.0,467,57 +Ramp up,0.6,0.14423076923076922,0.23255813953488372,104.0,25,104 +Ramp down,0.08571428571428572,0.08823529411764706,0.08695652173913043,102.0,105,102 +Grass walking,0.4,0.23376623376623376,0.29508196721311475,77.0,45,77 +Uneven ground walking,0.7777777777777778,0.07446808510638298,0.13592233009708737,94.0,9,94 +Carry,0.72,0.049723756906077346,0.09302325581395349,362.0,25,362 +accuracy,0.3452868852459016,0.3452868852459016,0.3452868852459016,0.3452868852459016,0,0 +macro avg,0.4342389616610596,0.3786284858072248,0.2876930012791081,1952.0,0,0 +weighted avg,0.5735451461898955,0.3452868852459016,0.3528305021325575,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8ea38cf7af6be4a06c18c9c562eac94d338baada --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.65439672801636,0.3950617283950617,0.4926866820631255,810.0,489,810 +Sit to stand,0.28205128205128205,0.8461538461538461,0.4230769230769231,26.0,78,26 +Stand to sit,0.5333333333333333,0.37209302325581395,0.4383561643835616,43.0,30,43 +Sitting,0.5243055555555556,0.94375,0.6741071428571429,160.0,288,160 +Stair up,0.09523809523809523,0.6,0.1643835616438356,50.0,315,50 +Stair down,0.0645879732739421,0.5471698113207547,0.11553784860557768,53.0,449,53 +Ramp up,0.6,0.15,0.24,100.0,25,100 +Ramp down,0.08653846153846154,0.09183673469387756,0.0891089108910891,98.0,104,98 +Grass walking,0.4,0.2465753424657534,0.3050847457627119,73.0,45,73 +Uneven ground walking,0.7777777777777778,0.07777777777777778,0.1414141414141414,90.0,9,90 +Carry,0.72,0.05084745762711865,0.09498680738786279,354.0,25,354 +accuracy,0.341949380721594,0.341949380721594,0.341949380721594,0.341949380721594,0,0 +macro avg,0.43074810970770977,0.39284233833545484,0.2889766298259974,1857.0,0,0 +weighted avg,0.5788706202611741,0.341949380721594,0.35136339079463436,1857.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1418f1e4bfc29b52728570ea60dd835bd9041bc0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5526315789473685,0.5675675675675675,0.56,37.0,38,37 +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,0.4444444444444444,1.0,0.6153846153846154,8.0,18,8 +Stair up,0.15384615384615385,0.5,0.23529411764705882,4.0,13,4 +Stair down,0.1111111111111111,0.5,0.18181818181818182,4.0,18,4 +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,0.0,0.0,0.0,8.0,0,8 +accuracy,0.4105263157894737,0.4105263157894737,0.4105263157894737,0.4105263157894737,0,0 +macro avg,0.2662454504559768,0.29402129402129407,0.23101953305161863,95.0,0,0 +weighted avg,0.4217131898572342,0.4105263157894737,0.37736829115157294,95.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..254843e232b32cd6894939a5fc85cb689af3ad0f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,354,2,8,88,206,119,4,30,25,2,6 +Sit to stand,3,24,0,8,0,0,0,0,0,0,0 +Stand to sit,26,1,15,5,0,5,0,0,0,0,1 +Sitting,0,11,0,157,0,0,0,0,0,0,0 +Stair up,9,9,0,2,31,2,0,0,0,0,0 +Stair down,0,0,0,18,5,34,0,0,0,0,0 +Ramp up,29,17,0,12,30,7,11,0,0,0,0 +Ramp down,5,0,0,10,5,73,0,9,0,0,0 +Grass walking,23,6,0,0,15,16,0,1,17,0,0 +Uneven ground walking,28,1,1,6,14,32,2,2,1,7,0 +Carry,103,0,4,2,10,166,0,57,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..ca912b9af614a452e1bb83bfd89a25fba2b7e2e6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,336,2,7,85,199,110,4,30,25,2,6 +Sit to stand,1,20,0,5,0,0,0,0,0,0,0 +Stand to sit,21,1,14,2,0,5,0,0,0,0,1 +Sitting,0,10,0,150,0,0,0,0,0,0,0 +Stair up,7,7,0,2,31,2,0,0,0,0,0 +Stair down,0,0,0,17,5,31,0,0,0,0,0 +Ramp up,27,17,0,11,30,6,11,0,0,0,0 +Ramp down,5,0,0,10,3,71,0,9,0,0,0 +Grass walking,22,6,0,0,15,14,0,1,17,0,0 +Uneven ground walking,28,1,1,6,13,30,2,1,1,7,0 +Carry,95,0,4,1,9,166,0,57,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..219a383db00c98817c0357d21c4d3f0792abcc6c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,18,0,1,3,7,9,0,0,0,0,0 +Sit to stand,2,4,0,3,0,0,0,0,0,0,0 +Stand to sit,5,0,1,3,0,0,0,0,0,0,0 +Sitting,0,1,0,7,0,0,0,0,0,0,0 +Stair up,2,2,0,0,0,0,0,0,0,0,0 +Stair down,0,0,0,1,0,3,0,0,0,0,0 +Ramp up,2,0,0,1,0,1,0,0,0,0,0 +Ramp down,0,0,0,0,2,2,0,0,0,0,0 +Grass walking,1,0,0,0,0,2,0,0,0,0,0 +Uneven ground walking,0,0,0,0,1,2,0,1,0,0,0 +Carry,8,0,0,1,1,0,0,0,0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0f35a36ca0ef464a57477a7f1959b72b3ac33247 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6103448275862069,0.4194312796208531,0.49719101123595505,844.0,580,844 +Sit to stand,0.3380281690140845,0.6857142857142857,0.4528301886792453,35.0,71,35 +Stand to sit,0.5357142857142857,0.2830188679245283,0.37037037037037035,53.0,28,53 +Sitting,0.5097402597402597,0.9345238095238095,0.6596638655462185,168.0,308,168 +Stair up,0.0981012658227848,0.5849056603773585,0.16802168021680217,53.0,316,53 +Stair down,0.07488986784140969,0.5964912280701754,0.13307240704500978,57.0,454,57 +Ramp up,0.6470588235294118,0.10377358490566038,0.17886178861788618,106.0,17,106 +Ramp down,0.09090909090909091,0.08823529411764706,0.08955223880597014,102.0,99,102 +Grass walking,0.3953488372093023,0.21794871794871795,0.2809917355371901,78.0,43,78 +Uneven ground walking,0.7777777777777778,0.07446808510638298,0.13592233009708737,94.0,9,94 +Carry,0.7407407407407407,0.055248618784530384,0.10282776349614396,362.0,27,362 +accuracy,0.3478483606557377,0.3478483606557377,0.3478483606557377,0.3478483606557377,0,0 +macro avg,0.4380594496259413,0.3676144938267226,0.2790277617861708,1952.0,0,0 +weighted avg,0.5637380952159171,0.3478483606557377,0.3496071148154232,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c7fd790a5a0fdb08f260ecc900652cba75e0c96c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6199261992619927,0.41687344913151364,0.49851632047477745,806.0,542,806 +Sit to stand,0.3125,0.7692307692307693,0.4444444444444444,26.0,64,26 +Stand to sit,0.5384615384615384,0.3181818181818182,0.4,44.0,26,44 +Sitting,0.5190311418685121,0.9375,0.6681514476614699,160.0,289,160 +Stair up,0.10163934426229508,0.6326530612244898,0.1751412429378531,49.0,305,49 +Stair down,0.07126436781609195,0.5849056603773585,0.12704918032786885,53.0,435,53 +Ramp up,0.6470588235294118,0.10784313725490197,0.18487394957983194,102.0,17,102 +Ramp down,0.09183673469387756,0.09183673469387756,0.09183673469387756,98.0,98,98 +Grass walking,0.3953488372093023,0.22666666666666666,0.288135593220339,75.0,43,75 +Uneven ground walking,0.7777777777777778,0.07777777777777778,0.1414141414141414,90.0,9,90 +Carry,0.7407407407407407,0.056818181818181816,0.10554089709762533,352.0,27,352 +accuracy,0.34824797843665767,0.34824797843665767,0.34824797843665767,0.34824797843665767,0,0 +macro avg,0.43778050051104905,0.3836624778506686,0.28410035925929356,1855.0,0,0 +weighted avg,0.5707126953590186,0.34824797843665767,0.35176520204835493,1855.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..51997303a9608047cc431eb30a902dcac8cd4083 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.47368421052631576,0.47368421052631576,0.47368421052631576,38.0,38,38 +Sit to stand,0.5714285714285714,0.4444444444444444,0.5,9.0,7,9 +Stand to sit,0.5,0.1111111111111111,0.18181818181818182,9.0,2,9 +Sitting,0.3684210526315789,0.875,0.5185185185185185,8.0,19,8 +Stair up,0.0,0.0,0.0,4.0,11,4 +Stair down,0.15789473684210525,0.75,0.2608695652173913,4.0,19,4 +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,0.0,0.0,0.0,3.0,0,3 +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,0.1883116883116883,0.24129452418926103,0.17589913418912795,97.0,0,0 +weighted avg,0.32187427331214635,0.3402061855670103,0.302350412838983,97.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..c745d1ef0d40efe25d79f41e32ca57b649a90253 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,363,2,6,92,201,116,4,29,25,3,6 +Sit to stand,7,19,0,8,0,0,0,0,0,0,0 +Stand to sit,28,1,9,8,0,6,0,0,0,0,1 +Sitting,0,13,0,155,0,0,0,0,0,0,0 +Stair up,24,4,0,1,25,0,0,0,0,0,0 +Stair down,0,3,0,12,5,37,0,0,0,0,0 +Ramp up,46,8,0,8,29,8,5,0,0,0,0 +Ramp down,19,0,0,10,6,55,0,11,0,0,0 +Grass walking,38,3,0,0,12,10,0,2,14,0,0 +Uneven ground walking,40,1,0,8,16,21,0,2,1,4,0 +Carry,117,0,4,1,10,158,0,52,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..21c409699cfea1da16ff5920b22c5b7fb86ceafc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,344,2,6,89,196,108,4,29,23,3,6 +Sit to stand,3,17,0,5,0,0,0,0,0,0,0 +Stand to sit,22,1,8,5,0,6,0,0,0,0,1 +Sitting,0,13,0,147,0,0,0,0,0,0,0 +Stair up,20,4,0,1,25,0,0,0,0,0,0 +Stair down,0,3,0,12,5,33,0,0,0,0,0 +Ramp up,44,8,0,8,28,7,5,0,0,0,0 +Ramp down,19,0,0,9,5,54,0,11,0,0,0 +Grass walking,37,3,0,0,11,8,0,1,14,0,0 +Uneven ground walking,38,1,0,8,15,20,0,2,1,4,0 +Carry,111,0,4,1,9,158,0,52,0,0,19 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..ceb25adf5cdb832093e336e79089a94e63df8465 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,19,0,0,3,5,8,0,0,2,0,0 +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,0,0,0,8,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +Stair down,0,0,0,0,0,4,0,0,0,0,0 +Ramp up,2,0,0,0,1,1,0,0,0,0,0 +Ramp down,0,0,0,1,1,1,0,0,0,0,0 +Grass walking,1,0,0,0,1,2,0,1,0,0,0 +Uneven ground walking,2,0,0,0,1,1,0,0,0,0,0 +Carry,6,0,0,0,1,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b26a93ce7ddf05f31fa695e8e1a2cf17a0f6e825 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.532258064516129,0.42857142857142855,0.4748201438848921,847.0,682,847 +Sit to stand,0.35185185185185186,0.5588235294117647,0.4318181818181818,34.0,54,34 +Stand to sit,0.47368421052631576,0.16981132075471697,0.25,53.0,19,53 +Sitting,0.5115511551155115,0.9226190476190477,0.6581740976645435,168.0,303,168 +Stair up,0.08223684210526316,0.46296296296296297,0.13966480446927373,54.0,304,54 +Stair down,0.09002433090024331,0.6491228070175439,0.1581196581196581,57.0,411,57 +Ramp up,0.5555555555555556,0.04807692307692308,0.08849557522123894,104.0,9,104 +Ramp down,0.11458333333333333,0.10891089108910891,0.1116751269035533,101.0,96,101 +Grass walking,0.35,0.17721518987341772,0.23529411764705882,79.0,40,79 +Uneven ground walking,0.5714285714285714,0.043010752688172046,0.08,93.0,7,93 +Carry,0.7407407407407407,0.055248618784530384,0.10282776349614396,362.0,27,362 +accuracy,0.3391393442622951,0.3391393442622951,0.3391393442622951,0.3391393442622951,0,0 +macro avg,0.39762860509759235,0.3294884974408743,0.24826267902041313,1952.0,0,0 +weighted avg,0.5131635639835413,0.3391393442622951,0.3283642734293627,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..b395dcce143ad09eddcd060348fd9ade60b5ad33 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5391849529780565,0.4246913580246914,0.47513812154696133,810.0,638,810 +Sit to stand,0.3269230769230769,0.68,0.44155844155844154,25.0,52,25 +Stand to sit,0.4444444444444444,0.18604651162790697,0.26229508196721313,43.0,18,43 +Sitting,0.5157894736842106,0.91875,0.6606741573033708,160.0,285,160 +Stair up,0.08503401360544217,0.5,0.14534883720930233,50.0,294,50 +Stair down,0.08375634517766498,0.6226415094339622,0.1476510067114094,53.0,394,53 +Ramp up,0.5555555555555556,0.05,0.09174311926605505,100.0,9,100 +Ramp down,0.11578947368421053,0.11224489795918367,0.11398963730569948,98.0,95,98 +Grass walking,0.3684210526315789,0.1891891891891892,0.25,74.0,38,74 +Uneven ground walking,0.5714285714285714,0.0449438202247191,0.08333333333333333,89.0,7,89 +Carry,0.7307692307692307,0.05367231638418079,0.1,354.0,26,354 +accuracy,0.33782327586206895,0.33782327586206895,0.33782327586206895,0.33782327586206895,0,0 +macro avg,0.3942814718983675,0.34383450934943943,0.2519756123819806,1856.0,0,0 +weighted avg,0.5166792215147475,0.33782327586206895,0.3284710675918802,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..8807877c75432623f079d804095d6a7043199627 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4318181818181818,0.5135135135135135,0.4691358024691358,37.0,44,37 +Sit to stand,1.0,0.2222222222222222,0.36363636363636365,9.0,2,9 +Stand to sit,1.0,0.1,0.18181818181818182,10.0,1,10 +Sitting,0.4444444444444444,1.0,0.6153846153846154,8.0,18,8 +Stair up,0.0,0.0,0.0,4.0,10,4 +Stair down,0.23529411764705882,1.0,0.38095238095238093,4.0,17,4 +Ramp up,0.0,0.0,0.0,4.0,0,4 +Ramp down,0.0,0.0,0.0,3.0,1,3 +Grass walking,0.0,0.0,0.0,5.0,2,5 +Uneven ground walking,0.0,0.0,0.0,4.0,0,4 +Carry,1.0,0.125,0.2222222222222222,8.0,1,8 +accuracy,0.3645833333333333,0.3645833333333333,0.3645833333333333,0.3645833333333333,0,0 +macro avg,0.3737778858099714,0.2691577941577942,0.2030135969529909,96.0,0,0 +weighted avg,0.4945208828480887,0.3645833333333333,0.3195166459055348,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..882b52d055452ebf10a43ba8e592dee981c14743 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,411,1,3,99,194,86,4,29,11,4,7 +Sit to stand,15,3,0,16,0,0,0,0,0,0,0 +Stand to sit,36,0,2,7,0,8,0,0,0,0,0 +Sitting,11,4,0,151,0,0,0,0,0,0,0 +Stair up,34,0,1,1,18,0,0,0,0,0,0 +Stair down,12,0,0,13,5,27,0,0,0,0,0 +Ramp up,63,0,1,6,21,12,1,0,0,0,0 +Ramp down,69,0,0,4,9,14,0,5,0,0,0 +Grass walking,61,0,0,0,5,4,0,2,7,0,0 +Uneven ground walking,65,0,1,6,8,10,0,2,1,0,0 +Carry,154,0,0,6,13,133,0,38,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_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..fc407209e37e94cf67b084c3e2308d2958c4aaf6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,392,1,2,96,190,79,4,28,10,3,7 +Sit to stand,10,3,0,12,0,0,0,0,0,0,0 +Stand to sit,30,0,2,3,0,8,0,0,0,0,0 +Sitting,8,4,0,146,0,0,0,0,0,0,0 +Stair up,30,0,1,1,18,0,0,0,0,0,0 +Stair down,12,0,0,12,4,25,0,0,0,0,0 +Ramp up,61,0,1,6,20,11,1,0,0,0,0 +Ramp down,67,0,0,4,8,14,0,5,0,0,0 +Grass walking,59,0,0,0,3,4,0,1,7,0,0 +Uneven ground walking,62,0,1,6,8,9,0,2,1,0,0 +Carry,149,0,0,6,11,133,0,38,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..46562ccf7de3bf42312616793840671e665be216 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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,19,0,1,3,4,7,0,1,1,1,0 +Sit to stand,5,0,0,4,0,0,0,0,0,0,0 +Stand to sit,6,0,0,4,0,0,0,0,0,0,0 +Sitting,3,0,0,5,0,0,0,0,0,0,0 +Stair up,4,0,0,0,0,0,0,0,0,0,0 +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,2,0,0,0,1,0,0,0,0,0,0 +Grass walking,2,0,0,0,2,0,0,1,0,0,0 +Uneven ground walking,3,0,0,0,0,1,0,0,0,0,0 +Carry,5,0,0,0,2,0,0,0,0,0,1 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..307a1be4db32e44c42458e389244ebdf3b97adb6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4414607948442535,0.4840989399293286,0.46179775280898877,849.0,931,849 +Sit to stand,0.375,0.08823529411764706,0.14285714285714285,34.0,8,34 +Stand to sit,0.25,0.03773584905660377,0.06557377049180328,53.0,8,53 +Sitting,0.4886731391585761,0.9096385542168675,0.6357894736842106,166.0,309,166 +Stair up,0.06593406593406594,0.3333333333333333,0.11009174311926606,54.0,273,54 +Stair down,0.09183673469387756,0.47368421052631576,0.15384615384615385,57.0,294,57 +Ramp up,0.2,0.009615384615384616,0.01834862385321101,104.0,5,104 +Ramp down,0.06578947368421052,0.04950495049504951,0.05649717514124294,101.0,76,101 +Grass walking,0.3684210526315789,0.08860759493670886,0.14285714285714285,79.0,19,79 +Uneven ground walking,0.0,0.0,0.0,93.0,4,93 +Carry,0.72,0.049723756906077346,0.09302325581395349,362.0,25,362 +accuracy,0.32940573770491804,0.32940573770491804,0.32940573770491804,0.32940573770491804,0,0 +macro avg,0.2788286600860511,0.22947071528484697,0.1709711122248287,1952.0,0,0 +weighted avg,0.41388580397596586,0.32940573770491804,0.2936622370992085,1952.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..eda010002f4d6aeacb305b61e8ad160a353c252d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.44545454545454544,0.4827586206896552,0.46335697399527187,812.0,880,812 +Sit to stand,0.375,0.12,0.18181818181818182,25.0,8,25 +Stand to sit,0.2857142857142857,0.046511627906976744,0.08,43.0,7,43 +Sitting,0.5,0.9240506329113924,0.6488888888888888,158.0,292,158 +Stair up,0.06870229007633588,0.36,0.11538461538461539,50.0,262,50 +Stair down,0.08833922261484099,0.4716981132075472,0.1488095238095238,53.0,283,53 +Ramp up,0.2,0.01,0.01904761904761905,100.0,5,100 +Ramp down,0.06756756756756757,0.05102040816326531,0.05813953488372093,98.0,74,98 +Grass walking,0.3888888888888889,0.0945945945945946,0.15217391304347827,74.0,18,74 +Uneven ground walking,0.0,0.0,0.0,89.0,3,89 +Carry,0.7083333333333334,0.0480225988700565,0.08994708994708994,354.0,24,354 +accuracy,0.33189655172413796,0.33189655172413796,0.33189655172413796,0.33189655172413796,0,0 +macro avg,0.284363648513618,0.2371505996675898,0.17796057643803545,1856.0,0,0 +weighted avg,0.4184462811942931,0.33189655172413796,0.29693775492190144,1856.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/subject_Subject30/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c1cc5c9cde04e475612813cc507dbab5fc2cdef5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.37254901960784315,0.5135135135135135,0.4318181818181818,37.0,51,37 +Sit to stand,0.0,0.0,0.0,9.0,0,9 +Stand to sit,0.0,0.0,0.0,10.0,1,10 +Sitting,0.29411764705882354,0.625,0.4,8.0,17,8 +Stair up,0.0,0.0,0.0,4.0,11,4 +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,0.0,0.0,0.0,3.0,2,3 +Grass walking,0.0,0.0,0.0,5.0,1,5 +Uneven ground walking,0.0,0.0,0.0,4.0,1,4 +Carry,1.0,0.125,0.2222222222222222,8.0,1,8 +accuracy,0.28125,0.28125,0.28125,0.28125,0,0 +macro avg,0.16804407713498623,0.16031941031941033,0.12006427915518823,96.0,0,0 +weighted avg,0.25900549613784907,0.28125,0.2293928872053872,96.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results.csv new file mode 100644 index 0000000000000000000000000000000000000000..0594c5523c448657a65918b2fb24b65b1a820859 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_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_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.0s.csv new file mode 100644 index 0000000000000000000000000000000000000000..1660fda10abd020ab39e102df254e2a95d237a9b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/per_subject_results/test_subject_results_horizon_0.0s.csv @@ -0,0 +1,13 @@ +subject,subject,accuracy,macro_f1,weighted_f1,steady_macro_f1,transition_macro_f1 +Subject04,Subject04,0.6747262773722628,0.534110093968565,0.6266385942154175,0.5529771742472442,0.23291647231183993 +Subject13,Subject13,0.8147590361445783,0.8289648379904894,0.8110379606562917,0.8776592930866972,0.41530978521201506 +Subject14,Subject14,0.7230308219178082,0.4922715938464606,0.7168455052096109,0.5095658751885573,0.2133838383838384 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down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry +Level ground walking,14794,28,11,260,299,446,7,3007,75,21,820 +Sit to stand,240,219,53,643,0,0,0,0,0,0,5 +Stand to sit,620,17,393,379,0,12,0,16,0,1,58 +Sitting,483,47,84,3258,0,0,0,0,0,0,14 +Stair up,457,29,2,84,544,46,6,41,0,5,10 +Stair down,749,3,5,26,30,339,0,51,0,0,0 +Ramp up,1132,24,2,29,59,90,311,148,17,25,35 +Ramp down,810,0,0,11,22,245,0,1362,0,0,2 +Grass walking,1112,6,1,4,154,258,4,426,345,35,19 +Uneven ground walking,1250,1,4,20,101,155,32,414,24,289,12 +Carry,1989,0,3,1,17,674,8,856,0,0,2245 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..39e3dc6757796b896062c201e3ebfcb494cedd69 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14281,27,9,218,280,417,7,2930,71,19,768 +Sit to stand,125,180,48,506,0,0,0,0,0,0,5 +Stand to sit,495,8,369,260,0,9,0,12,0,0,47 +Sitting,443,28,79,3074,0,0,0,0,0,0,13 +Stair up,413,28,2,82,524,46,6,36,0,5,6 +Stair down,707,3,5,25,28,323,0,48,0,0,0 +Ramp up,1087,24,2,27,58,86,310,148,17,25,25 +Ramp down,761,0,0,11,17,241,0,1345,0,0,2 +Grass walking,1071,6,1,4,154,255,4,407,337,35,19 +Uneven ground walking,1213,1,4,19,101,144,32,405,22,284,7 +Carry,1901,0,2,1,15,672,8,849,0,0,2222 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..dde1e1c83f8ac6a5febada9e99cede8f29292fe5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,513,1,2,42,19,29,0,77,4,2,52 +Sit to stand,115,39,5,137,0,0,0,0,0,0,0 +Stand to sit,125,9,24,119,0,3,0,4,0,1,11 +Sitting,40,19,5,184,0,0,0,0,0,0,1 +Stair up,44,1,0,2,20,0,0,5,0,0,4 +Stair down,42,0,0,1,2,16,0,3,0,0,0 +Ramp up,45,0,0,2,1,4,1,0,0,0,10 +Ramp down,49,0,0,0,5,4,0,17,0,0,0 +Grass walking,41,0,0,0,0,3,0,19,8,0,0 +Uneven ground walking,37,0,0,1,0,11,0,9,2,5,5 +Carry,88,0,1,0,2,2,0,7,0,0,23 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..bcff6ab26ba106f5949af1a48f4addbec10b8b44 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6259096293789135,0.7483812221772562,0.6816883236568059,19768.0,23636,19768 +Sit to stand,0.5855614973262032,0.18879310344827585,0.28552803129074317,1160.0,374,1160 +Stand to sit,0.7043010752688172,0.2627005347593583,0.38266796494644595,1496.0,558,1496 +Sitting,0.6909862142099682,0.8383942357179619,0.7575863271712592,3886.0,4715,3886 +Stair up,0.4437194127243067,0.4444444444444444,0.4440816326530612,1224.0,1226,1224 +Stair down,0.14966887417218544,0.2817955112219451,0.19550173010380623,1203.0,2265,1203 +Ramp up,0.845108695652174,0.16613247863247863,0.27767857142857144,1872.0,368,1872 +Ramp down,0.21547223540579022,0.5554649265905384,0.31049811922945403,2452.0,6321,2452 +Grass walking,0.7483731019522777,0.14593908629441624,0.24424778761061947,2364.0,461,2364 +Uneven ground walking,0.7686170212765957,0.1255430060816681,0.21583271097834206,2302.0,376,2302 +Carry,0.6972049689440993,0.38753668220265836,0.4981693109952291,5793.0,3220,5793 +accuracy,0.5537454044117647,0.5537454044117647,0.5537454044117647,0.5537454044117647,0,0 +macro avg,0.5886293387555755,0.3768295665064547,0.39031641000584893,43520.0,0,0 +weighted avg,0.6250460506629016,0.5537454044117647,0.5363814959609039,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..306b356ae36cd0a439712773cb5106494d0f4169 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6347957505445171,0.7505649865979923,0.6878431750313072,19027.0,22497,19027 +Sit to stand,0.5901639344262295,0.20833333333333334,0.30795551753635586,864.0,305,864 +Stand to sit,0.708253358925144,0.3075,0.4288204532248693,1200.0,521,1200 +Sitting,0.7272297137449728,0.845202089634314,0.7817904374364191,3637.0,4227,3637 +Stair up,0.44519966015293116,0.4564459930313589,0.450752688172043,1148.0,1177,1148 +Stair down,0.14728682170542637,0.2835820895522388,0.19387755102040816,1139.0,2193,1139 +Ramp up,0.8446866485013624,0.17136539524599226,0.2849264705882353,1809.0,367,1809 +Ramp down,0.21763754045307443,0.5658392932267564,0.31436251022554634,2377.0,6180,2377 +Grass walking,0.7539149888143176,0.14696903619712168,0.245985401459854,2293.0,447,2293 +Uneven ground walking,0.7717391304347826,0.12724014336917563,0.21846153846153846,2232.0,368,2232 +Carry,0.7135517019910084,0.39188712522045854,0.50591985428051,5670.0,3114,5670 +accuracy,0.5616243115276839,0.5616243115276839,0.5616243115276839,0.5616243115276839,0,0 +macro avg,0.5958599317903424,0.38681177140079465,0.4018814179488261,41396.0,0,0 +weighted avg,0.6354308948666557,0.5616243115276839,0.5467388289978808,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d0cad27eeb181c657cb65a0ece34d99d8f3d72e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4503950834064969,0.6923076923076923,0.5457446808510639,741.0,1139,741 +Sit to stand,0.5652173913043478,0.13175675675675674,0.2136986301369863,296.0,69,296 +Stand to sit,0.6486486486486487,0.08108108108108109,0.14414414414414414,296.0,37,296 +Sitting,0.3770491803278688,0.7389558232931727,0.4993215739484396,249.0,488,249 +Stair up,0.40816326530612246,0.2631578947368421,0.32,76.0,49,76 +Stair down,0.2222222222222222,0.25,0.23529411764705882,64.0,72,64 +Ramp up,1.0,0.015873015873015872,0.03125,63.0,1,63 +Ramp down,0.12056737588652482,0.22666666666666666,0.1574074074074074,75.0,141,75 +Grass walking,0.5714285714285714,0.11267605633802817,0.18823529411764706,71.0,14,71 +Uneven ground walking,0.625,0.07142857142857142,0.1282051282051282,70.0,8,70 +Carry,0.2169811320754717,0.18699186991869918,0.20087336244541484,123.0,106,123 +accuracy,0.4001883239171375,0.4001883239171375,0.4001883239171375,0.4001883239171375,0,0 +macro avg,0.47324298823693417,0.25189958440004784,0.24219766717302635,2124.0,0,0 +weighted avg,0.47797911578419444,0.4001883239171375,0.3459740862210356,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..bcff6ab26ba106f5949af1a48f4addbec10b8b44 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6259096293789135,0.7483812221772562,0.6816883236568059,19768.0,23636,19768 +Sit to stand,0.5855614973262032,0.18879310344827585,0.28552803129074317,1160.0,374,1160 +Stand to sit,0.7043010752688172,0.2627005347593583,0.38266796494644595,1496.0,558,1496 +Sitting,0.6909862142099682,0.8383942357179619,0.7575863271712592,3886.0,4715,3886 +Stair up,0.4437194127243067,0.4444444444444444,0.4440816326530612,1224.0,1226,1224 +Stair down,0.14966887417218544,0.2817955112219451,0.19550173010380623,1203.0,2265,1203 +Ramp up,0.845108695652174,0.16613247863247863,0.27767857142857144,1872.0,368,1872 +Ramp down,0.21547223540579022,0.5554649265905384,0.31049811922945403,2452.0,6321,2452 +Grass walking,0.7483731019522777,0.14593908629441624,0.24424778761061947,2364.0,461,2364 +Uneven ground walking,0.7686170212765957,0.1255430060816681,0.21583271097834206,2302.0,376,2302 +Carry,0.6972049689440993,0.38753668220265836,0.4981693109952291,5793.0,3220,5793 +accuracy,0.5537454044117647,0.5537454044117647,0.5537454044117647,0.5537454044117647,0,0 +macro avg,0.5886293387555755,0.3768295665064547,0.39031641000584893,43520.0,0,0 +weighted avg,0.6250460506629016,0.5537454044117647,0.5363814959609039,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..306b356ae36cd0a439712773cb5106494d0f4169 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6347957505445171,0.7505649865979923,0.6878431750313072,19027.0,22497,19027 +Sit to stand,0.5901639344262295,0.20833333333333334,0.30795551753635586,864.0,305,864 +Stand to sit,0.708253358925144,0.3075,0.4288204532248693,1200.0,521,1200 +Sitting,0.7272297137449728,0.845202089634314,0.7817904374364191,3637.0,4227,3637 +Stair up,0.44519966015293116,0.4564459930313589,0.450752688172043,1148.0,1177,1148 +Stair down,0.14728682170542637,0.2835820895522388,0.19387755102040816,1139.0,2193,1139 +Ramp up,0.8446866485013624,0.17136539524599226,0.2849264705882353,1809.0,367,1809 +Ramp down,0.21763754045307443,0.5658392932267564,0.31436251022554634,2377.0,6180,2377 +Grass walking,0.7539149888143176,0.14696903619712168,0.245985401459854,2293.0,447,2293 +Uneven ground walking,0.7717391304347826,0.12724014336917563,0.21846153846153846,2232.0,368,2232 +Carry,0.7135517019910084,0.39188712522045854,0.50591985428051,5670.0,3114,5670 +accuracy,0.5616243115276839,0.5616243115276839,0.5616243115276839,0.5616243115276839,0,0 +macro avg,0.5958599317903424,0.38681177140079465,0.4018814179488261,41396.0,0,0 +weighted avg,0.6354308948666557,0.5616243115276839,0.5467388289978808,41396.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d0cad27eeb181c657cb65a0ece34d99d8f3d72e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4503950834064969,0.6923076923076923,0.5457446808510639,741.0,1139,741 +Sit to stand,0.5652173913043478,0.13175675675675674,0.2136986301369863,296.0,69,296 +Stand to sit,0.6486486486486487,0.08108108108108109,0.14414414414414414,296.0,37,296 +Sitting,0.3770491803278688,0.7389558232931727,0.4993215739484396,249.0,488,249 +Stair up,0.40816326530612246,0.2631578947368421,0.32,76.0,49,76 +Stair down,0.2222222222222222,0.25,0.23529411764705882,64.0,72,64 +Ramp up,1.0,0.015873015873015872,0.03125,63.0,1,63 +Ramp down,0.12056737588652482,0.22666666666666666,0.1574074074074074,75.0,141,75 +Grass walking,0.5714285714285714,0.11267605633802817,0.18823529411764706,71.0,14,71 +Uneven ground walking,0.625,0.07142857142857142,0.1282051282051282,70.0,8,70 +Carry,0.2169811320754717,0.18699186991869918,0.20087336244541484,123.0,106,123 +accuracy,0.4001883239171375,0.4001883239171375,0.4001883239171375,0.4001883239171375,0,0 +macro avg,0.47324298823693417,0.25189958440004784,0.24219766717302635,2124.0,0,0 +weighted avg,0.47797911578419444,0.4001883239171375,0.3459740862210356,2124.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..3b4e169db4c0935c79ee0ac5c8ba3739e157b065 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14811,28,16,268,291,425,13,3014,82,20,817 +Sit to stand,224,207,51,672,0,0,0,0,0,0,4 +Stand to sit,638,12,377,372,0,14,0,19,0,1,66 +Sitting,486,53,78,3243,0,0,0,0,0,0,14 +Stair up,478,30,1,82,527,41,5,44,0,5,8 +Stair down,767,3,5,27,26,327,0,52,0,0,0 +Ramp up,1148,23,0,31,50,90,303,148,20,21,37 +Ramp down,817,0,0,12,22,236,0,1360,0,0,2 +Grass walking,1156,9,0,2,143,241,5,432,328,30,20 +Uneven ground walking,1295,3,4,18,77,141,32,427,19,272,15 +Carry,1971,0,2,1,15,689,10,853,0,0,2246 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f1c5a06c78bd9aaeef750522f8783be4dba1d700 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14284,26,13,223,265,399,13,2941,78,19,766 +Sit to stand,123,173,46,515,0,0,0,0,0,0,4 +Stand to sit,517,7,346,259,0,10,0,12,0,0,54 +Sitting,444,36,73,3067,0,0,0,0,0,0,14 +Stair up,436,30,1,80,503,41,5,40,0,5,4 +Stair down,722,3,5,26,24,310,0,50,0,0,0 +Ramp up,1105,23,0,29,50,86,300,147,20,21,26 +Ramp down,767,0,0,12,17,233,0,1344,0,0,2 +Grass walking,1117,9,0,2,143,238,5,411,318,30,20 +Uneven ground walking,1258,3,4,17,76,131,32,417,18,267,9 +Carry,1879,0,2,0,13,687,10,845,0,0,2226 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..22a4d3e38a9ae090134e547c216fd5d1d1843da9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,527,2,3,45,26,26,0,73,4,1,51 +Sit to stand,101,34,5,157,0,0,0,0,0,0,0 +Stand to sit,121,5,31,113,0,4,0,7,0,1,12 +Sitting,42,17,5,176,0,0,0,0,0,0,0 +Stair up,42,0,0,2,24,0,0,4,0,0,4 +Stair down,45,0,0,1,2,17,0,2,0,0,0 +Ramp up,43,0,0,2,0,4,3,1,0,0,11 +Ramp down,50,0,0,0,5,3,0,16,0,0,0 +Grass walking,39,0,0,0,0,3,0,21,10,0,0 +Uneven ground walking,37,0,0,1,1,10,0,10,1,5,6 +Carry,92,0,0,1,2,2,0,8,0,0,20 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b1fce8539a190adf6a40427be9cf9ce754ad354d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6225463410533395,0.7485974222896133,0.6797778593721314,19785.0,23791,19785 +Sit to stand,0.5625,0.17875647668393782,0.2712975098296199,1158.0,368,1158 +Stand to sit,0.7059925093632958,0.2515010006671114,0.3708804722085588,1499.0,534,1499 +Sitting,0.6859137055837563,0.8371192565823439,0.7540106951871658,3874.0,4728,3874 +Stair up,0.4578627280625543,0.43161343161343163,0.44435075885328834,1221.0,1151,1221 +Stair down,0.1483666061705989,0.27091963545981773,0.1917326297273527,1207.0,2204,1207 +Ramp up,0.8233695652173914,0.1619454836985569,0.270656543099598,1871.0,368,1871 +Ramp down,0.2142069617262561,0.5553287055941201,0.30916117299386225,2449.0,6349,2449 +Grass walking,0.7305122494432071,0.1386306001690617,0.2330373001776199,2366.0,449,2366 +Uneven ground walking,0.7793696275071633,0.11810681719496309,0.20512820512820512,2303.0,349,2303 +Carry,0.6955713843295138,0.38811128391221705,0.4982253771073647,5787.0,3229,5787 +accuracy,0.5514935661764706,0.5514935661764706,0.5514935661764706,0.5514935661764706,0,0 +macro avg,0.5842010616779162,0.3709663739877431,0.38438713851679707,43520.0,0,0 +weighted avg,0.621226214396956,0.5514935661764706,0.5327451552492866,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f6d1a3bacc11a5c65860b75de8d8b1d99e67aad7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.630584495850256,0.7507226572765018,0.6854291129825572,19027.0,22652,19027 +Sit to stand,0.5580645161290323,0.20092915214866433,0.2954739538855679,861.0,310,861 +Stand to sit,0.7061224489795919,0.2871369294605809,0.40825958702064896,1205.0,490,1205 +Sitting,0.7250591016548463,0.8439735828288387,0.7800101729399797,3634.0,4230,3634 +Stair up,0.461044912923923,0.4393013100436681,0.44991055456171736,1145.0,1091,1145 +Stair down,0.1451990632318501,0.2719298245614035,0.18931297709923664,1140.0,2135,1140 +Ramp up,0.821917808219178,0.16602102933038185,0.27624309392265195,1807.0,365,1807 +Ramp down,0.2165297245045916,0.5658947368421052,0.3132137030995106,2375.0,6207,2375 +Grass walking,0.7327188940092166,0.13868294810292195,0.23322332233223322,2293.0,434,2293 +Uneven ground walking,0.7807017543859649,0.1196236559139785,0.20745920745920746,2232.0,342,2232 +Carry,0.71232,0.3931472977746379,0.5066575623079549,5662.0,3125,5662 +accuracy,0.5591455015586864,0.5591455015586864,0.5591455015586864,0.5591455015586864,0,0 +macro avg,0.5900238836262228,0.37976028402578943,0.39501756796466053,41381.0,0,0 +weighted avg,0.6310398634554337,0.5591455015586864,0.542836468892212,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..033bff0bbe1a89c8fc398ec7f487f0243699ded0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4626865671641791,0.6952506596306068,0.5556141275698471,758.0,1139,758 +Sit to stand,0.5862068965517241,0.11447811447811448,0.19154929577464788,297.0,58,297 +Stand to sit,0.7045454545454546,0.1054421768707483,0.1834319526627219,294.0,44,294 +Sitting,0.3534136546184739,0.7333333333333333,0.47696476964769646,240.0,498,240 +Stair up,0.4,0.3157894736842105,0.35294117647058826,76.0,60,76 +Stair down,0.2463768115942029,0.2537313432835821,0.25,67.0,69,67 +Ramp up,1.0,0.046875,0.08955223880597014,64.0,3,64 +Ramp down,0.11267605633802817,0.21621621621621623,0.14814814814814814,74.0,142,74 +Grass walking,0.6666666666666666,0.136986301369863,0.22727272727272727,73.0,15,73 +Uneven ground walking,0.7142857142857143,0.07042253521126761,0.1282051282051282,71.0,7,71 +Carry,0.19230769230769232,0.16,0.17467248908296942,125.0,104,125 +accuracy,0.40345956054230947,0.40345956054230947,0.40345956054230947,0.40345956054230947,0,0 +macro avg,0.494469592188376,0.2589568321889039,0.2525774594218586,2139.0,0,0 +weighted avg,0.49529695904457527,0.40345956054230947,0.3526140992652903,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b1fce8539a190adf6a40427be9cf9ce754ad354d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6225463410533395,0.7485974222896133,0.6797778593721314,19785.0,23791,19785 +Sit to stand,0.5625,0.17875647668393782,0.2712975098296199,1158.0,368,1158 +Stand to sit,0.7059925093632958,0.2515010006671114,0.3708804722085588,1499.0,534,1499 +Sitting,0.6859137055837563,0.8371192565823439,0.7540106951871658,3874.0,4728,3874 +Stair up,0.4578627280625543,0.43161343161343163,0.44435075885328834,1221.0,1151,1221 +Stair down,0.1483666061705989,0.27091963545981773,0.1917326297273527,1207.0,2204,1207 +Ramp up,0.8233695652173914,0.1619454836985569,0.270656543099598,1871.0,368,1871 +Ramp down,0.2142069617262561,0.5553287055941201,0.30916117299386225,2449.0,6349,2449 +Grass walking,0.7305122494432071,0.1386306001690617,0.2330373001776199,2366.0,449,2366 +Uneven ground walking,0.7793696275071633,0.11810681719496309,0.20512820512820512,2303.0,349,2303 +Carry,0.6955713843295138,0.38811128391221705,0.4982253771073647,5787.0,3229,5787 +accuracy,0.5514935661764706,0.5514935661764706,0.5514935661764706,0.5514935661764706,0,0 +macro avg,0.5842010616779162,0.3709663739877431,0.38438713851679707,43520.0,0,0 +weighted avg,0.621226214396956,0.5514935661764706,0.5327451552492866,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f6d1a3bacc11a5c65860b75de8d8b1d99e67aad7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.630584495850256,0.7507226572765018,0.6854291129825572,19027.0,22652,19027 +Sit to stand,0.5580645161290323,0.20092915214866433,0.2954739538855679,861.0,310,861 +Stand to sit,0.7061224489795919,0.2871369294605809,0.40825958702064896,1205.0,490,1205 +Sitting,0.7250591016548463,0.8439735828288387,0.7800101729399797,3634.0,4230,3634 +Stair up,0.461044912923923,0.4393013100436681,0.44991055456171736,1145.0,1091,1145 +Stair down,0.1451990632318501,0.2719298245614035,0.18931297709923664,1140.0,2135,1140 +Ramp up,0.821917808219178,0.16602102933038185,0.27624309392265195,1807.0,365,1807 +Ramp down,0.2165297245045916,0.5658947368421052,0.3132137030995106,2375.0,6207,2375 +Grass walking,0.7327188940092166,0.13868294810292195,0.23322332233223322,2293.0,434,2293 +Uneven ground walking,0.7807017543859649,0.1196236559139785,0.20745920745920746,2232.0,342,2232 +Carry,0.71232,0.3931472977746379,0.5066575623079549,5662.0,3125,5662 +accuracy,0.5591455015586864,0.5591455015586864,0.5591455015586864,0.5591455015586864,0,0 +macro avg,0.5900238836262228,0.37976028402578943,0.39501756796466053,41381.0,0,0 +weighted avg,0.6310398634554337,0.5591455015586864,0.542836468892212,41381.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..033bff0bbe1a89c8fc398ec7f487f0243699ded0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4626865671641791,0.6952506596306068,0.5556141275698471,758.0,1139,758 +Sit to stand,0.5862068965517241,0.11447811447811448,0.19154929577464788,297.0,58,297 +Stand to sit,0.7045454545454546,0.1054421768707483,0.1834319526627219,294.0,44,294 +Sitting,0.3534136546184739,0.7333333333333333,0.47696476964769646,240.0,498,240 +Stair up,0.4,0.3157894736842105,0.35294117647058826,76.0,60,76 +Stair down,0.2463768115942029,0.2537313432835821,0.25,67.0,69,67 +Ramp up,1.0,0.046875,0.08955223880597014,64.0,3,64 +Ramp down,0.11267605633802817,0.21621621621621623,0.14814814814814814,74.0,142,74 +Grass walking,0.6666666666666666,0.136986301369863,0.22727272727272727,73.0,15,73 +Uneven ground walking,0.7142857142857143,0.07042253521126761,0.1282051282051282,71.0,7,71 +Carry,0.19230769230769232,0.16,0.17467248908296942,125.0,104,125 +accuracy,0.40345956054230947,0.40345956054230947,0.40345956054230947,0.40345956054230947,0,0 +macro avg,0.494469592188376,0.2589568321889039,0.2525774594218586,2139.0,0,0 +weighted avg,0.49529695904457527,0.40345956054230947,0.3526140992652903,2139.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..472e649944d60eace9500924871305b3eca8e911 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14721,20,19,283,293,416,16,3119,88,19,805 +Sit to stand,204,204,43,707,0,0,0,0,0,0,2 +Stand to sit,661,14,331,373,0,17,0,24,0,0,69 +Sitting,494,66,66,3230,0,1,0,0,0,0,15 +Stair up,492,27,1,80,507,38,5,54,0,3,10 +Stair down,777,5,4,28,26,309,0,57,0,0,0 +Ramp up,1158,23,0,27,45,88,289,160,19,22,42 +Ramp down,815,0,0,12,24,220,0,1376,1,0,2 +Grass walking,1177,8,0,2,136,216,4,453,317,28,20 +Uneven ground walking,1349,5,3,16,71,115,23,444,13,254,16 +Carry,1913,0,4,2,17,711,12,895,0,0,2230 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..7cb9c8e5c6eeaca08fc67536f165af582e9189a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14214,18,17,229,269,388,16,3041,81,18,751 +Sit to stand,119,171,39,535,0,0,0,0,0,0,2 +Stand to sit,539,11,310,254,0,15,0,15,0,0,55 +Sitting,451,53,64,3048,0,1,0,0,0,0,14 +Stair up,452,26,1,76,486,38,5,50,0,3,6 +Stair down,736,5,4,27,24,293,0,55,0,0,0 +Ramp up,1112,23,0,24,45,84,288,159,19,22,32 +Ramp down,769,0,0,12,18,217,0,1357,1,0,2 +Grass walking,1139,8,0,2,136,214,4,431,308,27,20 +Uneven ground walking,1306,5,3,15,71,109,23,434,13,250,11 +Carry,1825,0,4,1,15,709,12,886,0,0,2211 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f8f9095ac1bed70bbea9acc0e04bed82f444dece --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,507,2,2,54,24,28,0,78,7,1,54 +Sit to stand,85,33,4,172,0,0,0,0,0,0,0 +Stand to sit,122,3,21,119,0,2,0,9,0,0,14 +Sitting,43,13,2,182,0,0,0,0,0,0,1 +Stair up,40,1,0,4,21,0,0,4,0,0,4 +Stair down,41,0,0,1,2,16,0,2,0,0,0 +Ramp up,46,0,0,3,0,4,1,1,0,0,10 +Ramp down,46,0,0,0,6,3,0,19,0,0,0 +Grass walking,38,0,0,0,0,2,0,22,9,1,0 +Uneven ground walking,43,0,0,1,0,6,0,10,0,4,5 +Carry,88,0,0,1,2,2,0,9,0,0,19 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b47ba8c1c0c6786aeaba32e165ddf7485f391df9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6195446319599344,0.7435224001212183,0.6758953168044077,19799.0,23761,19799 +Sit to stand,0.5483870967741935,0.17586206896551723,0.26631853785900783,1160.0,372,1160 +Stand to sit,0.70276008492569,0.22229684351914036,0.3377551020408163,1489.0,471,1489 +Sitting,0.6785714285714286,0.8341942148760331,0.7483781278962002,3872.0,4760,3872 +Stair up,0.45308310991957107,0.41659819227608874,0.4340753424657534,1217.0,1119,1217 +Stair down,0.14500234631628345,0.2562189054726368,0.18519628408750374,1206.0,2131,1206 +Ramp up,0.828080229226361,0.15429791777896423,0.2601260126012601,1873.0,349,1873 +Ramp down,0.20905499848070494,0.5616326530612245,0.3046944198405669,2450.0,6582,2450 +Grass walking,0.723744292237443,0.13426514188903008,0.22650946766702393,2361.0,438,2361 +Uneven ground walking,0.7791411042944786,0.11000433087916847,0.19278937381404174,2309.0,326,2309 +Carry,0.6944876985362816,0.3855463347164592,0.49583101723179546,5784.0,3211,5784 +accuracy,0.5461397058823529,0.5461397058823529,0.5461397058823529,0.5461397058823529,0,0 +macro avg,0.5801688201129428,0.36313081850504375,0.37523354566439787,43520.0,0,0 +weighted avg,0.6178883148089706,0.5461397058823529,0.5267642054468945,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..53e0d02f2b7900f9edf48f7067283a4c3ffeec47 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.627217368281705,0.7464552042852641,0.6816612315365432,19042.0,22662,19042 +Sit to stand,0.534375,0.197459584295612,0.28836424957841483,866.0,320,866 +Stand to sit,0.7013574660633484,0.2585487906588824,0.3778184034125533,1199.0,442,1199 +Sitting,0.7217617807246034,0.8394381713026714,0.7761650114591291,3631.0,4223,3631 +Stair up,0.4567669172932331,0.4251968503937008,0.44041685545990034,1143.0,1064,1143 +Stair down,0.14168278529980657,0.2561188811188811,0.18244084682440848,1144.0,2068,1144 +Ramp up,0.8275862068965517,0.1592920353982301,0.26716141001855287,1808.0,348,1808 +Ramp down,0.2111076540136901,0.5711279461279462,0.3082689686506134,2376.0,6428,2376 +Grass walking,0.7298578199052133,0.1345565749235474,0.22722242714865362,2289.0,422,2289 +Uneven ground walking,0.78125,0.11160714285714286,0.1953125,2240.0,320,2240 +Carry,0.7123067010309279,0.39042910118311847,0.5043914680050188,5663.0,3104,5663 +accuracy,0.5539962802830849,0.5539962802830849,0.5539962802830849,0.5539962802830849,0,0 +macro avg,0.58593360904628,0.37183911659499974,0.38629303382670793,41401.0,0,0 +weighted avg,0.6281094959782862,0.5539962802830849,0.5372512921377356,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a33cfd3f4431960e5ab1714f35591a647ecbda5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.46132848043676067,0.6697490092470277,0.5463362068965517,757.0,1099,757 +Sit to stand,0.6346153846153846,0.11224489795918367,0.1907514450867052,294.0,52,294 +Stand to sit,0.7241379310344828,0.07241379310344828,0.13166144200626959,290.0,29,290 +Sitting,0.33891992551210426,0.7551867219917012,0.46786632390745503,241.0,537,241 +Stair up,0.38181818181818183,0.28378378378378377,0.32558139534883723,74.0,55,74 +Stair down,0.25396825396825395,0.25806451612903225,0.256,62.0,63,62 +Ramp up,1.0,0.015384615384615385,0.030303030303030304,65.0,1,65 +Ramp down,0.12337662337662338,0.25675675675675674,0.16666666666666666,74.0,154,74 +Grass walking,0.5625,0.125,0.20454545454545456,72.0,16,72 +Uneven ground walking,0.6666666666666666,0.057971014492753624,0.10666666666666667,69.0,6,69 +Carry,0.17757009345794392,0.15702479338842976,0.16666666666666666,121.0,107,121 +accuracy,0.39263803680981596,0.39263803680981596,0.39263803680981596,0.39263803680981596,0,0 +macro avg,0.4840819582624002,0.2512345365669757,0.23573139073584573,2119.0,0,0 +weighted avg,0.497215060620494,0.39263803680981596,0.338422382573138,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b47ba8c1c0c6786aeaba32e165ddf7485f391df9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6195446319599344,0.7435224001212183,0.6758953168044077,19799.0,23761,19799 +Sit to stand,0.5483870967741935,0.17586206896551723,0.26631853785900783,1160.0,372,1160 +Stand to sit,0.70276008492569,0.22229684351914036,0.3377551020408163,1489.0,471,1489 +Sitting,0.6785714285714286,0.8341942148760331,0.7483781278962002,3872.0,4760,3872 +Stair up,0.45308310991957107,0.41659819227608874,0.4340753424657534,1217.0,1119,1217 +Stair down,0.14500234631628345,0.2562189054726368,0.18519628408750374,1206.0,2131,1206 +Ramp up,0.828080229226361,0.15429791777896423,0.2601260126012601,1873.0,349,1873 +Ramp down,0.20905499848070494,0.5616326530612245,0.3046944198405669,2450.0,6582,2450 +Grass walking,0.723744292237443,0.13426514188903008,0.22650946766702393,2361.0,438,2361 +Uneven ground walking,0.7791411042944786,0.11000433087916847,0.19278937381404174,2309.0,326,2309 +Carry,0.6944876985362816,0.3855463347164592,0.49583101723179546,5784.0,3211,5784 +accuracy,0.5461397058823529,0.5461397058823529,0.5461397058823529,0.5461397058823529,0,0 +macro avg,0.5801688201129428,0.36313081850504375,0.37523354566439787,43520.0,0,0 +weighted avg,0.6178883148089706,0.5461397058823529,0.5267642054468945,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..53e0d02f2b7900f9edf48f7067283a4c3ffeec47 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.627217368281705,0.7464552042852641,0.6816612315365432,19042.0,22662,19042 +Sit to stand,0.534375,0.197459584295612,0.28836424957841483,866.0,320,866 +Stand to sit,0.7013574660633484,0.2585487906588824,0.3778184034125533,1199.0,442,1199 +Sitting,0.7217617807246034,0.8394381713026714,0.7761650114591291,3631.0,4223,3631 +Stair up,0.4567669172932331,0.4251968503937008,0.44041685545990034,1143.0,1064,1143 +Stair down,0.14168278529980657,0.2561188811188811,0.18244084682440848,1144.0,2068,1144 +Ramp up,0.8275862068965517,0.1592920353982301,0.26716141001855287,1808.0,348,1808 +Ramp down,0.2111076540136901,0.5711279461279462,0.3082689686506134,2376.0,6428,2376 +Grass walking,0.7298578199052133,0.1345565749235474,0.22722242714865362,2289.0,422,2289 +Uneven ground walking,0.78125,0.11160714285714286,0.1953125,2240.0,320,2240 +Carry,0.7123067010309279,0.39042910118311847,0.5043914680050188,5663.0,3104,5663 +accuracy,0.5539962802830849,0.5539962802830849,0.5539962802830849,0.5539962802830849,0,0 +macro avg,0.58593360904628,0.37183911659499974,0.38629303382670793,41401.0,0,0 +weighted avg,0.6281094959782862,0.5539962802830849,0.5372512921377356,41401.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2a33cfd3f4431960e5ab1714f35591a647ecbda5 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.46132848043676067,0.6697490092470277,0.5463362068965517,757.0,1099,757 +Sit to stand,0.6346153846153846,0.11224489795918367,0.1907514450867052,294.0,52,294 +Stand to sit,0.7241379310344828,0.07241379310344828,0.13166144200626959,290.0,29,290 +Sitting,0.33891992551210426,0.7551867219917012,0.46786632390745503,241.0,537,241 +Stair up,0.38181818181818183,0.28378378378378377,0.32558139534883723,74.0,55,74 +Stair down,0.25396825396825395,0.25806451612903225,0.256,62.0,63,62 +Ramp up,1.0,0.015384615384615385,0.030303030303030304,65.0,1,65 +Ramp down,0.12337662337662338,0.25675675675675674,0.16666666666666666,74.0,154,74 +Grass walking,0.5625,0.125,0.20454545454545456,72.0,16,72 +Uneven ground walking,0.6666666666666666,0.057971014492753624,0.10666666666666667,69.0,6,69 +Carry,0.17757009345794392,0.15702479338842976,0.16666666666666666,121.0,107,121 +accuracy,0.39263803680981596,0.39263803680981596,0.39263803680981596,0.39263803680981596,0,0 +macro avg,0.4840819582624002,0.2512345365669757,0.23573139073584573,2119.0,0,0 +weighted avg,0.497215060620494,0.39263803680981596,0.338422382573138,2119.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..6d3f97f206548843e6642a0b192d3f7efd42e408 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14722,20,17,304,290,404,18,3118,83,22,800 +Sit to stand,203,201,34,723,0,0,0,0,0,0,2 +Stand to sit,707,22,285,368,0,18,0,27,0,0,77 +Sitting,484,78,58,3218,0,1,0,0,0,0,19 +Stair up,534,21,0,80,475,37,2,57,0,2,12 +Stair down,788,6,4,24,22,300,0,57,0,0,1 +Ramp up,1183,19,0,25,43,84,269,162,20,22,45 +Ramp down,838,0,0,11,25,190,0,1381,1,0,2 +Grass walking,1237,6,0,2,124,186,3,454,301,28,22 +Uneven ground walking,1392,5,3,16,52,100,18,446,12,240,19 +Carry,1895,0,4,2,12,719,16,902,0,0,2239 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..c03d0ea79fd411b80349c16424a13f6e39b8ae66 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14243,16,14,239,267,369,18,3035,76,21,744 +Sit to stand,129,162,31,546,0,0,0,0,0,0,2 +Stand to sit,583,19,266,246,0,16,0,18,0,0,62 +Sitting,443,62,57,3037,0,1,0,0,0,0,18 +Stair up,493,18,0,77,458,37,2,52,0,2,8 +Stair down,740,6,4,23,22,287,0,55,0,0,0 +Ramp up,1140,19,0,21,43,81,267,161,20,22,35 +Ramp down,789,0,0,11,19,187,0,1365,1,0,2 +Grass walking,1198,6,0,2,124,184,3,435,292,27,21 +Uneven ground walking,1355,5,3,16,51,94,18,434,12,228,14 +Carry,1803,0,4,1,11,716,16,892,0,0,2221 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..68402139848f8feafd883f1fdffef436fec834b7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,479,4,3,65,23,35,0,83,7,1,56 +Sit to stand,74,39,3,177,0,0,0,0,0,0,0 +Stand to sit,124,3,19,122,0,2,0,9,0,0,15 +Sitting,41,16,1,181,0,0,0,0,0,0,1 +Stair up,41,3,0,3,17,0,0,5,0,0,4 +Stair down,48,0,0,1,0,13,0,2,0,0,1 +Ramp up,43,0,0,4,0,3,2,1,0,0,10 +Ramp down,49,0,0,0,6,3,0,16,0,0,0 +Grass walking,39,0,0,0,0,2,0,19,9,1,1 +Uneven ground walking,37,0,0,0,1,6,0,12,0,12,5 +Carry,92,0,0,1,1,3,0,10,0,0,18 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7962cb33abd7949356ea212d2b03c0b2ded7dc60 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6138514781303424,0.7436104657036064,0.6725291793243644,19798.0,23983,19798 +Sit to stand,0.5317460317460317,0.17282889079965605,0.2608695652173913,1163.0,378,1163 +Stand to sit,0.7037037037037037,0.18949468085106383,0.2985856469355684,1504.0,405,1504 +Sitting,0.674209092813744,0.8341109383100052,0.7456841617425559,3858.0,4773,3858 +Stair up,0.4554170661553212,0.38934426229508196,0.4197967300044189,1220.0,1043,1220 +Stair down,0.14713094654242276,0.24958402662229617,0.18512804689910523,1202.0,2039,1202 +Ramp up,0.8251533742331288,0.14369658119658119,0.24476797088262056,1872.0,326,1872 +Ramp down,0.20911568746214415,0.5641339869281046,0.3051259390190013,2448.0,6604,2448 +Grass walking,0.7218225419664268,0.12738044858231062,0.21654676258992805,2363.0,417,2363 +Uneven ground walking,0.7643312101910829,0.10421189752496743,0.1834161253343523,2303.0,314,2303 +Carry,0.6914762198888202,0.3867680082915875,0.49606735349507036,5789.0,3238,5789 +accuracy,0.5429917279411764,0.5429917279411764,0.5429917279411764,0.5429917279411764,0,0 +macro avg,0.5761779411666517,0.35501492610047825,0.3662288619494889,43520.0,0,0 +weighted avg,0.6132550796872539,0.5429917279411764,0.5213629920685281,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d004d38711c9ddf2bdd3945b63fe847d9d573ac --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6215308081689649,0.7479781535552988,0.6789170122503456,19042.0,22916,19042 +Sit to stand,0.5175718849840255,0.18620689655172415,0.2738799661876585,870.0,313,870 +Stand to sit,0.7018469656992085,0.21983471074380165,0.33480176211453744,1210.0,379,1210 +Sitting,0.7198388243659635,0.8394140409065782,0.775041469950236,3618.0,4219,3618 +Stair up,0.46030150753768845,0.3993025283347864,0.4276377217553688,1147.0,995,1147 +Stair down,0.14553752535496958,0.25241864555848725,0.1846252814409778,1137.0,1972,1137 +Ramp up,0.8240740740740741,0.14759535655058043,0.25035161744022505,1809.0,324,1809 +Ramp down,0.21172638436482086,0.5749789385004213,0.3094887200997619,2374.0,6447,2374 +Grass walking,0.7281795511221946,0.1273996509598604,0.2168585220943186,2292.0,401,2292 +Uneven ground walking,0.76,0.10224215246636771,0.18023715415019761,2230.0,300,2230 +Carry,0.7102654301247202,0.3921257062146893,0.5052895006256398,5664.0,3127,5664 +accuracy,0.5514458966491919,0.5514458966491919,0.5514458966491919,0.5514458966491919,0,0 +macro avg,0.5818975414360573,0.36268152548569055,0.37610261164629705,41393.0,0,0 +weighted avg,0.6235994067474339,0.5514458966491919,0.5320799051904823,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..09c774491694485893754da068a850870c6a57e2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.44892221180880976,0.6335978835978836,0.5255074053757542,756.0,1067,756 +Sit to stand,0.6,0.13310580204778158,0.21787709497206703,293.0,65,293 +Stand to sit,0.7307692307692307,0.06462585034013606,0.11875,294.0,26,294 +Sitting,0.3267148014440433,0.7541666666666667,0.45591939546599497,240.0,554,240 +Stair up,0.3541666666666667,0.2328767123287671,0.2809917355371901,73.0,48,73 +Stair down,0.19402985074626866,0.2,0.19696969696969696,65.0,67,65 +Ramp up,1.0,0.031746031746031744,0.06153846153846154,63.0,2,63 +Ramp down,0.10191082802547771,0.21621621621621623,0.13852813852813853,74.0,157,74 +Grass walking,0.5625,0.1267605633802817,0.20689655172413793,71.0,16,71 +Uneven ground walking,0.8571428571428571,0.1643835616438356,0.27586206896551724,73.0,14,73 +Carry,0.16216216216216217,0.144,0.15254237288135594,125.0,111,125 +accuracy,0.37846732487070994,0.37846732487070994,0.37846732487070994,0.37846732487070994,0,0 +macro avg,0.48530169170595594,0.2455890261788727,0.2392166292689377,2127.0,0,0 +weighted avg,0.4890595229905702,0.37846732487070994,0.33229598370711866,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..7962cb33abd7949356ea212d2b03c0b2ded7dc60 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6138514781303424,0.7436104657036064,0.6725291793243644,19798.0,23983,19798 +Sit to stand,0.5317460317460317,0.17282889079965605,0.2608695652173913,1163.0,378,1163 +Stand to sit,0.7037037037037037,0.18949468085106383,0.2985856469355684,1504.0,405,1504 +Sitting,0.674209092813744,0.8341109383100052,0.7456841617425559,3858.0,4773,3858 +Stair up,0.4554170661553212,0.38934426229508196,0.4197967300044189,1220.0,1043,1220 +Stair down,0.14713094654242276,0.24958402662229617,0.18512804689910523,1202.0,2039,1202 +Ramp up,0.8251533742331288,0.14369658119658119,0.24476797088262056,1872.0,326,1872 +Ramp down,0.20911568746214415,0.5641339869281046,0.3051259390190013,2448.0,6604,2448 +Grass walking,0.7218225419664268,0.12738044858231062,0.21654676258992805,2363.0,417,2363 +Uneven ground walking,0.7643312101910829,0.10421189752496743,0.1834161253343523,2303.0,314,2303 +Carry,0.6914762198888202,0.3867680082915875,0.49606735349507036,5789.0,3238,5789 +accuracy,0.5429917279411764,0.5429917279411764,0.5429917279411764,0.5429917279411764,0,0 +macro avg,0.5761779411666517,0.35501492610047825,0.3662288619494889,43520.0,0,0 +weighted avg,0.6132550796872539,0.5429917279411764,0.5213629920685281,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d004d38711c9ddf2bdd3945b63fe847d9d573ac --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6215308081689649,0.7479781535552988,0.6789170122503456,19042.0,22916,19042 +Sit to stand,0.5175718849840255,0.18620689655172415,0.2738799661876585,870.0,313,870 +Stand to sit,0.7018469656992085,0.21983471074380165,0.33480176211453744,1210.0,379,1210 +Sitting,0.7198388243659635,0.8394140409065782,0.775041469950236,3618.0,4219,3618 +Stair up,0.46030150753768845,0.3993025283347864,0.4276377217553688,1147.0,995,1147 +Stair down,0.14553752535496958,0.25241864555848725,0.1846252814409778,1137.0,1972,1137 +Ramp up,0.8240740740740741,0.14759535655058043,0.25035161744022505,1809.0,324,1809 +Ramp down,0.21172638436482086,0.5749789385004213,0.3094887200997619,2374.0,6447,2374 +Grass walking,0.7281795511221946,0.1273996509598604,0.2168585220943186,2292.0,401,2292 +Uneven ground walking,0.76,0.10224215246636771,0.18023715415019761,2230.0,300,2230 +Carry,0.7102654301247202,0.3921257062146893,0.5052895006256398,5664.0,3127,5664 +accuracy,0.5514458966491919,0.5514458966491919,0.5514458966491919,0.5514458966491919,0,0 +macro avg,0.5818975414360573,0.36268152548569055,0.37610261164629705,41393.0,0,0 +weighted avg,0.6235994067474339,0.5514458966491919,0.5320799051904823,41393.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..09c774491694485893754da068a850870c6a57e2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.44892221180880976,0.6335978835978836,0.5255074053757542,756.0,1067,756 +Sit to stand,0.6,0.13310580204778158,0.21787709497206703,293.0,65,293 +Stand to sit,0.7307692307692307,0.06462585034013606,0.11875,294.0,26,294 +Sitting,0.3267148014440433,0.7541666666666667,0.45591939546599497,240.0,554,240 +Stair up,0.3541666666666667,0.2328767123287671,0.2809917355371901,73.0,48,73 +Stair down,0.19402985074626866,0.2,0.19696969696969696,65.0,67,65 +Ramp up,1.0,0.031746031746031744,0.06153846153846154,63.0,2,63 +Ramp down,0.10191082802547771,0.21621621621621623,0.13852813852813853,74.0,157,74 +Grass walking,0.5625,0.1267605633802817,0.20689655172413793,71.0,16,71 +Uneven ground walking,0.8571428571428571,0.1643835616438356,0.27586206896551724,73.0,14,73 +Carry,0.16216216216216217,0.144,0.15254237288135594,125.0,111,125 +accuracy,0.37846732487070994,0.37846732487070994,0.37846732487070994,0.37846732487070994,0,0 +macro avg,0.48530169170595594,0.2455890261788727,0.2392166292689377,2127.0,0,0 +weighted avg,0.4890595229905702,0.37846732487070994,0.33229598370711866,2127.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..1b019d755bc4e5bed6d671a60ec8f4b82c3ced00 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14807,38,18,335,276,367,20,3048,90,28,759 +Sit to stand,214,213,26,704,0,0,0,0,0,0,2 +Stand to sit,769,72,186,338,0,20,1,32,0,0,79 +Sitting,486,134,40,3185,0,1,0,0,0,0,22 +Stair up,622,12,0,73,416,26,0,59,0,1,15 +Stair down,848,8,0,20,21,251,0,54,0,0,1 +Ramp up,1259,10,0,19,37,68,227,159,21,18,54 +Ramp down,939,1,0,10,25,124,0,1350,1,0,2 +Grass walking,1396,3,0,2,102,111,1,445,259,24,21 +Uneven ground walking,1482,7,2,16,45,56,8,445,11,208,22 +Carry,1946,0,4,1,11,699,19,870,1,0,2242 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..f314715e91e8b3c8000bcf62838134a39de619fd --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14345,29,15,256,255,346,20,2961,81,23,713 +Sit to stand,152,161,22,527,0,0,0,0,0,0,1 +Stand to sit,657,50,171,220,0,17,1,23,0,0,61 +Sitting,448,92,38,3020,0,1,0,0,0,0,21 +Stair up,576,12,0,70,399,26,0,52,0,1,12 +Stair down,798,8,0,20,21,238,0,53,0,0,1 +Ramp up,1219,9,0,15,36,63,226,157,21,18,45 +Ramp down,892,1,0,9,21,120,0,1331,1,0,2 +Grass walking,1358,3,0,2,101,109,1,425,251,23,20 +Uneven ground walking,1447,7,2,16,43,52,8,429,10,200,18 +Carry,1854,0,4,1,10,696,19,860,1,0,2225 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4743521643e495ea54e360ec814ee195d0b457e7 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,462,9,3,79,21,21,0,87,9,5,46 +Sit to stand,62,52,4,177,0,0,0,0,0,0,1 +Stand to sit,112,22,15,118,0,3,0,9,0,0,18 +Sitting,38,42,2,165,0,0,0,0,0,0,1 +Stair up,46,0,0,3,17,0,0,7,0,0,3 +Stair down,50,0,0,0,0,13,0,1,0,0,0 +Ramp up,40,1,0,4,1,5,1,2,0,0,9 +Ramp down,47,0,0,1,4,4,0,19,0,0,0 +Grass walking,38,0,0,0,1,2,0,20,8,1,1 +Uneven ground walking,35,0,0,0,2,4,0,16,1,8,4 +Carry,92,0,0,0,1,3,0,10,0,0,17 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..861d55d9eb75797089ab8aa30aa214a098750ed1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5978278423772609,0.7483574244415243,0.6646765722494052,19786.0,24768,19786 +Sit to stand,0.42771084337349397,0.18377911993097498,0.25709112854556426,1159.0,498,1159 +Stand to sit,0.6739130434782609,0.12424849699398798,0.2098138747884941,1497.0,276,1497 +Sitting,0.6772273017223049,0.8234229576008273,0.7432038268580096,3868.0,4703,3868 +Stair up,0.44587352625937837,0.33986928104575165,0.3857209086694483,1224.0,933,1224 +Stair down,0.1456761462565293,0.2086450540315877,0.17156527682843473,1203.0,1723,1203 +Ramp up,0.822463768115942,0.12126068376068376,0.21135940409683426,1872.0,276,1872 +Ramp down,0.20891364902506965,0.5505709624796085,0.30289432353601076,2452.0,6462,2452 +Grass walking,0.6762402088772846,0.10956006768189509,0.18856934838005096,2364.0,383,2364 +Uneven ground walking,0.7455197132616488,0.09035621198957429,0.1611778380472685,2302.0,279,2302 +Carry,0.6964895930413172,0.3870188158121871,0.49755881047492234,5793.0,3219,5793 +accuracy,0.5363970588235294,0.5363970588235294,0.5363970588235294,0.5363970588235294,0,0 +macro avg,0.5561686941625901,0.3351899159789639,0.34487557386131296,43520.0,0,0 +weighted avg,0.5991541836743648,0.5363970588235294,0.5090557827943074,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..1af3e8aabc174f86ffdf211ead21abb7632557f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6041017434515287,0.7532556185675279,0.6704837578873568,19044.0,23746,19044 +Sit to stand,0.4327956989247312,0.186558516801854,0.26072874493927123,863.0,372,863 +Stand to sit,0.6785714285714286,0.1425,0.23553719008264462,1200.0,252,1200 +Sitting,0.726660250240616,0.8342541436464088,0.7767489711934157,3620.0,4156,3620 +Stair up,0.4503386004514673,0.3475609756097561,0.39233038348082594,1148.0,886,1148 +Stair down,0.14268585131894485,0.208955223880597,0.16957605985037408,1139.0,1668,1139 +Ramp up,0.8218181818181818,0.12493090105030404,0.21689059500959693,1809.0,275,1809 +Ramp down,0.21157208710856779,0.5599495161968868,0.30710659898477155,2377.0,6291,2377 +Grass walking,0.6876712328767123,0.1094635848233755,0.18886380737396538,2293.0,365,2293 +Uneven ground walking,0.7547169811320755,0.08960573476702509,0.16019223067681218,2232.0,265,2232 +Carry,0.7133696697659506,0.3924162257495591,0.5063147115712823,5670.0,3119,5670 +accuracy,0.545162459234207,0.545162459234207,0.545162459234207,0.545162459234207,0,0 +macro avg,0.565845611423655,0.3408591310084813,0.3531611864591197,41395.0,0,0 +weighted avg,0.6111380702259318,0.545162459234207,0.5197604919497958,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c1f6bfc107da26d0c39604791b0dadadf20b037 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4520547945205479,0.6226415094339622,0.5238095238095238,742.0,1022,742 +Sit to stand,0.4126984126984127,0.17567567567567569,0.24644549763033174,296.0,126,296 +Stand to sit,0.625,0.050505050505050504,0.09345794392523364,297.0,24,297 +Sitting,0.3016453382084095,0.6653225806451613,0.41509433962264153,248.0,547,248 +Stair up,0.3617021276595745,0.2236842105263158,0.2764227642276423,76.0,47,76 +Stair down,0.23636363636363636,0.203125,0.2184873949579832,64.0,55,64 +Ramp up,1.0,0.015873015873015872,0.03125,63.0,1,63 +Ramp down,0.1111111111111111,0.25333333333333335,0.15447154471544716,75.0,171,75 +Grass walking,0.4444444444444444,0.11267605633802817,0.1797752808988764,71.0,18,71 +Uneven ground walking,0.5714285714285714,0.11428571428571428,0.19047619047619047,70.0,14,70 +Carry,0.17,0.13821138211382114,0.15246636771300448,123.0,100,123 +accuracy,0.36564705882352944,0.36564705882352944,0.36564705882352944,0.36564705882352944,0,0 +macro avg,0.42604076694860976,0.23412122988455256,0.22565062254335222,2125.0,0,0 +weighted avg,0.43502680229974183,0.36564705882352944,0.3226875860026248,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..861d55d9eb75797089ab8aa30aa214a098750ed1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5978278423772609,0.7483574244415243,0.6646765722494052,19786.0,24768,19786 +Sit to stand,0.42771084337349397,0.18377911993097498,0.25709112854556426,1159.0,498,1159 +Stand to sit,0.6739130434782609,0.12424849699398798,0.2098138747884941,1497.0,276,1497 +Sitting,0.6772273017223049,0.8234229576008273,0.7432038268580096,3868.0,4703,3868 +Stair up,0.44587352625937837,0.33986928104575165,0.3857209086694483,1224.0,933,1224 +Stair down,0.1456761462565293,0.2086450540315877,0.17156527682843473,1203.0,1723,1203 +Ramp up,0.822463768115942,0.12126068376068376,0.21135940409683426,1872.0,276,1872 +Ramp down,0.20891364902506965,0.5505709624796085,0.30289432353601076,2452.0,6462,2452 +Grass walking,0.6762402088772846,0.10956006768189509,0.18856934838005096,2364.0,383,2364 +Uneven ground walking,0.7455197132616488,0.09035621198957429,0.1611778380472685,2302.0,279,2302 +Carry,0.6964895930413172,0.3870188158121871,0.49755881047492234,5793.0,3219,5793 +accuracy,0.5363970588235294,0.5363970588235294,0.5363970588235294,0.5363970588235294,0,0 +macro avg,0.5561686941625901,0.3351899159789639,0.34487557386131296,43520.0,0,0 +weighted avg,0.5991541836743648,0.5363970588235294,0.5090557827943074,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..1af3e8aabc174f86ffdf211ead21abb7632557f2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6041017434515287,0.7532556185675279,0.6704837578873568,19044.0,23746,19044 +Sit to stand,0.4327956989247312,0.186558516801854,0.26072874493927123,863.0,372,863 +Stand to sit,0.6785714285714286,0.1425,0.23553719008264462,1200.0,252,1200 +Sitting,0.726660250240616,0.8342541436464088,0.7767489711934157,3620.0,4156,3620 +Stair up,0.4503386004514673,0.3475609756097561,0.39233038348082594,1148.0,886,1148 +Stair down,0.14268585131894485,0.208955223880597,0.16957605985037408,1139.0,1668,1139 +Ramp up,0.8218181818181818,0.12493090105030404,0.21689059500959693,1809.0,275,1809 +Ramp down,0.21157208710856779,0.5599495161968868,0.30710659898477155,2377.0,6291,2377 +Grass walking,0.6876712328767123,0.1094635848233755,0.18886380737396538,2293.0,365,2293 +Uneven ground walking,0.7547169811320755,0.08960573476702509,0.16019223067681218,2232.0,265,2232 +Carry,0.7133696697659506,0.3924162257495591,0.5063147115712823,5670.0,3119,5670 +accuracy,0.545162459234207,0.545162459234207,0.545162459234207,0.545162459234207,0,0 +macro avg,0.565845611423655,0.3408591310084813,0.3531611864591197,41395.0,0,0 +weighted avg,0.6111380702259318,0.545162459234207,0.5197604919497958,41395.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c1f6bfc107da26d0c39604791b0dadadf20b037 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.4520547945205479,0.6226415094339622,0.5238095238095238,742.0,1022,742 +Sit to stand,0.4126984126984127,0.17567567567567569,0.24644549763033174,296.0,126,296 +Stand to sit,0.625,0.050505050505050504,0.09345794392523364,297.0,24,297 +Sitting,0.3016453382084095,0.6653225806451613,0.41509433962264153,248.0,547,248 +Stair up,0.3617021276595745,0.2236842105263158,0.2764227642276423,76.0,47,76 +Stair down,0.23636363636363636,0.203125,0.2184873949579832,64.0,55,64 +Ramp up,1.0,0.015873015873015872,0.03125,63.0,1,63 +Ramp down,0.1111111111111111,0.25333333333333335,0.15447154471544716,75.0,171,75 +Grass walking,0.4444444444444444,0.11267605633802817,0.1797752808988764,71.0,18,71 +Uneven ground walking,0.5714285714285714,0.11428571428571428,0.19047619047619047,70.0,14,70 +Carry,0.17,0.13821138211382114,0.15246636771300448,123.0,100,123 +accuracy,0.36564705882352944,0.36564705882352944,0.36564705882352944,0.36564705882352944,0,0 +macro avg,0.42604076694860976,0.23412122988455256,0.22565062254335222,2125.0,0,0 +weighted avg,0.43502680229974183,0.36564705882352944,0.3226875860026248,2125.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..950cbe4a4481100e8a3437ed860240922b5e8cc4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,15272,52,27,445,260,263,24,2650,83,46,683 +Sit to stand,288,227,7,637,0,0,0,0,0,0,0 +Stand to sit,865,59,44,350,0,16,5,56,0,0,103 +Sitting,511,156,7,3144,0,4,0,0,0,0,27 +Stair up,806,0,4,65,256,5,0,66,0,0,21 +Stair down,973,0,0,22,20,156,0,32,0,0,0 +Ramp up,1421,0,1,11,23,51,127,143,16,6,73 +Ramp down,1278,1,0,4,16,24,0,1124,1,0,4 +Grass walking,1674,0,0,0,56,22,0,397,174,19,22 +Uneven ground walking,1647,6,1,10,20,22,3,391,4,165,33 +Carry,2211,0,0,6,14,565,19,774,5,1,2198 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..00c908590c588802576a637c99e6116bdd27481a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,14796,34,26,351,246,242,22,2582,77,39,647 +Sit to stand,220,158,6,479,0,0,0,0,0,0,0 +Stand to sit,755,39,35,225,0,15,4,42,0,0,86 +Sitting,467,115,3,2988,0,2,0,0,0,0,26 +Stair up,755,0,4,62,246,5,0,57,0,0,18 +Stair down,918,0,0,21,19,150,0,31,0,0,0 +Ramp up,1378,0,1,9,22,45,126,143,16,6,63 +Ramp down,1224,1,0,4,13,24,0,1108,0,0,3 +Grass walking,1631,0,0,0,54,21,0,379,167,19,22 +Uneven ground walking,1604,6,1,10,20,21,3,381,4,153,29 +Carry,2115,0,0,6,12,564,19,767,5,0,2182 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..af10214f7d88625609bf443287f395a583f9c061 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,476,18,1,94,14,21,2,68,6,7,36 +Sit to stand,68,69,1,158,0,0,0,0,0,0,0 +Stand to sit,110,20,9,125,0,1,1,14,0,0,17 +Sitting,44,41,4,156,0,2,0,0,0,0,1 +Stair up,51,0,0,3,10,0,0,9,0,0,3 +Stair down,55,0,0,1,1,6,0,1,0,0,0 +Ramp up,43,0,0,2,1,6,1,0,0,0,10 +Ramp down,54,0,0,0,3,0,0,16,1,0,1 +Grass walking,43,0,0,0,2,1,0,18,7,0,0 +Uneven ground walking,43,0,0,0,0,1,0,10,0,12,4 +Carry,96,0,0,0,2,1,0,7,0,1,16 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7cb7529471f6eb7a094223118c43cbd03fc61d08 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5667631559415126,0.7711184044433224,0.6533336185322239,19805.0,26946,19805 +Sit to stand,0.4530938123752495,0.19585849870578084,0.27349397590361446,1159.0,501,1159 +Stand to sit,0.4835164835164835,0.029372496662216287,0.05538074260541221,1498.0,91,1498 +Sitting,0.6697912228376651,0.8168355416991426,0.7360412033243591,3849.0,4694,3849 +Stair up,0.3849624060150376,0.20932134096484056,0.2711864406779661,1223.0,665,1223 +Stair down,0.13829787234042554,0.12967581047381546,0.13384813384813385,1203.0,1128,1203 +Ramp up,0.7134831460674157,0.06784188034188034,0.12390243902439024,1872.0,178,1872 +Ramp down,0.19953843422687734,0.45840130505709625,0.27804576376004947,2452.0,5633,2452 +Grass walking,0.6148409893992933,0.07360406091370558,0.1314695882130714,2364.0,283,2364 +Uneven ground walking,0.6962025316455697,0.07167680278019113,0.12997243009058684,2302.0,237,2302 +Carry,0.6946902654867256,0.37942344208527534,0.4907893267835213,5793.0,3164,5793 +accuracy,0.5258961397058823,0.5258961397058823,0.5258961397058823,0.5258961397058823,0,0 +macro avg,0.510470938168387,0.29119359855702426,0.2979512420693935,43520.0,0,0 +weighted avg,0.5651375741928194,0.5258961397058823,0.4832665875079108,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8c2a7a4e4305cb1c2b712f5df03c8c3181c86532 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5720914047094304,0.7762039660056658,0.6586978297161936,19062.0,25863,19062 +Sit to stand,0.4475920679886686,0.18308227114716108,0.2598684210526316,863.0,353,863 +Stand to sit,0.4605263157894737,0.029142381348875937,0.0548159749412686,1201.0,76,1201 +Sitting,0.7191335740072202,0.8297695084698695,0.7705002578648789,3601.0,4155,3601 +Stair up,0.38924050632911394,0.21447253705318223,0.2765598650927487,1147.0,632,1147 +Stair down,0.13774104683195593,0.13169446883230904,0.13464991023339318,1139.0,1089,1139 +Ramp up,0.7241379310344828,0.06965174129353234,0.12708018154311648,1809.0,174,1809 +Ramp down,0.2018214936247723,0.4661337820782499,0.28168297953476545,2377.0,5490,2377 +Grass walking,0.620817843866171,0.07283035324901875,0.13036690085870414,2293.0,269,2293 +Uneven ground walking,0.7050691244239631,0.06854838709677419,0.12494895875867701,2232.0,217,2232 +Carry,0.7093628088426528,0.38483245149911816,0.4989709581522982,5670.0,3076,5670 +accuracy,0.534111223848867,0.534111223848867,0.534111223848867,0.534111223848867,0,0 +macro avg,0.5170485561316278,0.29330562255215964,0.30164929434078874,41394.0,0,0 +weighted avg,0.5760870721610464,0.534111223848867,0.4927714525781309,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f93db007d8dccdf6a0bb15f81c09aa53aecefe6e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.43951985226223456,0.6406460296096904,0.5213581599123768,743.0,1083,743 +Sit to stand,0.46621621621621623,0.23310810810810811,0.3108108108108108,296.0,148,296 +Stand to sit,0.6,0.030303030303030304,0.057692307692307696,297.0,15,297 +Sitting,0.2894248608534323,0.6290322580645161,0.39644218551461247,248.0,539,248 +Stair up,0.30303030303030304,0.13157894736842105,0.1834862385321101,76.0,33,76 +Stair down,0.15384615384615385,0.09375,0.11650485436893204,64.0,39,64 +Ramp up,0.25,0.015873015873015872,0.029850746268656716,63.0,4,63 +Ramp down,0.11188811188811189,0.21333333333333335,0.14678899082568808,75.0,143,75 +Grass walking,0.5,0.09859154929577464,0.16470588235294117,71.0,14,71 +Uneven ground walking,0.6,0.17142857142857143,0.26666666666666666,70.0,20,70 +Carry,0.18181818181818182,0.13008130081300814,0.15165876777251186,123.0,88,123 +accuracy,0.3659454374412041,0.3659454374412041,0.3659454374412041,0.3659454374412041,0,0 +macro avg,0.3541585163558758,0.2170660131088608,0.21326960097432862,2126.0,0,0 +weighted avg,0.40988820195399484,0.3659454374412041,0.3189685978794843,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..7cb7529471f6eb7a094223118c43cbd03fc61d08 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5667631559415126,0.7711184044433224,0.6533336185322239,19805.0,26946,19805 +Sit to stand,0.4530938123752495,0.19585849870578084,0.27349397590361446,1159.0,501,1159 +Stand to sit,0.4835164835164835,0.029372496662216287,0.05538074260541221,1498.0,91,1498 +Sitting,0.6697912228376651,0.8168355416991426,0.7360412033243591,3849.0,4694,3849 +Stair up,0.3849624060150376,0.20932134096484056,0.2711864406779661,1223.0,665,1223 +Stair down,0.13829787234042554,0.12967581047381546,0.13384813384813385,1203.0,1128,1203 +Ramp up,0.7134831460674157,0.06784188034188034,0.12390243902439024,1872.0,178,1872 +Ramp down,0.19953843422687734,0.45840130505709625,0.27804576376004947,2452.0,5633,2452 +Grass walking,0.6148409893992933,0.07360406091370558,0.1314695882130714,2364.0,283,2364 +Uneven ground walking,0.6962025316455697,0.07167680278019113,0.12997243009058684,2302.0,237,2302 +Carry,0.6946902654867256,0.37942344208527534,0.4907893267835213,5793.0,3164,5793 +accuracy,0.5258961397058823,0.5258961397058823,0.5258961397058823,0.5258961397058823,0,0 +macro avg,0.510470938168387,0.29119359855702426,0.2979512420693935,43520.0,0,0 +weighted avg,0.5651375741928194,0.5258961397058823,0.4832665875079108,43520.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..8c2a7a4e4305cb1c2b712f5df03c8c3181c86532 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5720914047094304,0.7762039660056658,0.6586978297161936,19062.0,25863,19062 +Sit to stand,0.4475920679886686,0.18308227114716108,0.2598684210526316,863.0,353,863 +Stand to sit,0.4605263157894737,0.029142381348875937,0.0548159749412686,1201.0,76,1201 +Sitting,0.7191335740072202,0.8297695084698695,0.7705002578648789,3601.0,4155,3601 +Stair up,0.38924050632911394,0.21447253705318223,0.2765598650927487,1147.0,632,1147 +Stair down,0.13774104683195593,0.13169446883230904,0.13464991023339318,1139.0,1089,1139 +Ramp up,0.7241379310344828,0.06965174129353234,0.12708018154311648,1809.0,174,1809 +Ramp down,0.2018214936247723,0.4661337820782499,0.28168297953476545,2377.0,5490,2377 +Grass walking,0.620817843866171,0.07283035324901875,0.13036690085870414,2293.0,269,2293 +Uneven ground walking,0.7050691244239631,0.06854838709677419,0.12494895875867701,2232.0,217,2232 +Carry,0.7093628088426528,0.38483245149911816,0.4989709581522982,5670.0,3076,5670 +accuracy,0.534111223848867,0.534111223848867,0.534111223848867,0.534111223848867,0,0 +macro avg,0.5170485561316278,0.29330562255215964,0.30164929434078874,41394.0,0,0 +weighted avg,0.5760870721610464,0.534111223848867,0.4927714525781309,41394.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/test/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..f93db007d8dccdf6a0bb15f81c09aa53aecefe6e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.43951985226223456,0.6406460296096904,0.5213581599123768,743.0,1083,743 +Sit to stand,0.46621621621621623,0.23310810810810811,0.3108108108108108,296.0,148,296 +Stand to sit,0.6,0.030303030303030304,0.057692307692307696,297.0,15,297 +Sitting,0.2894248608534323,0.6290322580645161,0.39644218551461247,248.0,539,248 +Stair up,0.30303030303030304,0.13157894736842105,0.1834862385321101,76.0,33,76 +Stair down,0.15384615384615385,0.09375,0.11650485436893204,64.0,39,64 +Ramp up,0.25,0.015873015873015872,0.029850746268656716,63.0,4,63 +Ramp down,0.11188811188811189,0.21333333333333335,0.14678899082568808,75.0,143,75 +Grass walking,0.5,0.09859154929577464,0.16470588235294117,71.0,14,71 +Uneven ground walking,0.6,0.17142857142857143,0.26666666666666666,70.0,20,70 +Carry,0.18181818181818182,0.13008130081300814,0.15165876777251186,123.0,88,123 +accuracy,0.3659454374412041,0.3659454374412041,0.3659454374412041,0.3659454374412041,0,0 +macro avg,0.3541585163558758,0.2170660131088608,0.21326960097432862,2126.0,0,0 +weighted avg,0.40988820195399484,0.3659454374412041,0.3189685978794843,2126.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..13ec6899ecae46698a5c0c530c25cc96e80d0970 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,3129,15,32,0,9,4,14,2,14,4,79 +Sit to stand,27,547,1,23,0,0,0,0,0,0,0 +Stand to sit,27,3,627,29,0,0,0,0,0,0,0 +Sitting,0,28,17,792,0,0,0,0,0,0,0 +Stair up,23,0,0,0,325,0,0,2,1,0,0 +Stair down,4,0,0,0,0,181,0,0,0,0,0 +Ramp up,32,0,1,0,0,2,458,0,0,0,0 +Ramp down,18,0,0,0,0,1,0,450,0,0,0 +Grass walking,41,0,0,0,1,0,0,1,393,0,0 +Uneven ground walking,16,0,0,0,2,1,0,0,1,259,1 +Carry,39,0,0,0,0,0,0,0,0,0,1124 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e1f7af77a30d9c315a579ca8419b3627104157dc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2784,1,11,0,4,0,3,0,8,1,57 +Sit to stand,1,264,0,6,0,0,0,0,0,0,0 +Stand to sit,5,1,348,4,0,0,0,0,0,0,0 +Sitting,0,1,0,634,0,0,0,0,0,0,0 +Stair up,5,0,0,0,299,0,0,0,1,0,0 +Stair down,0,0,0,0,0,159,0,0,0,0,0 +Ramp up,18,0,0,0,0,0,431,0,0,0,0 +Ramp down,12,0,0,0,0,1,0,417,0,0,0 +Grass walking,25,0,0,0,1,0,0,0,367,0,0 +Uneven ground walking,4,0,0,0,2,1,0,0,1,243,0 +Carry,23,0,0,0,0,0,0,0,0,0,1090 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..2c7658c4cec9ef9759b6de0fce0823e5fcbd0152 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,345,14,21,0,5,4,11,2,6,3,22 +Sit to stand,26,283,1,17,0,0,0,0,0,0,0 +Stand to sit,22,2,279,25,0,0,0,0,0,0,0 +Sitting,0,27,17,158,0,0,0,0,0,0,0 +Stair up,18,0,0,0,26,0,0,2,0,0,0 +Stair down,4,0,0,0,0,22,0,0,0,0,0 +Ramp up,14,0,1,0,0,2,27,0,0,0,0 +Ramp down,6,0,0,0,0,0,0,33,0,0,0 +Grass walking,16,0,0,0,0,0,0,1,26,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,0,16,1 +Carry,16,0,0,0,0,0,0,0,0,0,34 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..a38490c9af63097642e299429a3f11d275aaa126 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9323599523241954,0.9476075105996365,0.9399218984680084,3302.0,3356,3302 +Sit to stand,0.9224283305227656,0.9147157190635451,0.9185558354324097,598.0,593,598 +Stand to sit,0.9247787610619469,0.9139941690962099,0.9193548387096774,686.0,678,686 +Sitting,0.9383886255924171,0.946236559139785,0.942296252230815,837.0,844,837 +Stair up,0.9643916913946587,0.9259259259259259,0.9447674418604651,351.0,337,351 +Stair down,0.9576719576719577,0.9783783783783784,0.9679144385026738,185.0,189,185 +Ramp up,0.9703389830508474,0.9290060851926978,0.9492227979274611,493.0,472,493 +Ramp down,0.989010989010989,0.9594882729211087,0.974025974025974,469.0,455,469 +Grass walking,0.960880195599022,0.9013761467889908,0.9301775147928995,436.0,409,436 +Uneven ground walking,0.9847908745247148,0.925,0.9539594843462247,280.0,263,280 +Carry,0.9335548172757475,0.9664660361134996,0.9497253907900296,1163.0,1204,1163 +accuracy,0.9414772727272728,0.9414772727272728,0.9414772727272728,0.9414772727272728,0,0 +macro avg,0.9525995616390239,0.9371086184745253,0.9445383515533308,8800.0,0,0 +weighted avg,0.9418633801040118,0.9414772727272728,0.941472400769303,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..5d35c1d1a74ed05980585b8af372887e11debffc --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9676746611053181,0.9703729522481701,0.9690219282979464,2869.0,2877,2869 +Sit to stand,0.9887640449438202,0.974169741697417,0.9814126394052045,271.0,267,271 +Stand to sit,0.9693593314763231,0.9720670391061452,0.9707112970711297,358.0,359,358 +Sitting,0.984472049689441,0.9984251968503937,0.9913995308835027,635.0,644,635 +Stair up,0.9771241830065359,0.980327868852459,0.9787234042553191,305.0,306,305 +Stair down,0.9875776397515528,1.0,0.99375,159.0,161,159 +Ramp up,0.9930875576036866,0.9599109131403119,0.9762174405436014,449.0,434,449 +Ramp down,1.0,0.9697674418604652,0.9846517119244392,430.0,417,430 +Grass walking,0.9734748010610079,0.9338422391857506,0.9532467532467532,393.0,377,393 +Uneven ground walking,0.9959016393442623,0.9681274900398407,0.9818181818181818,251.0,244,251 +Carry,0.9503051438535309,0.9793351302785265,0.9646017699115044,1113.0,1147,1113 +accuracy,0.9727637218304991,0.9727637218304991,0.9727637218304991,0.9727637218304991,0,0 +macro avg,0.9807037319850435,0.973304183023589,0.9768686052143258,7233.0,0,0 +weighted avg,0.9729800384923493,0.9727637218304991,0.9727696594540866,7233.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..f7e3f878acfde446faa13ca105bce1b0d2a3698b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7202505219206681,0.7967667436489607,0.756578947368421,433.0,479,433 +Sit to stand,0.8680981595092024,0.8654434250764526,0.8667687595712098,327.0,326,327 +Stand to sit,0.8746081504702194,0.850609756097561,0.8624420401854714,328.0,319,328 +Sitting,0.79,0.7821782178217822,0.7860696517412935,202.0,200,202 +Stair up,0.8387096774193549,0.5652173913043478,0.6753246753246753,46.0,31,46 +Stair down,0.7857142857142857,0.8461538461538461,0.8148148148148148,26.0,28,26 +Ramp up,0.7105263157894737,0.6136363636363636,0.6585365853658537,44.0,38,44 +Ramp down,0.868421052631579,0.8461538461538461,0.8571428571428571,39.0,38,39 +Grass walking,0.8125,0.6046511627906976,0.6933333333333334,43.0,32,43 +Uneven ground walking,0.8421052631578947,0.5517241379310345,0.6666666666666666,29.0,19,29 +Carry,0.5964912280701754,0.68,0.6355140186915887,50.0,57,50 +accuracy,0.7970644543714104,0.7970644543714104,0.7970644543714104,0.7970644543714104,0,0 +macro avg,0.791584059516623,0.7275031718740812,0.7521083954732896,1567.0,0,0 +weighted avg,0.8012201385307647,0.7970644543714104,0.7966022951237541,1567.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..846921343a2ef50e900e7a0c28422e5e191d37af --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9301011302795955,0.9470018170805572,0.9384753901560624,3302.0,3362,3302 +Sit to stand,0.9220563847429519,0.9297658862876255,0.925895087427144,598.0,603,598 +Stand to sit,0.9391575663026521,0.8775510204081632,0.9073097211755841,686.0,641,686 +Sitting,0.9307511737089202,0.9474313022700119,0.9390171699230314,837.0,852,837 +Stair up,0.9590643274853801,0.9344729344729344,0.9466089466089466,351.0,342,351 +Stair down,0.9378238341968912,0.9783783783783784,0.9576719576719577,185.0,193,185 +Ramp up,0.9827213822894169,0.922920892494929,0.9518828451882845,493.0,463,493 +Ramp down,0.986870897155361,0.9616204690831557,0.9740820734341252,469.0,457,469 +Grass walking,0.9539951573849879,0.9036697247706422,0.928150765606596,436.0,413,436 +Uneven ground walking,0.9739776951672863,0.9357142857142857,0.9544626593806922,280.0,269,280 +Carry,0.9294605809128631,0.9630266552020637,0.9459459459459459,1163.0,1205,1163 +accuracy,0.9396590909090909,0.9396590909090909,0.9396590909090909,0.9396590909090909,0,0 +macro avg,0.9496345572387551,0.9365048514693406,0.9426820511380335,8800.0,0,0 +weighted avg,0.9401086196038851,0.9396590909090909,0.9396037547320983,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..8d2564287f436830baec5b6f9f8445f6eb5998c0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9649791955617198,0.9700243987452074,0.9674952198852772,2869.0,2884,2869 +Sit to stand,0.9851851851851852,0.981549815498155,0.9833641404805915,271.0,270,271 +Stand to sit,0.9772079772079773,0.9581005586592178,0.9675599435825106,358.0,351,358 +Sitting,0.984472049689441,0.9984251968503937,0.9913995308835027,635.0,644,635 +Stair up,0.9737704918032787,0.9737704918032787,0.9737704918032787,305.0,305,305 +Stair down,0.9875776397515528,1.0,0.99375,159.0,161,159 +Ramp up,0.9953596287703016,0.955456570155902,0.975,449.0,431,449 +Ramp down,0.9976133651551312,0.9720930232558139,0.9846878680800942,430.0,419,430 +Grass walking,0.9786666666666667,0.9338422391857506,0.9557291666666666,393.0,375,393 +Uneven ground walking,0.991869918699187,0.9721115537848606,0.9818913480885312,251.0,246,251 +Carry,0.9476896251089799,0.9766397124887691,0.9619469026548673,1113.0,1147,1113 +accuracy,0.9715194248582883,0.9715194248582883,0.9715194248582883,0.9715194248582883,0,0 +macro avg,0.9803992494181294,0.9720012327661226,0.9760540556477563,7233.0,0,0 +weighted avg,0.9717627087017655,0.9715194248582883,0.9715278386055844,7233.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..2260d9463741007acb8b81c9c022c15aa66b0536 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7196652719665272,0.7944572748267898,0.7552140504939627,433.0,478,433 +Sit to stand,0.8708708708708709,0.8868501529051988,0.8787878787878788,327.0,333,327 +Stand to sit,0.8931034482758621,0.7896341463414634,0.8381877022653722,328.0,290,328 +Sitting,0.7644230769230769,0.7871287128712872,0.775609756097561,202.0,208,202 +Stair up,0.8378378378378378,0.6739130434782609,0.7469879518072289,46.0,37,46 +Stair down,0.6875,0.8461538461538461,0.7586206896551724,26.0,32,26 +Ramp up,0.8125,0.5909090909090909,0.6842105263157895,44.0,32,44 +Ramp down,0.868421052631579,0.8461538461538461,0.8571428571428571,39.0,38,39 +Grass walking,0.7105263157894737,0.627906976744186,0.6666666666666666,43.0,38,43 +Uneven ground walking,0.782608695652174,0.6206896551724138,0.6923076923076923,29.0,23,29 +Carry,0.5689655172413793,0.66,0.6111111111111112,50.0,58,50 +accuracy,0.7925973197192087,0.7925973197192087,0.7925973197192087,0.7925973197192087,0,0 +macro avg,0.7742201897444346,0.7385269768687621,0.751349716604663,1567.0,0,0 +weighted avg,0.7986418323658755,0.7925973197192087,0.7931644038940973,1567.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..13edd45080e6b4419f3114716cf25803a132484c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,3121,20,39,0,10,10,10,6,15,4,74 +Sit to stand,19,532,3,26,0,0,0,0,0,0,0 +Stand to sit,36,2,622,21,0,0,0,0,0,0,0 +Sitting,0,35,35,783,0,0,0,0,0,0,0 +Stair up,22,0,0,0,325,0,0,0,1,0,0 +Stair down,6,0,0,0,0,178,0,0,0,0,0 +Ramp up,33,0,2,0,0,0,460,0,0,0,0 +Ramp down,18,0,0,0,1,1,0,450,0,0,0 +Grass walking,37,0,0,0,1,0,1,1,393,0,0 +Uneven ground walking,16,0,0,0,2,1,0,0,2,259,1 +Carry,46,0,0,0,0,0,0,0,0,0,1120 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..39fb663fb27b55692baafcbd547a3021e806408a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2767,4,16,0,5,1,3,2,8,1,56 +Sit to stand,1,252,0,2,0,0,0,0,0,0,0 +Stand to sit,4,0,348,3,0,0,0,0,0,0,0 +Sitting,0,2,0,636,0,0,0,0,0,0,0 +Stair up,8,0,0,0,295,0,0,0,1,0,0 +Stair down,1,0,0,0,0,156,0,0,0,0,0 +Ramp up,18,0,1,0,0,0,434,0,0,0,0 +Ramp down,14,0,0,0,0,1,0,414,0,0,0 +Grass walking,26,0,0,0,1,0,0,0,365,0,0 +Uneven ground walking,4,0,0,0,2,1,0,0,1,243,1 +Carry,31,0,0,0,0,0,0,0,0,0,1085 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d506130c4e77acf91238c9a262e13011cac9e2c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,354,16,23,0,5,9,7,4,7,3,18 +Sit to stand,18,280,3,24,0,0,0,0,0,0,0 +Stand to sit,32,2,274,18,0,0,0,0,0,0,0 +Sitting,0,33,35,147,0,0,0,0,0,0,0 +Stair up,14,0,0,0,30,0,0,0,0,0,0 +Stair down,5,0,0,0,0,22,0,0,0,0,0 +Ramp up,15,0,1,0,0,0,26,0,0,0,0 +Ramp down,4,0,0,0,1,0,0,36,0,0,0 +Grass walking,11,0,0,0,0,0,1,1,28,0,0 +Uneven ground walking,12,0,0,0,0,0,0,0,1,16,0 +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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f733ae937fa614e57331feefb30c99236ca88f3a --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.930530709600477,0.9431852523420973,0.9368152483866127,3309.0,3354,3309 +Sit to stand,0.9032258064516129,0.9172413793103448,0.9101796407185628,580.0,589,580 +Stand to sit,0.8873038516405135,0.9133627019089574,0.9001447178002895,681.0,701,681 +Sitting,0.9433734939759036,0.917936694021102,0.93048128342246,853.0,830,853 +Stair up,0.9587020648967551,0.9339080459770115,0.9461426491994177,348.0,339,348 +Stair down,0.9368421052631579,0.967391304347826,0.9518716577540107,184.0,190,184 +Ramp up,0.9766454352441614,0.9292929292929293,0.9523809523809523,495.0,471,495 +Ramp down,0.9846827133479212,0.9574468085106383,0.970873786407767,470.0,457,470 +Grass walking,0.9562043795620438,0.9076212471131639,0.9312796208530806,433.0,411,433 +Uneven ground walking,0.9847908745247148,0.9217081850533808,0.9522058823529411,281.0,263,281 +Carry,0.9372384937238494,0.9605488850771869,0.9487505294366794,1166.0,1195,1166 +accuracy,0.9367045454545454,0.9367045454545454,0.9367045454545454,0.9367045454545454,0,0 +macro avg,0.9454127207482828,0.9336039484504218,0.9391932698829796,8800.0,0,0 +weighted avg,0.9372476189300276,0.9367045454545454,0.9367867341126715,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..47ac8151b90e6e4dc0c80208e638165775168276 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9627696590118302,0.966468739084876,0.9646156527801987,2863.0,2874,2863 +Sit to stand,0.9767441860465116,0.9882352941176471,0.9824561403508771,255.0,258,255 +Stand to sit,0.9534246575342465,0.9802816901408451,0.9666666666666667,355.0,365,355 +Sitting,0.9921996879875195,0.9968652037617555,0.9945269741985927,638.0,641,638 +Stair up,0.9735973597359736,0.9703947368421053,0.9719934102141681,304.0,303,304 +Stair down,0.9811320754716981,0.9936305732484076,0.9873417721518988,157.0,159,157 +Ramp up,0.9931350114416476,0.9580573951434879,0.9752808988764045,453.0,437,453 +Ramp down,0.9951923076923077,0.965034965034965,0.9798816568047337,429.0,416,429 +Grass walking,0.9733333333333334,0.9311224489795918,0.9517601043024772,392.0,375,392 +Uneven ground walking,0.9959016393442623,0.9642857142857143,0.9798387096774194,252.0,244,252 +Carry,0.9500875656742557,0.9722222222222222,0.9610274579273693,1116.0,1142,1116 +accuracy,0.9696423620737455,0.9696423620737455,0.9696423620737455,0.9696423620737455,0,0 +macro avg,0.9770470439339625,0.9715089984419651,0.9741263130864369,7214.0,0,0 +weighted avg,0.9698667940143022,0.9696423620737455,0.9696537146617651,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..63821c88cc23ec85ea2e3c701b18df94eb302937 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7375,0.7937219730941704,0.7645788336933045,446.0,480,446 +Sit to stand,0.8459214501510574,0.8615384615384616,0.8536585365853658,325.0,331,325 +Stand to sit,0.8154761904761905,0.8404907975460123,0.8277945619335347,326.0,336,326 +Sitting,0.7777777777777778,0.6837209302325581,0.7277227722772277,215.0,189,215 +Stair up,0.8333333333333334,0.6818181818181818,0.75,44.0,36,44 +Stair down,0.7096774193548387,0.8148148148148148,0.7586206896551724,27.0,31,27 +Ramp up,0.7647058823529411,0.6190476190476191,0.6842105263157895,42.0,34,42 +Ramp down,0.8780487804878049,0.8780487804878049,0.8780487804878049,41.0,41,41 +Grass walking,0.7777777777777778,0.6829268292682927,0.7272727272727273,41.0,36,41 +Uneven ground walking,0.8421052631578947,0.5517241379310345,0.6666666666666666,29.0,19,29 +Carry,0.660377358490566,0.7,0.6796116504854369,50.0,53,50 +accuracy,0.7868852459016393,0.7868852459016393,0.7868852459016393,0.7868852459016393,0,0 +macro avg,0.7857001121236529,0.7370775023435407,0.7561987041248209,1586.0,0,0 +weighted avg,0.788266926298626,0.7868852459016393,0.785696283637537,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..8adbc0d11216702463b423c6e4554bff454e1422 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9255855321672102,0.9434874584466606,0.9344507632445376,3309.0,3373,3309 +Sit to stand,0.9030612244897959,0.9155172413793103,0.9092465753424658,580.0,588,580 +Stand to sit,0.9246153846153846,0.882525697503671,0.9030803906836965,681.0,650,681 +Sitting,0.9383720930232559,0.9460726846424384,0.9422066549912435,853.0,860,853 +Stair up,0.9470588235294117,0.9252873563218391,0.936046511627907,348.0,340,348 +Stair down,0.9226804123711341,0.9728260869565217,0.9470899470899471,184.0,194,184 +Ramp up,0.9805194805194806,0.9151515151515152,0.9467084639498433,495.0,462,495 +Ramp down,0.9889867841409692,0.9553191489361702,0.9718614718614719,470.0,454,470 +Grass walking,0.9492753623188406,0.9076212471131639,0.9279811097992916,433.0,414,433 +Uneven ground walking,0.9776119402985075,0.9323843416370107,0.9544626593806922,281.0,268,281 +Carry,0.9365079365079365,0.9614065180102916,0.9487939060516293,1166.0,1197,1166 +accuracy,0.9363636363636364,0.9363636363636364,0.9363636363636364,0.9363636363636364,0,0 +macro avg,0.9449340885438114,0.9325090269180539,0.9383571321838841,8800.0,0,0 +weighted avg,0.936804153109251,0.9363636363636364,0.9363498240982191,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..bca05ac78909c0724550216524280acae12f64f9 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9596133931653434,0.9710094306671324,0.9652777777777778,2863.0,2897,2863 +Sit to stand,0.9766536964980544,0.984313725490196,0.98046875,255.0,257,255 +Stand to sit,0.9742857142857143,0.9605633802816902,0.9673758865248226,355.0,350,355 +Sitting,0.9891472868217054,1.0,0.9945440374123149,638.0,645,638 +Stair up,0.9638157894736842,0.9638157894736842,0.9638157894736842,304.0,304,304 +Stair down,0.975,0.9936305732484076,0.9842271293375394,157.0,160,157 +Ramp up,0.9953703703703703,0.9492273730684326,0.9717514124293786,453.0,432,453 +Ramp down,0.9975845410628019,0.9627039627039627,0.9798339264531435,429.0,414,429 +Grass walking,0.9812332439678284,0.9336734693877551,0.9568627450980393,392.0,373,392 +Uneven ground walking,0.9959016393442623,0.9642857142857143,0.9798387096774194,252.0,244,252 +Carry,0.9543057996485061,0.9731182795698925,0.963620230700976,1116.0,1138,1116 +accuracy,0.9699196007762684,0.9699196007762684,0.9699196007762684,0.9699196007762684,0,0 +macro avg,0.9784464976943883,0.9687583361978969,0.9734196722622813,7214.0,0,0 +weighted avg,0.9701864011442549,0.9699196007762684,0.96992415810611,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.1s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..14e00962335dc06dd2bc8cc45d7bfc8e84cb2ea0 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7184873949579832,0.7668161434977578,0.7418655097613883,446.0,476,446 +Sit to stand,0.8459214501510574,0.8615384615384616,0.8536585365853658,325.0,331,325 +Stand to sit,0.8666666666666667,0.7975460122699386,0.8306709265175719,326.0,300,326 +Sitting,0.786046511627907,0.786046511627907,0.786046511627907,215.0,215,215 +Stair up,0.8055555555555556,0.6590909090909091,0.725,44.0,36,44 +Stair down,0.6764705882352942,0.8518518518518519,0.7540983606557377,27.0,34,27 +Ramp up,0.7666666666666667,0.5476190476190477,0.6388888888888888,42.0,30,42 +Ramp down,0.9,0.8780487804878049,0.8888888888888888,41.0,40,41 +Grass walking,0.6585365853658537,0.6585365853658537,0.6585365853658537,41.0,41,41 +Uneven ground walking,0.7916666666666666,0.6551724137931034,0.7169811320754716,29.0,24,29 +Carry,0.5932203389830508,0.7,0.6422018348623854,50.0,59,50 +accuracy,0.7837326607818411,0.7837326607818411,0.7837326607818411,0.7837326607818411,0,0 +macro avg,0.7644762204433365,0.7420242470129668,0.7488033795663145,1586.0,0,0 +weighted avg,0.7877248949514317,0.7837326607818411,0.7840799129113128,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..0ad3c8ff868f8aa0a9ec4f5864fd66185061e4b3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,3090,8,44,0,13,10,9,9,18,4,76 +Sit to stand,39,516,2,50,0,0,0,0,0,0,0 +Stand to sit,50,4,619,24,0,0,0,0,0,0,0 +Sitting,0,24,27,779,0,0,0,0,0,0,0 +Stair up,25,0,0,0,319,0,0,0,1,0,0 +Stair down,4,0,0,0,0,184,0,0,0,0,0 +Ramp up,33,0,2,0,0,1,460,0,0,0,0 +Ramp down,18,0,0,0,5,1,0,448,0,0,0 +Grass walking,37,0,0,0,1,0,1,1,396,0,0 +Uneven ground walking,18,0,0,0,2,1,0,0,3,259,1 +Carry,47,0,0,0,0,0,0,0,0,0,1117 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..acb1f5785dfb9c0f2cd0ae1bd44c5822aa65e52f --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2742,3,25,0,7,3,4,2,10,1,57 +Sit to stand,1,275,0,7,0,0,0,0,0,0,0 +Stand to sit,5,0,360,5,0,0,0,0,0,0,0 +Sitting,0,2,0,631,0,0,0,0,0,0,0 +Stair up,11,0,0,0,287,0,0,0,1,0,0 +Stair down,1,0,0,0,0,160,0,0,0,0,0 +Ramp up,18,0,1,0,0,0,436,0,0,0,0 +Ramp down,13,0,0,0,0,1,0,417,0,0,0 +Grass walking,28,0,0,0,1,0,0,0,366,0,0 +Uneven ground walking,9,0,0,0,2,0,0,0,2,239,1 +Carry,33,0,0,0,0,0,0,0,0,0,1079 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..c7f0b07b7e0297e5f9f8314a386a0021c89259a6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,348,5,19,0,6,7,5,7,8,3,19 +Sit to stand,38,241,2,43,0,0,0,0,0,0,0 +Stand to sit,45,4,259,19,0,0,0,0,0,0,0 +Sitting,0,22,27,148,0,0,0,0,0,0,0 +Stair up,14,0,0,0,32,0,0,0,0,0,0 +Stair down,3,0,0,0,0,24,0,0,0,0,0 +Ramp up,15,0,1,0,0,1,24,0,0,0,0 +Ramp down,5,0,0,0,5,0,0,31,0,0,0 +Grass walking,9,0,0,0,0,0,1,1,30,0,0 +Uneven ground walking,9,0,0,0,0,1,0,0,1,20,0 +Carry,14,0,0,0,0,0,0,0,0,0,38 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3e82e809512f85e4bf292d3cdf75cd887c1f48b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9193692353466231,0.941786040841207,0.9304426377597109,3281.0,3361,3281 +Sit to stand,0.9347826086956522,0.8500823723228995,0.8904227782571182,607.0,552,607 +Stand to sit,0.8919308357348703,0.8880918220946915,0.8900071890726097,697.0,694,697 +Sitting,0.9132473622508792,0.9385542168674699,0.9257278669043375,830.0,853,830 +Stair up,0.9382352941176471,0.9246376811594202,0.9313868613138686,345.0,340,345 +Stair down,0.934010152284264,0.9787234042553191,0.9558441558441558,188.0,197,188 +Ramp up,0.9787234042553191,0.9274193548387096,0.9523809523809523,496.0,470,496 +Ramp down,0.9781659388646288,0.9491525423728814,0.9634408602150538,472.0,458,472 +Grass walking,0.9473684210526315,0.908256880733945,0.927400468384075,436.0,418,436 +Uneven ground walking,0.9847908745247148,0.9119718309859155,0.946983546617916,284.0,263,284 +Carry,0.9355108877721943,0.9596219931271478,0.9474130619168787,1164.0,1194,1164 +accuracy,0.930340909090909,0.930340909090909,0.930340909090909,0.930340909090909,0,0 +macro avg,0.9414668195363113,0.9252998308726913,0.9328591253333343,8800.0,0,0 +weighted avg,0.9308669020331296,0.930340909090909,0.9302487504075598,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8f3bc594d1bfd06256d88f6e0cbd43a4e12ccbc4 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9584061516952115,0.9607568325157674,0.9595800524934384,2854.0,2861,2854 +Sit to stand,0.9821428571428571,0.9717314487632509,0.9769094138543517,283.0,280,283 +Stand to sit,0.9326424870466321,0.972972972972973,0.9523809523809523,370.0,386,370 +Sitting,0.9813374805598756,0.9968404423380727,0.9890282131661442,633.0,643,633 +Stair up,0.9663299663299664,0.959866220735786,0.9630872483221476,299.0,297,299 +Stair down,0.975609756097561,0.9937888198757764,0.9846153846153847,161.0,164,161 +Ramp up,0.990909090909091,0.9582417582417583,0.9743016759776536,455.0,440,455 +Ramp down,0.9952267303102625,0.9675174013921114,0.9811764705882353,431.0,419,431 +Grass walking,0.9656992084432717,0.9265822784810127,0.9457364341085271,395.0,379,395 +Uneven ground walking,0.9958333333333333,0.9446640316205533,0.9695740365111561,253.0,240,253 +Carry,0.9489885664028144,0.9703237410071942,0.9595375722543352,1112.0,1137,1112 +accuracy,0.9649461772012145,0.9649461772012145,0.9649461772012145,0.9649461772012145,0,0 +macro avg,0.972102329842807,0.9657532679949323,0.9687206776611206,7246.0,0,0 +weighted avg,0.9652203181357024,0.9649461772012145,0.9649595685721707,7246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..e77ef3dbed258dc6a35cf4439ce79a350d6e6f27 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.696,0.8149882903981265,0.7508090614886731,427.0,500,427 +Sit to stand,0.8860294117647058,0.7438271604938271,0.8087248322147651,324.0,272,324 +Stand to sit,0.8409090909090909,0.7920489296636085,0.815748031496063,327.0,308,327 +Sitting,0.7047619047619048,0.751269035532995,0.7272727272727273,197.0,210,197 +Stair up,0.7441860465116279,0.6956521739130435,0.7191011235955056,46.0,43,46 +Stair down,0.7272727272727273,0.8888888888888888,0.8,27.0,33,27 +Ramp up,0.8,0.5853658536585366,0.676056338028169,41.0,30,41 +Ramp down,0.7948717948717948,0.7560975609756098,0.775,41.0,39,41 +Grass walking,0.7692307692307693,0.7317073170731707,0.75,41.0,39,41 +Uneven ground walking,0.8695652173913043,0.6451612903225806,0.7407407407407407,31.0,23,31 +Carry,0.6666666666666666,0.7307692307692307,0.6972477064220184,52.0,57,52 +accuracy,0.768983268983269,0.768983268983269,0.768983268983269,0.768983268983269,0,0 +macro avg,0.7726812390345994,0.7396159756081471,0.7509727782962421,1554.0,0,0 +weighted avg,0.7789583093224153,0.768983268983269,0.770132853093078,1554.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..24bfe12e6903d686a7e010a13cf1578370352d3e --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9166912850812408,0.9457482474855227,0.930993099309931,3281.0,3385,3281 +Sit to stand,0.9162393162393162,0.8830313014827018,0.8993288590604027,607.0,585,607 +Stand to sit,0.9135802469135802,0.8493543758967002,0.8802973977695168,697.0,648,697 +Sitting,0.9123831775700935,0.9409638554216867,0.9264531435349941,830.0,856,830 +Stair up,0.9319526627218935,0.9130434782608695,0.9224011713030746,345.0,338,345 +Stair down,0.9343434343434344,0.9840425531914894,0.9585492227979274,188.0,198,188 +Ramp up,0.9826839826839827,0.9153225806451613,0.9478079331941545,496.0,462,496 +Ramp down,0.9824175824175824,0.9470338983050848,0.9644012944983819,472.0,455,472 +Grass walking,0.9610705596107056,0.9059633027522935,0.9327036599763873,436.0,411,436 +Uneven ground walking,0.9705882352941176,0.9295774647887324,0.9496402877697842,284.0,272,284 +Carry,0.938655462184874,0.9596219931271478,0.9490229396771452,1164.0,1190,1164 +accuracy,0.9305681818181818,0.9305681818181818,0.9305681818181818,0.9305681818181818,0,0 +macro avg,0.941873267732802,0.9248820955779444,0.9328726371719724,8800.0,0,0 +weighted avg,0.931071160249514,0.9305681818181818,0.9304283539521109,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..cce2bb67b7e6d0fd7b41a6cf03d87694ecf06ec1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9550639474593847,0.9681149264190609,0.9615451539933878,2854.0,2893,2854 +Sit to stand,0.9822695035460993,0.9787985865724381,0.9805309734513274,283.0,282,283 +Stand to sit,0.9540540540540541,0.9540540540540541,0.9540540540540541,370.0,370,370 +Sitting,0.9844236760124611,0.9984202211690363,0.9913725490196078,633.0,642,633 +Stair up,0.9562289562289562,0.9498327759197325,0.9530201342281879,299.0,297,299 +Stair down,0.9815950920245399,0.9937888198757764,0.9876543209876543,161.0,163,161 +Ramp up,0.9953917050691244,0.9494505494505494,0.9718785151856018,455.0,434,455 +Ramp down,0.9976019184652278,0.9651972157772621,0.9811320754716981,431.0,417,431 +Grass walking,0.9759358288770054,0.9240506329113924,0.9492847854356307,395.0,374,395 +Uneven ground walking,0.9917695473251029,0.9525691699604744,0.9717741935483871,253.0,243,253 +Carry,0.9549071618037135,0.9712230215827338,0.9629959875167187,1112.0,1131,1112 +accuracy,0.9664642561413194,0.9664642561413194,0.9664642561413194,0.9664642561413194,0,0 +macro avg,0.975385580987788,0.9641363612447738,0.9695675220811141,7246.0,0,0 +weighted avg,0.9667351634925875,0.9664642561413194,0.9664635485230009,7246.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.2s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0d6d722d189203a638bfcd2d9393375c9765129 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6910569105691057,0.7962529274004684,0.7399347116430903,427.0,492,427 +Sit to stand,0.8547854785478548,0.7993827160493827,0.8261562998405104,324.0,303,324 +Stand to sit,0.8597122302158273,0.7308868501529052,0.7900826446280992,327.0,278,327 +Sitting,0.6962616822429907,0.7563451776649747,0.7250608272506083,197.0,214,197 +Stair up,0.7560975609756098,0.6739130434782609,0.7126436781609196,46.0,41,46 +Stair down,0.7142857142857143,0.9259259259259259,0.8064516129032258,27.0,35,27 +Ramp up,0.7857142857142857,0.5365853658536586,0.6376811594202898,41.0,28,41 +Ramp down,0.8157894736842105,0.7560975609756098,0.7848101265822784,41.0,38,41 +Grass walking,0.8108108108108109,0.7317073170731707,0.7692307692307693,41.0,37,41 +Uneven ground walking,0.7931034482758621,0.7419354838709677,0.7666666666666667,31.0,29,31 +Carry,0.6271186440677966,0.7115384615384616,0.6666666666666666,52.0,59,52 +accuracy,0.7631917631917632,0.7631917631917632,0.7631917631917632,0.7631917631917632,0,0 +macro avg,0.7640669308536426,0.7418700754530714,0.7477622875448294,1554.0,0,0 +weighted avg,0.7725152653810866,0.7631917631917632,0.7642667381746285,1554.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9975828e73f20a788808e43ff3e54d1068f82c5c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,3080,17,58,1,14,11,10,13,24,4,66 +Sit to stand,21,498,2,57,0,0,0,0,0,0,0 +Stand to sit,51,3,605,26,0,0,0,1,0,0,0 +Sitting,0,27,28,786,0,0,0,0,0,0,0 +Stair up,34,0,0,0,315,0,0,1,1,0,0 +Stair down,6,0,0,0,0,182,1,0,0,0,0 +Ramp up,37,0,2,0,0,0,457,0,0,0,0 +Ramp down,18,0,0,0,4,1,0,445,0,0,0 +Grass walking,44,0,0,0,1,0,1,1,389,0,0 +Uneven ground walking,18,0,0,0,2,0,0,0,2,266,2 +Carry,57,0,0,0,0,0,0,0,0,0,1110 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..8073df757c52a9639840675b3f65193849db3992 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2732,3,32,1,7,3,3,0,12,0,53 +Sit to stand,0,247,0,8,0,0,0,0,0,0,0 +Stand to sit,12,1,340,4,0,0,0,0,0,0,0 +Sitting,0,4,0,630,0,0,0,0,0,0,0 +Stair up,16,0,0,0,289,0,0,0,1,0,0 +Stair down,1,0,0,0,0,160,0,0,0,0,0 +Ramp up,22,0,1,0,0,0,432,0,0,0,0 +Ramp down,14,0,0,0,0,1,0,413,0,0,0 +Grass walking,28,0,0,0,1,0,0,1,364,0,0 +Uneven ground walking,11,0,0,0,2,0,0,0,1,243,2 +Carry,40,0,0,0,0,0,0,0,0,0,1079 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..31a342a5c83993e851ad95122ee89f66fd58f5bb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,348,14,26,0,7,8,7,13,12,4,13 +Sit to stand,21,251,2,49,0,0,0,0,0,0,0 +Stand to sit,39,2,265,22,0,0,0,1,0,0,0 +Sitting,0,23,28,156,0,0,0,0,0,0,0 +Stair up,18,0,0,0,26,0,0,1,0,0,0 +Stair down,5,0,0,0,0,22,1,0,0,0,0 +Ramp up,15,0,1,0,0,0,25,0,0,0,0 +Ramp down,4,0,0,0,4,0,0,32,0,0,0 +Grass walking,16,0,0,0,0,0,1,0,25,0,0 +Uneven ground walking,7,0,0,0,0,0,0,0,1,23,0 +Carry,17,0,0,0,0,0,0,0,0,0,31 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0c0983b4ce995bebaf89daeda80cf1216fb95ec2 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9150326797385621,0.9338993329290479,0.9243697478991597,3298.0,3366,3298 +Sit to stand,0.9137614678899083,0.8615916955017301,0.8869100623330365,578.0,545,578 +Stand to sit,0.8705035971223022,0.8819241982507289,0.8761766835626358,686.0,695,686 +Sitting,0.903448275862069,0.9346016646848989,0.9187609585037989,841.0,870,841 +Stair up,0.9375,0.8974358974358975,0.9170305676855895,351.0,336,351 +Stair down,0.9381443298969072,0.9629629629629629,0.9503916449086162,189.0,194,189 +Ramp up,0.9744136460554371,0.9213709677419355,0.9471502590673575,496.0,469,496 +Ramp down,0.96529284164859,0.9508547008547008,0.9580193756727664,468.0,461,468 +Grass walking,0.9350961538461539,0.8922018348623854,0.9131455399061033,436.0,416,436 +Uneven ground walking,0.9851851851851852,0.9172413793103448,0.95,290.0,270,290 +Carry,0.9422750424448217,0.9511568123393316,0.9466950959488273,1167.0,1178,1167 +accuracy,0.9242045454545454,0.9242045454545454,0.9242045454545454,0.9242045454545454,0,0 +macro avg,0.9346048381536306,0.9186583133521786,0.9262409032261719,8800.0,0,0 +weighted avg,0.9247018149821965,0.9242045454545454,0.9242052948243823,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..e08dd423e2c4bdb1fc35e0f7daea5f08ca034aca --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9499304589707928,0.9599437807449052,0.9549108703250612,2846.0,2876,2846 +Sit to stand,0.9686274509803922,0.9686274509803922,0.9686274509803922,255.0,255,255 +Stand to sit,0.9115281501340483,0.9523809523809523,0.9315068493150684,357.0,373,357 +Sitting,0.9797822706065319,0.9936908517350158,0.9866875489428347,634.0,643,634 +Stair up,0.9665551839464883,0.9444444444444444,0.9553719008264463,306.0,299,306 +Stair down,0.975609756097561,0.9937888198757764,0.9846153846153847,161.0,164,161 +Ramp up,0.993103448275862,0.9494505494505494,0.9707865168539326,455.0,435,455 +Ramp down,0.9975845410628019,0.9649532710280374,0.9809976247030879,428.0,414,428 +Grass walking,0.9629629629629629,0.9238578680203046,0.9430051813471503,394.0,378,394 +Uneven ground walking,1.0,0.9382239382239382,0.9681274900398407,259.0,243,259 +Carry,0.9514991181657848,0.9642537980339589,0.9578339991122947,1119.0,1134,1119 +accuracy,0.9604934848904907,0.9604934848904907,0.9604934848904907,0.9604934848904907,0,0 +macro avg,0.9688348492002934,0.9594196113562069,0.9638609833692268,7214.0,0,0 +weighted avg,0.9608957340709623,0.9604934848904907,0.9605393986242785,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..655945f40ebb87b94e689fa9e16ba161c003a9fb --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.710204081632653,0.7699115044247787,0.7388535031847133,452.0,490,452 +Sit to stand,0.8655172413793103,0.7770897832817337,0.8189233278955954,323.0,290,323 +Stand to sit,0.8229813664596274,0.8054711246200608,0.8141321044546851,329.0,322,329 +Sitting,0.6872246696035242,0.7536231884057971,0.7188940092165899,207.0,227,207 +Stair up,0.7027027027027027,0.5777777777777777,0.6341463414634146,45.0,37,45 +Stair down,0.7333333333333333,0.7857142857142857,0.7586206896551724,28.0,30,28 +Ramp up,0.7352941176470589,0.6097560975609756,0.6666666666666666,41.0,34,41 +Ramp down,0.6808510638297872,0.8,0.735632183908046,40.0,47,40 +Grass walking,0.6578947368421053,0.5952380952380952,0.625,42.0,38,42 +Uneven ground walking,0.8518518518518519,0.7419354838709677,0.7931034482758621,31.0,27,31 +Carry,0.7045454545454546,0.6458333333333334,0.6739130434782609,48.0,44,48 +accuracy,0.7591424968474149,0.7591424968474149,0.7591424968474149,0.7591424968474149,0,0 +macro avg,0.741127329075219,0.7147591522025277,0.725262301654455,1586.0,0,0 +weighted avg,0.7635459738595565,0.7591424968474149,0.7596816891378027,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..0fe9c626c449ebdabc91cb52b415ba9e1d09a39b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9151640555719776,0.9387507580351728,0.9268073641670409,3298.0,3383,3298 +Sit to stand,0.9019264448336253,0.8910034602076125,0.896431679721497,578.0,571,578 +Stand to sit,0.9080996884735203,0.8498542274052479,0.8780120481927711,686.0,642,686 +Sitting,0.9011363636363636,0.9429250891795482,0.9215572341661824,841.0,880,841 +Stair up,0.9305135951661632,0.8774928774928775,0.9032258064516129,351.0,331,351 +Stair down,0.9387755102040817,0.9735449735449735,0.9558441558441558,189.0,196,189 +Ramp up,0.9740820734341252,0.9092741935483871,0.940563086548488,496.0,463,496 +Ramp down,0.973741794310722,0.9508547008547008,0.9621621621621622,468.0,457,468 +Grass walking,0.9464720194647201,0.8922018348623854,0.9185360094451004,436.0,411,436 +Uneven ground walking,0.9710144927536232,0.9241379310344827,0.9469964664310954,290.0,276,290 +Carry,0.9411764705882353,0.9597257926306769,0.9503606279168434,1167.0,1190,1167 +accuracy,0.9263636363636364,0.9263636363636364,0.9263636363636364,0.9263636363636364,0,0 +macro avg,0.936554773494287,0.9190696217087332,0.9273178764588136,8800.0,0,0 +weighted avg,0.9268000300631263,0.9263636363636364,0.9262242740223827,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..72e8f2636b5143252a75ae719d9f2a0a3d6f307b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9476764199655766,0.9673225579761068,0.9573987132672579,2846.0,2905,2846 +Sit to stand,0.9725490196078431,0.9725490196078431,0.9725490196078431,255.0,255,255 +Stand to sit,0.943502824858757,0.9355742296918768,0.939521800281294,357.0,354,357 +Sitting,0.9813664596273292,0.9968454258675079,0.9890453834115805,634.0,644,634 +Stair up,0.9563758389261745,0.9313725490196079,0.9437086092715232,306.0,298,306 +Stair down,0.9815950920245399,0.9937888198757764,0.9876543209876543,161.0,163,161 +Ramp up,0.9953488372093023,0.9406593406593406,0.9672316384180791,455.0,430,455 +Ramp down,0.9975786924939467,0.9626168224299065,0.9797859690844233,428.0,413,428 +Grass walking,0.9784366576819407,0.9213197969543148,0.9490196078431372,394.0,371,394 +Uneven ground walking,0.9879032258064516,0.9459459459459459,0.9664694280078896,259.0,248,259 +Carry,0.9567519858781994,0.968722073279714,0.9626998223801065,1119.0,1133,1119 +accuracy,0.9625727751594123,0.9625727751594123,0.9625727751594123,0.9625727751594123,0,0 +macro avg,0.9726440958254602,0.9578833255734491,0.9650076647782536,7214.0,0,0 +weighted avg,0.9629353484548928,0.9625727751594123,0.9625640660790152,7214.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.3s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..d1be2ee3a1d186e24d8cb0413f6d7372257f9701 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.7175732217573222,0.7588495575221239,0.7376344086021506,452.0,478,452 +Sit to stand,0.8449367088607594,0.826625386996904,0.8356807511737089,323.0,316,323 +Stand to sit,0.8645833333333334,0.756838905775076,0.807131280388979,329.0,288,329 +Sitting,0.6822033898305084,0.7777777777777778,0.7268623024830699,207.0,236,207 +Stair up,0.696969696969697,0.5111111111111111,0.5897435897435898,45.0,33,45 +Stair down,0.7272727272727273,0.8571428571428571,0.7868852459016393,28.0,33,28 +Ramp up,0.696969696969697,0.5609756097560976,0.6216216216216216,41.0,33,41 +Ramp down,0.75,0.825,0.7857142857142857,40.0,44,40 +Grass walking,0.65,0.6190476190476191,0.6341463414634146,42.0,40,42 +Uneven ground walking,0.8214285714285714,0.7419354838709677,0.7796610169491526,31.0,28,31 +Carry,0.631578947368421,0.75,0.6857142857142857,48.0,57,48 +accuracy,0.7616645649432535,0.7616645649432535,0.7616645649432535,0.7616645649432535,0,0 +macro avg,0.7348651176173671,0.725936755363685,0.7264359208868997,1586.0,0,0 +weighted avg,0.7669008682527851,0.7616645649432535,0.7620091759767895,1586.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..2314bdffe6eddddd25c90f6942720456b1477a1c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,3006,20,78,1,21,9,10,14,23,9,70 +Sit to stand,34,474,2,79,0,0,0,0,0,0,0 +Stand to sit,57,3,610,29,0,0,0,1,0,0,0 +Sitting,1,29,32,769,0,0,0,0,0,0,0 +Stair up,43,0,1,0,306,0,0,3,1,0,0 +Stair down,9,0,0,0,0,184,0,0,0,0,0 +Ramp up,52,0,3,0,0,0,449,0,0,0,0 +Ramp down,22,0,0,0,3,1,0,446,0,0,0 +Grass walking,50,0,0,0,1,0,1,1,387,0,0 +Uneven ground walking,20,0,0,0,2,0,0,0,7,263,4 +Carry,59,0,0,0,0,0,0,0,0,0,1101 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0d27b1e17e3ebceaae458c144e2d3d1b178c7f6 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2690,1,41,1,14,5,5,5,16,3,53 +Sit to stand,1,239,0,26,0,0,0,0,0,0,0 +Stand to sit,20,0,338,8,0,0,0,0,0,0,0 +Sitting,0,3,1,621,0,0,0,0,0,0,0 +Stair up,26,0,0,0,281,0,0,1,1,0,0 +Stair down,3,0,0,0,0,163,0,0,0,0,0 +Ramp up,30,0,2,0,0,0,428,0,0,0,0 +Ramp down,15,0,0,0,0,1,0,415,0,0,0 +Grass walking,35,0,0,0,1,0,1,1,361,0,0 +Uneven ground walking,12,0,0,0,2,0,0,0,2,246,4 +Carry,43,0,0,0,0,0,0,0,0,0,1074 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b0153e2d113d5e30dfbc9abc00b265d0b475ae8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,316,19,37,0,7,4,5,9,7,6,17 +Sit to stand,33,235,2,53,0,0,0,0,0,0,0 +Stand to sit,37,3,272,21,0,0,0,1,0,0,0 +Sitting,1,26,31,148,0,0,0,0,0,0,0 +Stair up,17,0,1,0,25,0,0,2,0,0,0 +Stair down,6,0,0,0,0,21,0,0,0,0,0 +Ramp up,22,0,1,0,0,0,21,0,0,0,0 +Ramp down,7,0,0,0,3,0,0,31,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,26,0,0 +Uneven ground walking,8,0,0,0,0,0,0,0,5,17,0 +Carry,16,0,0,0,0,0,0,0,0,0,27 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..232d5c7140739f1dc15ddc1c8626bd4448c023e3 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8965105875335521,0.921803127874885,0.9089809495010583,3261.0,3353,3261 +Sit to stand,0.9011406844106464,0.8047538200339559,0.8502242152466367,589.0,526,589 +Stand to sit,0.8402203856749312,0.8714285714285714,0.8555399719495091,700.0,726,700 +Sitting,0.8758542141230068,0.9253910950661853,0.8999414862492686,831.0,878,831 +Stair up,0.918918918918919,0.864406779661017,0.8908296943231441,354.0,333,354 +Stair down,0.9484536082474226,0.9533678756476683,0.9509043927648578,193.0,194,193 +Ramp up,0.9760869565217392,0.8908730158730159,0.9315352697095436,504.0,460,504 +Ramp down,0.9591397849462365,0.9449152542372882,0.951974386339381,472.0,465,472 +Grass walking,0.9258373205741627,0.8795454545454545,0.9020979020979021,440.0,418,440 +Uneven ground walking,0.9669117647058824,0.8885135135135135,0.926056338028169,296.0,272,296 +Carry,0.9370212765957446,0.9491379310344827,0.9430406852248394,1160.0,1175,1160 +accuracy,0.9085227272727273,0.9085227272727273,0.9085227272727273,0.9085227272727273,0,0 +macro avg,0.9223723183865676,0.8994669489923672,0.910102299221301,8800.0,0,0 +weighted avg,0.9095240503978094,0.9085227272727273,0.90845058957512,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..90701523d917e86f90f17dda036084a09f820a25 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9356521739130435,0.9491884262526464,0.9423716938167805,2834.0,2875,2834 +Sit to stand,0.9835390946502057,0.8984962406015038,0.9390962671905697,266.0,243,266 +Stand to sit,0.8848167539267016,0.9234972677595629,0.9037433155080213,366.0,382,366 +Sitting,0.9466463414634146,0.9936,0.9695550351288056,625.0,656,625 +Stair up,0.9429530201342282,0.9093851132686084,0.9258649093904449,309.0,298,309 +Stair down,0.9644970414201184,0.9819277108433735,0.9731343283582089,166.0,169,166 +Ramp up,0.9861751152073732,0.9304347826086956,0.9574944071588367,460.0,434,460 +Ramp down,0.9834123222748815,0.962877030162413,0.9730363423212193,431.0,422,431 +Grass walking,0.95,0.9047619047619048,0.926829268292683,399.0,380,399 +Uneven ground walking,0.9879518072289156,0.924812030075188,0.9553398058252427,266.0,249,266 +Carry,0.9496021220159151,0.9615040286481648,0.9555160142348754,1117.0,1131,1117 +accuracy,0.9470921397983146,0.9470921397983146,0.9470921397983146,0.9470921397983146,0,0 +macro avg,0.9559314356577087,0.9400440486347328,0.9474528533841535,7239.0,0,0 +weighted avg,0.9476830449517997,0.9470921397983146,0.9470808452026742,7239.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..4493bfb6af56c7bf45cc22021deec0dd51b12222 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6610878661087866,0.7400468384074942,0.6983425414364641,427.0,478,427 +Sit to stand,0.8303886925795053,0.7275541795665634,0.7755775577557755,323.0,283,323 +Stand to sit,0.7906976744186046,0.8143712574850299,0.8023598820058997,334.0,344,334 +Sitting,0.6666666666666666,0.7184466019417476,0.6915887850467289,206.0,222,206 +Stair up,0.7142857142857143,0.5555555555555556,0.625,45.0,35,45 +Stair down,0.84,0.7777777777777778,0.8076923076923077,27.0,25,27 +Ramp up,0.8076923076923077,0.4772727272727273,0.6,44.0,26,44 +Ramp down,0.7209302325581395,0.7560975609756098,0.7380952380952381,41.0,43,41 +Grass walking,0.6842105263157895,0.6341463414634146,0.6582278481012658,41.0,38,41 +Uneven ground walking,0.7391304347826086,0.5666666666666667,0.6415094339622641,30.0,23,30 +Carry,0.6136363636363636,0.627906976744186,0.6206896551724138,43.0,44,43 +accuracy,0.7296604740550929,0.7296604740550929,0.7296604740550929,0.7296604740550929,0,0 +macro avg,0.7335205890040442,0.672349316714252,0.6962802953880326,1561.0,0,0 +weighted avg,0.735719916461096,0.7296604740550929,0.7294530324734869,1561.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..b3eedb09780a4c46479271a633abaa86c07561a8 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8903790087463557,0.9365225390984361,0.9128680316843522,3261.0,3430,3261 +Sit to stand,0.8986866791744841,0.8132427843803056,0.8538324420677362,589.0,533,589 +Stand to sit,0.8902627511591963,0.8228571428571428,0.8552338530066815,700.0,647,700 +Sitting,0.8660022148394242,0.941034897713598,0.9019607843137255,831.0,903,831 +Stair up,0.9143730886850153,0.844632768361582,0.8781204111600588,354.0,327,354 +Stair down,0.9432989690721649,0.9481865284974094,0.9457364341085271,193.0,194,193 +Ramp up,0.9801324503311258,0.8809523809523809,0.9278996865203761,504.0,453,504 +Ramp down,0.978021978021978,0.9427966101694916,0.9600862998921251,472.0,455,472 +Grass walking,0.9436274509803921,0.875,0.9080188679245284,440.0,408,440 +Uneven ground walking,0.9636363636363636,0.8952702702702703,0.9281961471103327,296.0,275,296 +Carry,0.9429787234042554,0.9551724137931035,0.9490364025695931,1160.0,1175,1160 +accuracy,0.9113636363636364,0.9113636363636364,0.9113636363636364,0.9113636363636364,0,0 +macro avg,0.9283090616409777,0.8959698487357929,0.9109990327598215,8800.0,0,0 +weighted avg,0.9126511172879536,0.9113636363636364,0.9110594988489874,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..c9c6b9be45dfa2344ca2e1a31662a3eb9f902bad --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.9297647459938629,0.9622441778405081,0.9457256805964973,2834.0,2933,2834 +Sit to stand,0.9836065573770492,0.9022556390977443,0.9411764705882353,266.0,244,266 +Stand to sit,0.9108635097493036,0.8934426229508197,0.9020689655172414,366.0,359,366 +Sitting,0.9452054794520548,0.9936,0.968798751950078,625.0,657,625 +Stair up,0.9415807560137457,0.8867313915857605,0.9133333333333333,309.0,291,309 +Stair down,0.9702380952380952,0.9819277108433735,0.9760479041916168,166.0,168,166 +Ramp up,0.9929906542056075,0.9239130434782609,0.9572072072072072,460.0,428,460 +Ramp down,0.9951923076923077,0.9605568445475638,0.9775678866587958,431.0,416,431 +Grass walking,0.9728997289972899,0.899749373433584,0.9348958333333334,399.0,369,399 +Uneven ground walking,0.984,0.924812030075188,0.9534883720930233,266.0,250,266 +Carry,0.958185053380783,0.964189794091316,0.9611780455153949,1117.0,1124,1117 +accuracy,0.9494405304600083,0.9494405304600083,0.9494405304600083,0.9494405304600083,0,0 +macro avg,0.9622297171000089,0.9357656934494654,0.9483171319077052,7239.0,0,0 +weighted avg,0.9502220421465217,0.9494405304600083,0.9493540860911118,7239.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_0.5s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..6c4e0d987ebba868919ee9155f8af604a67aea35 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.6579476861167002,0.765807962529274,0.7077922077922078,427.0,497,427 +Sit to stand,0.8269896193771626,0.739938080495356,0.7810457516339869,323.0,289,323 +Stand to sit,0.8645833333333334,0.7455089820359282,0.8006430868167203,334.0,288,334 +Sitting,0.6544715447154471,0.7815533980582524,0.7123893805309734,206.0,246,206 +Stair up,0.6944444444444444,0.5555555555555556,0.6172839506172839,45.0,36,45 +Stair down,0.7692307692307693,0.7407407407407407,0.7547169811320755,27.0,26,27 +Ramp up,0.76,0.4318181818181818,0.5507246376811594,44.0,25,44 +Ramp down,0.7948717948717948,0.7560975609756098,0.775,41.0,39,41 +Grass walking,0.6666666666666666,0.6341463414634146,0.65,41.0,39,41 +Uneven ground walking,0.76,0.6333333333333333,0.6909090909090909,30.0,25,30 +Carry,0.6078431372549019,0.7209302325581395,0.6595744680851063,43.0,51,43 +accuracy,0.7347853939782191,0.7347853939782191,0.7347853939782191,0.7347853939782191,0,0 +macro avg,0.7324589996373838,0.6823118517785258,0.7000072322907822,1561.0,0,0 +weighted avg,0.7469396817230227,0.7347853939782191,0.735793112794659,1561.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix.csv new file mode 100644 index 0000000000000000000000000000000000000000..9216bb2206a8cafc195f6eaff0341dcc69e4ea06 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2818,38,131,6,42,17,24,25,31,17,75 +Sit to stand,47,413,2,129,0,0,0,0,0,0,0 +Stand to sit,94,7,554,34,2,0,0,2,0,0,1 +Sitting,3,39,44,745,0,0,0,0,0,0,0 +Stair up,68,0,5,0,280,0,0,4,1,0,0 +Stair down,13,0,0,0,0,186,2,0,0,0,0 +Ramp up,76,0,5,0,0,7,426,0,1,0,0 +Ramp down,19,0,0,0,7,1,0,441,0,0,2 +Grass walking,67,0,0,0,1,0,1,2,367,2,1 +Uneven ground walking,19,0,1,0,0,0,0,2,9,271,9 +Carry,85,0,0,0,0,0,1,0,0,0,1078 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..82b865495d524cf8d5590aa34f47d275d67d77a1 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,2539,5,103,6,36,9,15,10,21,7,53 +Sit to stand,8,196,1,68,0,0,0,0,0,0,0 +Stand to sit,33,0,326,6,1,0,0,2,0,0,0 +Sitting,0,9,1,615,0,0,0,0,0,0,0 +Stair up,51,0,2,0,262,0,0,0,1,0,0 +Stair down,6,0,0,0,0,168,0,0,0,0,0 +Ramp up,48,0,5,0,0,4,415,0,0,0,0 +Ramp down,16,0,0,0,2,1,0,410,0,0,2 +Grass walking,52,0,0,0,1,0,1,2,345,0,1 +Uneven ground walking,12,0,1,0,0,0,0,2,4,252,9 +Carry,65,0,0,0,0,0,1,0,0,0,1052 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_confusion_matrix_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..1bf5fade18b9a0a2d89b2746b1ccd5235055e533 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,279,33,28,0,6,8,9,15,10,10,22 +Sit to stand,39,217,1,61,0,0,0,0,0,0,0 +Stand to sit,61,7,228,28,1,0,0,0,0,0,1 +Sitting,3,30,43,130,0,0,0,0,0,0,0 +Stair up,17,0,3,0,18,0,0,4,0,0,0 +Stair down,7,0,0,0,0,18,2,0,0,0,0 +Ramp up,28,0,0,0,0,3,11,0,1,0,0 +Ramp down,3,0,0,0,5,0,0,31,0,0,0 +Grass walking,15,0,0,0,0,0,0,0,22,2,0 +Uneven ground walking,7,0,0,0,0,0,0,0,5,19,0 +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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f7bd9bb77b4b2904a77c43cfa9f8040ea02eae7d --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8516168026594138,0.8740694789081885,0.862697076381448,3224.0,3309,3224 +Sit to stand,0.8309859154929577,0.6988155668358714,0.7591911764705882,591.0,497,591 +Stand to sit,0.7466307277628033,0.7982708933717579,0.7715877437325905,694.0,742,694 +Sitting,0.8150984682713348,0.8965102286401926,0.8538681948424068,831.0,914,831 +Stair up,0.8433734939759037,0.7821229050279329,0.8115942028985508,358.0,332,358 +Stair down,0.8815165876777251,0.9253731343283582,0.9029126213592233,201.0,211,201 +Ramp up,0.9383259911894273,0.8271844660194175,0.8792569659442725,515.0,454,515 +Ramp down,0.9264705882352942,0.9382978723404255,0.9323467230443975,470.0,476,470 +Grass walking,0.8973105134474327,0.8321995464852607,0.8635294117647059,441.0,409,441 +Uneven ground walking,0.9344827586206896,0.8713826366559485,0.9018302828618968,311.0,290,311 +Carry,0.9245283018867925,0.9261168384879725,0.9253218884120171,1164.0,1166,1164 +accuracy,0.86125,0.86125,0.86125,0.86125,0,0 +macro avg,0.8718491044745249,0.8518494151910297,0.8603760261556452,8800.0,0,0 +weighted avg,0.8627857300782352,0.86125,0.8609636987619645,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_steady.csv new file mode 100644 index 0000000000000000000000000000000000000000..35fdba8a2a406e7ab95b8ad8ee1341b6bbbf9f3b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.897173144876325,0.9054921540656206,0.901313454029109,2804.0,2830,2804 +Sit to stand,0.9333333333333333,0.717948717948718,0.8115942028985508,273.0,210,273 +Stand to sit,0.7425968109339408,0.8858695652173914,0.8079306071871127,368.0,439,368 +Sitting,0.8848920863309353,0.984,0.9318181818181818,625.0,695,625 +Stair up,0.8675496688741722,0.8291139240506329,0.8478964401294499,316.0,302,316 +Stair down,0.9230769230769231,0.9655172413793104,0.9438202247191011,174.0,182,174 +Ramp up,0.9606481481481481,0.8792372881355932,0.918141592920354,472.0,432,472 +Ramp down,0.9624413145539906,0.951276102088167,0.9568261376896149,431.0,426,431 +Grass walking,0.9299191374663073,0.8582089552238806,0.8926261319534282,402.0,371,402 +Uneven ground walking,0.972972972972973,0.9,0.935064935064935,280.0,259,280 +Carry,0.9418084153983886,0.9409660107334525,0.9413870246085011,1118.0,1117,1118 +accuracy,0.9059617238055899,0.9059617238055899,0.9059617238055899,0.9059617238055899,0,0 +macro avg,0.9105829050877671,0.8925118144402515,0.8989471757289398,7263.0,0,0 +weighted avg,0.9085787725735022,0.9059617238055899,0.9059056094355737,7263.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/best_model_metrics_transition.csv new file mode 100644 index 0000000000000000000000000000000000000000..60e669b5f406c26858f1d1b94a7970d1427b640c --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5824634655532359,0.6642857142857143,0.6206896551724138,420.0,479,420 +Sit to stand,0.7560975609756098,0.6823899371069182,0.7173553719008264,318.0,287,318 +Stand to sit,0.7524752475247525,0.6993865030674846,0.724960254372019,326.0,303,326 +Sitting,0.593607305936073,0.6310679611650486,0.611764705882353,206.0,219,206 +Stair up,0.6,0.42857142857142855,0.5,42.0,30,42 +Stair down,0.6206896551724138,0.6666666666666666,0.6428571428571429,27.0,29,27 +Ramp up,0.5,0.2558139534883721,0.3384615384615385,43.0,22,43 +Ramp down,0.62,0.7948717948717948,0.6966292134831461,39.0,50,39 +Grass walking,0.5789473684210527,0.5641025641025641,0.5714285714285714,39.0,38,39 +Uneven ground walking,0.6129032258064516,0.6129032258064516,0.6129032258064516,31.0,31,31 +Carry,0.5306122448979592,0.5652173913043478,0.5473684210526316,46.0,49,46 +accuracy,0.6499674690956408,0.6499674690956408,0.6499674690956408,0.6499674690956408,0,0 +macro avg,0.6134360067534136,0.5968433764033446,0.5985834636742813,1537.0,0,0 +weighted avg,0.6547101151346036,0.6499674690956408,0.6491304006277727,1537.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..37a00300373ff6c93820190a25a38743e0533f1b --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8364512471655329,0.9153225806451613,0.8741113744075829,3224.0,3528,3224 +Sit to stand,0.8586065573770492,0.7089678510998308,0.7766450417052827,591.0,488,591 +Stand to sit,0.8149920255183413,0.7363112391930836,0.7736563209689629,694.0,627,694 +Sitting,0.8137044967880086,0.914560770156438,0.8611898016997167,831.0,934,831 +Stair up,0.8859934853420195,0.7597765363128491,0.8180451127819549,358.0,307,358 +Stair down,0.9278350515463918,0.8955223880597015,0.9113924050632911,201.0,194,201 +Ramp up,0.9540229885057471,0.8058252427184466,0.8736842105263158,515.0,435,515 +Ramp down,0.960352422907489,0.9276595744680851,0.9437229437229437,470.0,454,470 +Grass walking,0.9289340101522843,0.8299319727891157,0.8766467065868263,441.0,394,441 +Uneven ground walking,0.9471830985915493,0.864951768488746,0.9042016806722689,311.0,284,311 +Carry,0.935930735930736,0.9286941580756014,0.9322984044846917,1164.0,1155,1164 +accuracy,0.8704545454545455,0.8704545454545455,0.8704545454545455,0.8704545454545455,0,0 +macro avg,0.8967278290750135,0.8443203710915508,0.8677812729654398,8800.0,0,0 +weighted avg,0.8734060691516853,0.8704545454545455,0.8695737433615158,8800.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_steady_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a1619c2dd45b456e2483d128cad389acc0cf340 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.8848606915072171,0.9400855920114123,0.9116375583607125,2804.0,2979,2804 +Sit to stand,0.9400921658986175,0.7472527472527473,0.8326530612244898,273.0,217,273 +Stand to sit,0.8256130790190735,0.8233695652173914,0.8244897959183674,368.0,367,368 +Sitting,0.8845598845598845,0.9808,0.9301972685887708,625.0,693,625 +Stair up,0.9120879120879121,0.7879746835443038,0.8455008488964346,316.0,273,316 +Stair down,0.9540229885057471,0.9540229885057471,0.9540229885057471,174.0,174,174 +Ramp up,0.9688249400479616,0.8559322033898306,0.9088863892013498,472.0,417,472 +Ramp down,0.980722891566265,0.9443155452436195,0.9621749408983451,431.0,415,431 +Grass walking,0.9556786703601108,0.8582089552238806,0.9043250327653998,402.0,361,402 +Uneven ground walking,0.9803149606299213,0.8892857142857142,0.9325842696629213,280.0,254,280 +Carry,0.949685534591195,0.945438282647585,0.9475571492604213,1118.0,1113,1118 +accuracy,0.9132589838909542,0.9132589838909542,0.9132589838909542,0.9132589838909542,0,0 +macro avg,0.9305876107976279,0.8842442070292938,0.9049117548439053,7263.0,0,0 +weighted avg,0.9154738044233901,0.9132589838909542,0.9127402908103568,7263.0,0,0 diff --git a/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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_nkd/seed_42/20260523_231822_RevalExoDataset_raw_imu-image_DeepConvLSTM/val/horizon_1.0s/metrics_report_transition_epoch_50.csv new file mode 100644 index 0000000000000000000000000000000000000000..d677f9b58ea480bb922bca0beaacb1d545765223 --- /dev/null +++ b/train/revalexo_healthy_sarcopenic_cross_modality/deepconvlstm_acc_gyro_kd_nkd/seed_42/20260523_231822_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,0.5737704918032787,0.75,0.6501547987616099,420.0,549,420 +Sit to stand,0.7933579335793358,0.6761006289308176,0.7300509337860781,318.0,271,318 +Stand to sit,0.8,0.6380368098159509,0.7098976109215017,326.0,260,326 +Sitting,0.6099585062240664,0.7135922330097088,0.6577181208053692,206.0,241,206 +Stair up,0.6764705882352942,0.5476190476190477,0.6052631578947368,42.0,34,42 +Stair down,0.7,0.5185185185185185,0.5957446808510638,27.0,20,27 +Ramp up,0.6111111111111112,0.2558139534883721,0.36065573770491804,43.0,18,43 +Ramp down,0.7435897435897436,0.7435897435897436,0.7435897435897436,39.0,39,39 +Grass walking,0.6363636363636364,0.5384615384615384,0.5833333333333334,39.0,33,39 +Uneven ground walking,0.6666666666666666,0.6451612903225806,0.6557377049180327,31.0,30,31 +Carry,0.5714285714285714,0.5217391304347826,0.5454545454545454,46.0,42,46 +accuracy,0.6681847755367599,0.6681847755367599,0.6681847755367599,0.6681847755367599,0,0 +macro avg,0.6711561135456096,0.5953302631082782,0.6216000334564483,1537.0,0,0 +weighted avg,0.6858054567156711,0.6681847755367599,0.6677429408909575,1537.0,0,0