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- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.0s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.0s/best_model_metrics_steady.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.1s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.1s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.2s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.2s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.2s/best_model_confusion_matrix_transition.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.0s/best_model_confusion_matrix_transition.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.2s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.3s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.5s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.0s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_metrics_steady.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.3s/best_model_confusion_matrix_transition.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.3s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_confusion_matrix_transition.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject17/horizon_0.0s/best_model_metrics_steady.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject26/horizon_0.0s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_confusion_matrix_transition.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_metrics_steady.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/metrics_report_epoch_50.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/metrics_report_steady_epoch_50.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/metrics_report_transition_epoch_50.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/best_model_metrics_steady.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/metrics_report_epoch_50.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/metrics_report_transition_epoch_50.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_confusion_matrix.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_confusion_matrix_steady.csv +12 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_metrics.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_metrics_steady.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_metrics_transition.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/metrics_report_epoch_50.csv +15 -0
- train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/metrics_report_steady_epoch_50.csv +15 -0
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.0s/best_model_confusion_matrix.csv
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true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
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Level ground walking,1829,0,4,0,17,0,2,7,11,9,97
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Sit to stand,36,73,0,118,2,0,0,0,0,0,0
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Stand to sit,50,0,200,19,0,0,0,0,0,0,0
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Sitting,0,0,0,715,0,0,0,0,0,0,0
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Stair up,3,0,0,0,134,0,0,0,0,0,0
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Stair down,15,0,0,0,0,89,0,0,0,0,0
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Ramp up,22,0,0,0,0,0,166,0,0,0,0
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Ramp down,27,0,0,0,0,0,0,221,0,0,0
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Grass walking,9,0,0,0,0,0,0,0,177,0,0
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Uneven ground walking,5,0,0,0,0,0,0,0,0,167,0
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Carry,35,0,1,0,0,0,0,0,0,0,668
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train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.0s/best_model_metrics_steady.csv
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class,precision,recall,f1-score,support,total_predicted,total_ground_truth
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Level ground walking,0.9367225527312061,0.9377368706009745,0.9372294372294372,1847.0,1849,1847
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| 3 |
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Sit to stand,1.0,0.3872832369942196,0.5583333333333333,173.0,67,173
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Stand to sit,0.9776536312849162,0.8215962441314554,0.8928571428571429,213.0,179,213
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Sitting,0.8722294654498044,1.0,0.9317548746518106,669.0,767,669
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| 6 |
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Stair up,0.9191176470588235,1.0,0.9578544061302682,125.0,136,125
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Stair down,1.0,0.9361702127659575,0.967032967032967,94.0,88,94
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Ramp up,0.9939024390243902,0.9209039548022598,0.9560117302052786,177.0,164,177
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Ramp down,0.9817351598173516,0.9110169491525424,0.945054945054945,236.0,219,236
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Grass walking,0.9661016949152542,0.9715909090909091,0.9688385269121813,176.0,177,176
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Uneven ground walking,0.9757575757575757,0.9938271604938271,0.9847094801223242,162.0,165,162
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Carry,0.8817204301075269,0.9604685212298683,0.9194113524877365,683.0,744,683
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accuracy,0.9268935236004391,0.9268935236004391,0.9268935236004391,0.9268935236004391,0,0
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macro avg,0.9549945996497136,0.8945994599329103,0.9108261996379479,4555.0,0,0
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weighted avg,0.9312206158928567,0.9268935236004391,0.9225144748654751,4555.0,0,0
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train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.1s/best_model_confusion_matrix.csv
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true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
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| 2 |
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Level ground walking,1821,0,9,0,24,0,2,6,8,10,92
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| 3 |
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Sit to stand,39,68,0,123,0,0,0,0,0,0,0
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Stand to sit,52,0,196,25,0,0,0,0,0,0,0
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Sitting,0,0,1,712,0,0,0,0,0,0,0
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Stair up,1,0,0,0,135,0,0,0,0,0,0
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Stair down,13,0,0,0,0,88,0,0,0,0,0
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Ramp up,22,0,0,0,0,0,166,0,0,0,0
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| 9 |
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Ramp down,24,0,0,0,0,0,0,226,0,0,0
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| 10 |
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Grass walking,8,0,0,0,0,0,0,0,180,0,0
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| 11 |
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Uneven ground walking,2,0,0,0,0,0,0,0,0,170,0
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| 12 |
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Carry,39,0,1,0,0,0,0,0,0,0,665
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train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.1s/best_model_metrics.csv
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class,precision,recall,f1-score,support,total_predicted,total_ground_truth
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Level ground walking,0.901039089559624,0.9234279918864098,0.9120961682945155,1972.0,2021,1972
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| 3 |
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Sit to stand,1.0,0.2956521739130435,0.4563758389261745,230.0,68,230
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Stand to sit,0.9468599033816425,0.717948717948718,0.8166666666666667,273.0,207,273
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Sitting,0.827906976744186,0.9985974754558204,0.905276541640178,713.0,860,713
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| 6 |
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Stair up,0.8490566037735849,0.9926470588235294,0.9152542372881356,136.0,159,136
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| 7 |
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Stair down,1.0,0.8712871287128713,0.9312169312169312,101.0,88,101
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| 8 |
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Ramp up,0.9880952380952381,0.8829787234042553,0.9325842696629213,188.0,168,188
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| 9 |
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Ramp down,0.9741379310344828,0.904,0.9377593360995851,250.0,232,250
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| 10 |
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Grass walking,0.9574468085106383,0.9574468085106383,0.9574468085106383,188.0,188,188
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| 11 |
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Uneven ground walking,0.9444444444444444,0.9883720930232558,0.9659090909090909,172.0,180,172
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| 12 |
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Carry,0.8784676354029062,0.9432624113475178,0.9097127222982216,705.0,757,705
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| 13 |
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accuracy,0.898336038961039,0.898336038961039,0.898336038961039,0.898336038961039,0,0
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| 14 |
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macro avg,0.9334049664497044,0.8614200530023691,0.8763907828648235,4928.0,0,0
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| 15 |
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weighted avg,0.9056760807002024,0.898336038961039,0.8903833719402361,4928.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.2s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
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|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,1819,0,8,0,37,0,2,9,10,11,89
|
| 3 |
+
Sit to stand,39,62,1,124,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,44,0,197,30,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,0,1,0,714,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,1,0,0,0,133,0,0,0,0,0,0
|
| 7 |
+
Stair down,14,0,0,0,0,87,0,0,0,0,0
|
| 8 |
+
Ramp up,25,0,0,0,0,0,163,0,0,0,0
|
| 9 |
+
Ramp down,22,0,0,0,0,0,0,226,0,0,0
|
| 10 |
+
Grass walking,10,0,0,0,0,0,0,0,177,0,0
|
| 11 |
+
Uneven ground walking,2,0,0,0,0,0,0,0,0,170,0
|
| 12 |
+
Carry,42,0,1,0,0,0,0,0,0,0,658
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.2s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,1727,0,4,0,28,0,1,4,5,6,82
|
| 3 |
+
Sit to stand,15,56,0,102,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,26,0,181,11,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,0,0,0,664,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,0,0,0,0,124,0,0,0,0,0,0
|
| 7 |
+
Stair down,5,0,0,0,0,87,0,0,0,0,0
|
| 8 |
+
Ramp up,18,0,0,0,0,0,160,0,0,0,0
|
| 9 |
+
Ramp down,17,0,0,0,0,0,0,220,0,0,0
|
| 10 |
+
Grass walking,5,0,0,0,0,0,0,0,172,0,0
|
| 11 |
+
Uneven ground walking,0,0,0,0,0,0,0,0,0,162,0
|
| 12 |
+
Carry,32,0,1,0,0,0,0,0,0,0,649
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.2s/best_model_confusion_matrix_transition.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,92,0,4,0,9,0,1,5,5,5,7
|
| 3 |
+
Sit to stand,24,6,1,22,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,18,0,16,19,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,0,1,0,50,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,1,0,0,0,9,0,0,0,0,0,0
|
| 7 |
+
Stair down,9,0,0,0,0,0,0,0,0,0,0
|
| 8 |
+
Ramp up,7,0,0,0,0,0,3,0,0,0,0
|
| 9 |
+
Ramp down,5,0,0,0,0,0,0,6,0,0,0
|
| 10 |
+
Grass walking,5,0,0,0,0,0,0,0,5,0,0
|
| 11 |
+
Uneven ground walking,2,0,0,0,0,0,0,0,0,8,0
|
| 12 |
+
Carry,10,0,0,0,0,0,0,0,0,0,9
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,1773,0,21,1,44,3,3,8,13,30,79
|
| 3 |
+
Sit to stand,43,73,0,112,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,44,0,173,55,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,0,39,0,675,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,1,0,0,0,136,0,0,0,0,0,0
|
| 7 |
+
Stair down,16,0,0,0,0,88,0,0,0,0,0
|
| 8 |
+
Ramp up,24,0,0,0,0,0,164,0,0,0,0
|
| 9 |
+
Ramp down,21,0,0,0,0,0,0,227,0,0,0
|
| 10 |
+
Grass walking,15,0,0,0,0,0,0,0,171,0,0
|
| 11 |
+
Uneven ground walking,0,0,0,0,0,0,0,0,0,172,0
|
| 12 |
+
Carry,61,0,1,0,0,0,0,0,0,0,642
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,1685,0,14,0,33,1,1,4,7,25,75
|
| 3 |
+
Sit to stand,20,59,0,94,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,23,0,161,31,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,0,23,0,644,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,0,0,0,0,125,0,0,0,0,0,0
|
| 7 |
+
Stair down,9,0,0,0,0,85,0,0,0,0,0
|
| 8 |
+
Ramp up,17,0,0,0,0,0,160,0,0,0,0
|
| 9 |
+
Ramp down,15,0,0,0,0,0,0,221,0,0,0
|
| 10 |
+
Grass walking,10,0,0,0,0,0,0,0,166,0,0
|
| 11 |
+
Uneven ground walking,0,0,0,0,0,0,0,0,0,162,0
|
| 12 |
+
Carry,44,0,1,0,0,0,0,0,0,0,638
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8873873873873874,0.8977215189873418,0.8925245406493834,1975.0,1998,1975
|
| 3 |
+
Sit to stand,0.6517857142857143,0.3201754385964912,0.4294117647058823,228.0,112,228
|
| 4 |
+
Stand to sit,0.8871794871794871,0.6360294117647058,0.7408993576017131,272.0,195,272
|
| 5 |
+
Sitting,0.800711743772242,0.9453781512605042,0.8670520231213873,714.0,843,714
|
| 6 |
+
Stair up,0.7555555555555555,0.9927007299270073,0.8580441640378549,137.0,180,137
|
| 7 |
+
Stair down,0.967032967032967,0.8461538461538461,0.9025641025641026,104.0,91,104
|
| 8 |
+
Ramp up,0.9820359281437125,0.8723404255319149,0.923943661971831,188.0,167,188
|
| 9 |
+
Ramp down,0.9659574468085106,0.9153225806451613,0.9399585921325052,248.0,235,248
|
| 10 |
+
Grass walking,0.9293478260869565,0.9193548387096774,0.9243243243243243,186.0,184,186
|
| 11 |
+
Uneven ground walking,0.8514851485148515,1.0,0.9197860962566845,172.0,202,172
|
| 12 |
+
Carry,0.8904299583911235,0.9119318181818182,0.9010526315789473,704.0,721,704
|
| 13 |
+
accuracy,0.8713474025974026,0.8713474025974026,0.8713474025974026,0.8713474025974026,0,0
|
| 14 |
+
macro avg,0.86990083301441,0.8415553417962244,0.845414659904056,4928.0,0,0
|
| 15 |
+
weighted avg,0.8702633545859542,0.8713474025974026,0.8652475774884905,4928.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject05/horizon_0.5s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5028571428571429,0.676923076923077,0.5770491803278689,130.0,175,130
|
| 3 |
+
Sit to stand,0.4666666666666667,0.2545454545454545,0.32941176470588235,55.0,30,55
|
| 4 |
+
Stand to sit,0.631578947368421,0.21052631578947367,0.3157894736842105,57.0,19,57
|
| 5 |
+
Sitting,0.4189189189189189,0.6595744680851063,0.512396694214876,47.0,74,47
|
| 6 |
+
Stair up,0.5,0.9166666666666666,0.6470588235294118,12.0,22,12
|
| 7 |
+
Stair down,0.6,0.3,0.4,10.0,5,10
|
| 8 |
+
Ramp up,0.6666666666666666,0.36363636363636365,0.47058823529411764,11.0,6,11
|
| 9 |
+
Ramp down,0.6,0.5,0.5454545454545454,12.0,10,12
|
| 10 |
+
Grass walking,0.45454545454545453,0.5,0.47619047619047616,10.0,11,10
|
| 11 |
+
Uneven ground walking,0.6666666666666666,1.0,0.8,10.0,15,10
|
| 12 |
+
Carry,0.5,0.19047619047619047,0.27586206896551724,21.0,8,21
|
| 13 |
+
accuracy,0.5013333333333333,0.5013333333333333,0.5013333333333333,0.5013333333333333,0,0
|
| 14 |
+
macro avg,0.546172769426358,0.5065771396474847,0.48634556930608236,375.0,0,0
|
| 15 |
+
weighted avg,0.5199273039273039,0.5013333333333333,0.4726888649487176,375.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.0s/best_model_confusion_matrix_transition.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,85,0,0,0,7,1,0,3,5,5,3
|
| 3 |
+
Sit to stand,16,10,0,17,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,20,0,11,9,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,0,0,4,30,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,3,0,0,0,7,0,0,0,0,0,0
|
| 7 |
+
Stair down,7,0,0,0,0,1,0,0,0,0,0
|
| 8 |
+
Ramp up,6,0,0,0,0,0,2,0,0,0,0
|
| 9 |
+
Ramp down,6,0,0,0,0,0,0,4,0,0,0
|
| 10 |
+
Grass walking,4,0,0,0,0,0,0,0,5,0,0
|
| 11 |
+
Uneven ground walking,4,0,0,0,0,0,0,0,0,6,0
|
| 12 |
+
Carry,14,0,0,0,0,0,0,0,0,0,5
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.2s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,1501,0,5,0,22,6,0,9,23,22,28
|
| 3 |
+
Sit to stand,20,63,0,27,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,100,0,92,17,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,3,0,8,332,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,4,0,0,0,115,0,0,0,0,0,0
|
| 7 |
+
Stair down,25,0,0,0,0,96,0,0,0,0,0
|
| 8 |
+
Ramp up,36,0,0,0,0,0,123,7,0,0,0
|
| 9 |
+
Ramp down,25,0,0,0,0,0,0,185,0,0,0
|
| 10 |
+
Grass walking,22,0,0,0,0,0,0,0,163,0,0
|
| 11 |
+
Uneven ground walking,54,0,0,0,0,0,0,0,0,282,0
|
| 12 |
+
Carry,134,0,0,0,0,0,0,0,0,0,611
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.3s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,1417,0,5,0,18,7,0,4,16,20,25
|
| 3 |
+
Sit to stand,3,51,0,17,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,86,0,74,6,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,2,0,8,296,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,1,0,0,0,108,0,0,0,0,0,0
|
| 7 |
+
Stair down,19,0,0,0,0,94,0,0,0,0,0
|
| 8 |
+
Ramp up,27,0,0,0,0,0,120,10,0,0,0
|
| 9 |
+
Ramp down,20,0,0,0,0,0,0,183,0,0,0
|
| 10 |
+
Grass walking,19,0,0,0,0,0,0,0,156,0,0
|
| 11 |
+
Uneven ground walking,38,0,0,0,0,0,0,0,0,288,0
|
| 12 |
+
Carry,116,0,0,0,0,0,0,0,0,0,608
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject06/horizon_0.5s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.4965986394557823,0.6697247706422018,0.5703125,109.0,147,109
|
| 3 |
+
Sit to stand,0.9411764705882353,0.37209302325581395,0.5333333333333333,43.0,17,43
|
| 4 |
+
Stand to sit,0.6296296296296297,0.425,0.5074626865671642,40.0,27,40
|
| 5 |
+
Sitting,0.6037735849056604,0.9411764705882353,0.735632183908046,34.0,53,34
|
| 6 |
+
Stair up,0.5,0.7,0.5833333333333334,10.0,14,10
|
| 7 |
+
Stair down,0.6666666666666666,0.5,0.5714285714285714,8.0,6,8
|
| 8 |
+
Ramp up,0.0,0.0,0.0,8.0,0,8
|
| 9 |
+
Ramp down,0.5,0.4,0.4444444444444444,10.0,8,10
|
| 10 |
+
Grass walking,0.5,0.5555555555555556,0.5263157894736842,9.0,10,9
|
| 11 |
+
Uneven ground walking,0.5454545454545454,0.6,0.5714285714285714,10.0,11,10
|
| 12 |
+
Carry,0.5714285714285714,0.21052631578947367,0.3076923076923077,19.0,7,19
|
| 13 |
+
accuracy,0.56,0.56,0.56,0.56,0,0
|
| 14 |
+
macro avg,0.5413389189208264,0.48855237598466184,0.4864894292372232,300.0,0,0
|
| 15 |
+
weighted avg,0.5881944955099123,0.56,0.5385129518793418,300.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.0s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5722070844686649,0.8015267175572519,0.6677265500794912,262.0,367,262
|
| 3 |
+
Sit to stand,0.8181818181818182,0.5510204081632653,0.6585365853658537,147.0,99,147
|
| 4 |
+
Stand to sit,0.8514851485148515,0.5733333333333334,0.6852589641434262,150.0,101,150
|
| 5 |
+
Sitting,0.5169491525423728,0.7093023255813954,0.5980392156862745,86.0,118,86
|
| 6 |
+
Stair up,0.7727272727272727,0.8095238095238095,0.7906976744186046,21.0,22,21
|
| 7 |
+
Stair down,0.75,0.45,0.5625,20.0,12,20
|
| 8 |
+
Ramp up,0.5625,0.5294117647058824,0.5454545454545454,17.0,16,17
|
| 9 |
+
Ramp down,1.0,0.05,0.09523809523809523,20.0,1,20
|
| 10 |
+
Grass walking,0.64,0.8,0.7111111111111111,20.0,25,20
|
| 11 |
+
Uneven ground walking,0.6,0.3,0.4,20.0,10,20
|
| 12 |
+
Carry,0.5945945945945946,0.4888888888888889,0.5365853658536586,45.0,37,45
|
| 13 |
+
accuracy,0.6410891089108911,0.6410891089108911,0.6410891089108911,0.6410891089108911,0,0
|
| 14 |
+
macro avg,0.6980586428208704,0.5511824770685297,0.5682861915773691,808.0,0,0
|
| 15 |
+
weighted avg,0.6865320696576964,0.6410891089108911,0.6328838556510612,808.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,2679,3,15,1,36,7,14,6,140,28,40
|
| 3 |
+
Sit to stand,60,234,2,58,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,40,0,388,32,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,6,8,12,486,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,12,0,0,0,246,0,0,0,0,0,0
|
| 7 |
+
Stair down,45,0,0,0,0,219,0,0,0,0,0
|
| 8 |
+
Ramp up,31,0,0,0,0,0,399,1,0,0,0
|
| 9 |
+
Ramp down,126,0,0,0,0,2,3,346,0,0,0
|
| 10 |
+
Grass walking,16,0,0,0,0,0,0,0,418,0,0
|
| 11 |
+
Uneven ground walking,38,0,0,0,0,0,0,0,0,494,0
|
| 12 |
+
Carry,110,0,0,0,0,0,0,0,0,0,1199
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,2480,3,8,1,27,3,7,5,132,23,27
|
| 3 |
+
Sit to stand,8,166,0,35,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,10,0,297,7,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,1,0,2,424,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,9,0,0,0,229,0,0,0,0,0,0
|
| 7 |
+
Stair down,34,0,0,0,0,210,0,0,0,0,0
|
| 8 |
+
Ramp up,22,0,0,0,0,0,388,1,0,0,0
|
| 9 |
+
Ramp down,106,0,0,0,0,2,3,345,0,0,0
|
| 10 |
+
Grass walking,9,0,0,0,0,0,0,0,405,0,0
|
| 11 |
+
Uneven ground walking,25,0,0,0,0,0,0,0,0,487,0
|
| 12 |
+
Carry,83,0,0,0,0,0,0,0,0,0,1179
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8469807145115397,0.9023240148198046,0.8737769080234834,2969.0,3163,2969
|
| 3 |
+
Sit to stand,0.9551020408163265,0.6610169491525424,0.7813021702838063,354.0,245,354
|
| 4 |
+
Stand to sit,0.9304556354916067,0.8434782608695652,0.8848346636259977,460.0,417,460
|
| 5 |
+
Sitting,0.8422876949740035,0.94921875,0.8925619834710744,512.0,577,512
|
| 6 |
+
Stair up,0.8723404255319149,0.9534883720930233,0.9111111111111111,258.0,282,258
|
| 7 |
+
Stair down,0.9605263157894737,0.8295454545454546,0.8902439024390244,264.0,228,264
|
| 8 |
+
Ramp up,0.9591346153846154,0.925754060324826,0.9421487603305785,431.0,416,431
|
| 9 |
+
Ramp down,0.9801699716713881,0.7253668763102725,0.8337349397590361,477.0,353,477
|
| 10 |
+
Grass walking,0.7491039426523297,0.9631336405529954,0.842741935483871,434.0,558,434
|
| 11 |
+
Uneven ground walking,0.946360153256705,0.9285714285714286,0.937381404174573,532.0,522,532
|
| 12 |
+
Carry,0.9677158999192897,0.9159663865546218,0.9411302982731554,1309.0,1239,1309
|
| 13 |
+
accuracy,0.8885,0.8885,0.8885,0.8885,0,0
|
| 14 |
+
macro avg,0.9100161281817448,0.8725331085267758,0.8846334615432464,8000.0,0,0
|
| 15 |
+
weighted avg,0.8958673068122842,0.8885,0.8881331869182351,8000.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_metrics_steady.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8898457122353786,0.9131075110456554,0.9013265491550063,2716.0,2787,2716
|
| 3 |
+
Sit to stand,0.9822485207100592,0.7942583732057417,0.8783068783068783,209.0,169,209
|
| 4 |
+
Stand to sit,0.9674267100977199,0.945859872611465,0.9565217391304348,314.0,307,314
|
| 5 |
+
Sitting,0.9079229122055674,0.9929742388758782,0.9485458612975392,427.0,467,427
|
| 6 |
+
Stair up,0.89453125,0.9621848739495799,0.9271255060728745,238.0,256,238
|
| 7 |
+
Stair down,0.9767441860465116,0.860655737704918,0.9150326797385621,244.0,215,244
|
| 8 |
+
Ramp up,0.9748743718592965,0.9440389294403893,0.9592088998763906,411.0,398,411
|
| 9 |
+
Ramp down,0.9829059829059829,0.756578947368421,0.8550185873605948,456.0,351,456
|
| 10 |
+
Grass walking,0.7541899441340782,0.9782608695652174,0.8517350157728707,414.0,537,414
|
| 11 |
+
Uneven ground walking,0.9549019607843138,0.951171875,0.9530332681017613,512.0,510,512
|
| 12 |
+
Carry,0.9776119402985075,0.9342313787638669,0.9554294975688817,1262.0,1206,1262
|
| 13 |
+
accuracy,0.9176731917256699,0.9176731917256699,0.9176731917256699,0.9176731917256699,0,0
|
| 14 |
+
macro avg,0.9330184992070376,0.9121202370482848,0.9182985893074357,7203.0,0,0
|
| 15 |
+
weighted avg,0.92302640415474,0.9176731917256699,0.917855961078623,7203.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.1s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5292553191489362,0.7865612648221344,0.6327503974562798,253.0,376,253
|
| 3 |
+
Sit to stand,0.8947368421052632,0.4689655172413793,0.6153846153846154,145.0,76,145
|
| 4 |
+
Stand to sit,0.8272727272727273,0.6232876712328768,0.7109375,146.0,110,146
|
| 5 |
+
Sitting,0.5636363636363636,0.7294117647058823,0.6358974358974359,85.0,110,85
|
| 6 |
+
Stair up,0.6538461538461539,0.85,0.7391304347826086,20.0,26,20
|
| 7 |
+
Stair down,0.6923076923076923,0.45,0.5454545454545454,20.0,13,20
|
| 8 |
+
Ramp up,0.6111111111111112,0.55,0.5789473684210527,20.0,18,20
|
| 9 |
+
Ramp down,0.5,0.047619047619047616,0.08695652173913043,21.0,2,21
|
| 10 |
+
Grass walking,0.6190476190476191,0.65,0.6341463414634146,20.0,21,20
|
| 11 |
+
Uneven ground walking,0.5833333333333334,0.35,0.4375,20.0,12,20
|
| 12 |
+
Carry,0.6060606060606061,0.425531914893617,0.5,47.0,33,47
|
| 13 |
+
accuracy,0.6248431618569636,0.6248431618569636,0.6248431618569636,0.6248431618569636,0,0
|
| 14 |
+
macro avg,0.6436916152608915,0.5392161073195397,0.5561004691453711,797.0,0,0
|
| 15 |
+
weighted avg,0.6706488251174652,0.6248431618569636,0.6163041877006828,797.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.3s/best_model_confusion_matrix_transition.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
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|
|
|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,180,0,17,0,10,11,7,3,7,8,16
|
| 3 |
+
Sit to stand,58,47,7,32,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,42,0,84,21,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,2,9,22,47,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,4,0,0,0,16,0,0,0,0,0,0
|
| 7 |
+
Stair down,6,0,0,0,0,14,0,0,0,0,0
|
| 8 |
+
Ramp up,10,0,0,0,0,0,10,0,0,0,0
|
| 9 |
+
Ramp down,19,0,0,0,0,0,0,2,0,0,0
|
| 10 |
+
Grass walking,9,0,0,0,0,0,0,0,11,0,0
|
| 11 |
+
Uneven ground walking,9,0,0,0,0,0,0,0,0,11,0
|
| 12 |
+
Carry,25,0,0,0,0,0,0,0,0,0,19
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_0.3s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
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|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8517546736634962,0.8720617864338482,0.8617886178861789,2978.0,3049,2978
|
| 3 |
+
Sit to stand,0.9144144144144144,0.5734463276836158,0.7048611111111112,354.0,222,354
|
| 4 |
+
Stand to sit,0.8262806236080178,0.8135964912280702,0.8198895027624309,456.0,449,456
|
| 5 |
+
Sitting,0.8213660245183888,0.9142300194931774,0.8653136531365314,513.0,571,513
|
| 6 |
+
Stair up,0.8333333333333334,0.9541984732824428,0.8896797153024911,262.0,300,262
|
| 7 |
+
Stair down,0.8840579710144928,0.9277566539923955,0.9053803339517625,263.0,276,263
|
| 8 |
+
Ramp up,0.9609756097560975,0.9162790697674419,0.9380952380952381,430.0,410,430
|
| 9 |
+
Ramp down,0.9685863874345549,0.7789473684210526,0.8634772462077013,475.0,382,475
|
| 10 |
+
Grass walking,0.7486338797814208,0.9448275862068966,0.8353658536585366,435.0,549,435
|
| 11 |
+
Uneven ground walking,0.9051878354203936,0.9547169811320755,0.9292929292929293,530.0,559,530
|
| 12 |
+
Carry,0.9659367396593674,0.9133435582822086,0.9389042175798187,1304.0,1233,1304
|
| 13 |
+
accuracy,0.87575,0.87575,0.87575,0.87575,0,0
|
| 14 |
+
macro avg,0.880047953873089,0.8694003923566569,0.8683680380895208,8000.0,0,0
|
| 15 |
+
weighted avg,0.8809372850932509,0.87575,0.8748358888595075,8000.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,2312,14,92,15,116,74,19,26,147,93,72
|
| 3 |
+
Sit to stand,42,185,2,122,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,120,7,271,58,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,8,42,1,464,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,26,0,0,0,235,0,0,0,0,0,0
|
| 7 |
+
Stair down,16,0,0,0,0,250,0,0,0,0,0
|
| 8 |
+
Ramp up,58,0,0,0,1,1,364,3,0,0,0
|
| 9 |
+
Ramp down,66,0,0,0,0,4,8,394,0,0,0
|
| 10 |
+
Grass walking,30,0,0,0,0,0,0,0,403,0,0
|
| 11 |
+
Uneven ground walking,8,0,0,0,0,0,0,0,0,522,0
|
| 12 |
+
Carry,92,0,1,0,0,0,0,0,0,0,1216
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,2189,4,57,7,101,58,10,18,142,78,55
|
| 3 |
+
Sit to stand,19,116,1,68,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,80,1,212,13,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,4,24,0,400,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,22,0,0,0,218,0,0,0,0,0,0
|
| 7 |
+
Stair down,9,0,0,0,0,237,0,0,0,0,0
|
| 8 |
+
Ramp up,49,0,0,0,0,0,358,3,0,0,0
|
| 9 |
+
Ramp down,52,0,0,0,0,4,7,389,0,0,0
|
| 10 |
+
Grass walking,16,0,0,0,0,0,0,0,397,0,0
|
| 11 |
+
Uneven ground walking,5,0,0,0,0,0,0,0,0,505,0
|
| 12 |
+
Carry,69,0,1,0,0,0,0,0,0,0,1194
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_confusion_matrix_transition.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,123,10,35,8,15,16,9,8,5,15,17
|
| 3 |
+
Sit to stand,23,69,1,54,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,40,6,59,45,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,4,18,1,64,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,4,0,0,0,17,0,0,0,0,0,0
|
| 7 |
+
Stair down,7,0,0,0,0,13,0,0,0,0,0
|
| 8 |
+
Ramp up,9,0,0,0,1,1,6,0,0,0,0
|
| 9 |
+
Ramp down,14,0,0,0,0,0,1,5,0,0,0
|
| 10 |
+
Grass walking,14,0,0,0,0,0,0,0,6,0,0
|
| 11 |
+
Uneven ground walking,3,0,0,0,0,0,0,0,0,17,0
|
| 12 |
+
Carry,23,0,0,0,0,0,0,0,0,0,22
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8322534197264219,0.7758389261744967,0.8030566168808614,2980.0,2778,2980
|
| 3 |
+
Sit to stand,0.7459677419354839,0.5270655270655271,0.6176961602671118,351.0,248,351
|
| 4 |
+
Stand to sit,0.7384196185286104,0.5942982456140351,0.6585662211421628,456.0,367,456
|
| 5 |
+
Sitting,0.7040971168437026,0.9009708737864077,0.7904599659284497,515.0,659,515
|
| 6 |
+
Stair up,0.6676136363636364,0.9003831417624522,0.766721044045677,261.0,352,261
|
| 7 |
+
Stair down,0.7598784194528876,0.9398496240601504,0.8403361344537815,266.0,329,266
|
| 8 |
+
Ramp up,0.9309462915601023,0.8524590163934426,0.8899755501222494,427.0,391,427
|
| 9 |
+
Ramp down,0.9314420803782506,0.8347457627118644,0.8804469273743016,472.0,423,472
|
| 10 |
+
Grass walking,0.7327272727272728,0.930715935334873,0.8199389623601221,433.0,550,433
|
| 11 |
+
Uneven ground walking,0.848780487804878,0.9849056603773585,0.9117903930131004,530.0,615,530
|
| 12 |
+
Carry,0.9440993788819876,0.9289533995416348,0.9364651520985753,1309.0,1288,1309
|
| 13 |
+
accuracy,0.827,0.827,0.827,0.827,0,0
|
| 14 |
+
macro avg,0.8032932240184759,0.8336532829838403,0.8104957388805811,8000.0,0,0
|
| 15 |
+
weighted avg,0.8322199288889671,0.827,0.8250828283540138,8000.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject07/horizon_1.0s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.4659090909090909,0.47126436781609193,0.4685714285714286,261.0,264,261
|
| 3 |
+
Sit to stand,0.6699029126213593,0.46938775510204084,0.552,147.0,103,147
|
| 4 |
+
Stand to sit,0.6145833333333334,0.3933333333333333,0.4796747967479675,150.0,96,150
|
| 5 |
+
Sitting,0.3742690058479532,0.735632183908046,0.49612403100775193,87.0,171,87
|
| 6 |
+
Stair up,0.5151515151515151,0.8095238095238095,0.6296296296296297,21.0,33,21
|
| 7 |
+
Stair down,0.43333333333333335,0.65,0.52,20.0,30,20
|
| 8 |
+
Ramp up,0.375,0.35294117647058826,0.36363636363636365,17.0,16,17
|
| 9 |
+
Ramp down,0.38461538461538464,0.25,0.30303030303030304,20.0,13,20
|
| 10 |
+
Grass walking,0.5454545454545454,0.3,0.3870967741935484,20.0,11,20
|
| 11 |
+
Uneven ground walking,0.53125,0.85,0.6538461538461539,20.0,32,20
|
| 12 |
+
Carry,0.5641025641025641,0.4888888888888889,0.5238095238095238,45.0,39,45
|
| 13 |
+
accuracy,0.4962871287128713,0.4962871287128713,0.4962871287128713,0.4962871287128713,0,0
|
| 14 |
+
macro avg,0.4975974259426435,0.5246337740947998,0.4888562731338792,808.0,0,0
|
| 15 |
+
weighted avg,0.526358622354266,0.4962871287128713,0.49357683993054635,808.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject17/horizon_0.0s/best_model_metrics_steady.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9519230769230769,0.9412273120138289,0.9465449804432855,1157.0,1144,1157
|
| 3 |
+
Sit to stand,0.773109243697479,0.7076923076923077,0.7389558232931727,130.0,119,130
|
| 4 |
+
Stand to sit,0.8414634146341463,0.6216216216216216,0.7150259067357513,111.0,82,111
|
| 5 |
+
Sitting,0.8587360594795539,0.9467213114754098,0.9005847953216374,244.0,269,244
|
| 6 |
+
Stair up,0.9085365853658537,0.9867549668874173,0.946031746031746,151.0,164,151
|
| 7 |
+
Stair down,1.0,0.8484848484848485,0.9180327868852459,132.0,112,132
|
| 8 |
+
Ramp up,0.9336283185840708,1.0,0.965675057208238,211.0,226,211
|
| 9 |
+
Ramp down,0.9646464646464646,0.9794871794871794,0.9720101781170484,195.0,198,195
|
| 10 |
+
Grass walking,0.9775280898876404,0.9942857142857143,0.9858356940509915,175.0,178,175
|
| 11 |
+
Uneven ground walking,0.9902439024390244,1.0,0.9950980392156863,203.0,205,203
|
| 12 |
+
Carry,0.9763779527559056,0.9951845906902087,0.985691573926868,623.0,635,623
|
| 13 |
+
accuracy,0.9426770708283313,0.9426770708283313,0.9426770708283313,0.9426770708283313,0,0
|
| 14 |
+
macro avg,0.9251084644012014,0.9110418047853215,0.915407871020879,3332.0,0,0
|
| 15 |
+
weighted avg,0.942219175248501,0.9426770708283313,0.941257475212094,3332.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/per_subject_results/subject_Subject26/horizon_0.0s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
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|
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|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9453883495145631,0.8837209302325582,0.9135150982116681,1763.0,1648,1763
|
| 3 |
+
Sit to stand,0.9299363057324841,0.7934782608695652,0.8563049853372434,184.0,157,184
|
| 4 |
+
Stand to sit,0.9313304721030042,0.9156118143459916,0.9234042553191489,237.0,233,237
|
| 5 |
+
Sitting,0.8914027149321267,0.9036697247706422,0.89749430523918,218.0,221,218
|
| 6 |
+
Stair up,0.7658536585365854,0.9936708860759493,0.8650137741046832,158.0,205,158
|
| 7 |
+
Stair down,0.9416058394160584,0.9347826086956522,0.9381818181818182,138.0,137,138
|
| 8 |
+
Ramp up,0.9248826291079812,0.9800995024875622,0.9516908212560387,201.0,213,201
|
| 9 |
+
Ramp down,0.9140625,0.9790794979079498,0.9454545454545454,239.0,256,239
|
| 10 |
+
Grass walking,0.9355932203389831,0.9049180327868852,0.92,305.0,295,305
|
| 11 |
+
Uneven ground walking,0.9111842105263158,0.9787985865724381,0.9437819420783645,283.0,304,283
|
| 12 |
+
Carry,0.9327453142227122,0.9952941176470588,0.9630051223676722,850.0,907,850
|
| 13 |
+
accuracy,0.9252622377622378,0.9252622377622378,0.9252622377622378,0.9252622377622378,0,0
|
| 14 |
+
macro avg,0.911271383130074,0.9330112693083866,0.9198042425045785,4576.0,0,0
|
| 15 |
+
weighted avg,0.9275005386588966,0.9252622377622378,0.924874826218626,4576.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,9970,27,22,2,134,23,61,64,213,82,281
|
| 3 |
+
Sit to stand,169,769,17,311,2,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,309,41,1097,117,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,10,29,86,2202,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,61,0,0,0,934,0,0,3,0,0,0
|
| 7 |
+
Stair down,165,0,0,0,0,706,0,0,0,0,0
|
| 8 |
+
Ramp up,100,0,0,0,0,0,1264,4,0,0,0
|
| 9 |
+
Ramp down,214,0,0,0,0,1,3,1360,0,0,0
|
| 10 |
+
Grass walking,74,0,0,0,0,0,0,0,1410,1,0
|
| 11 |
+
Uneven ground walking,138,0,0,0,0,0,0,0,0,1565,0
|
| 12 |
+
Carry,293,0,1,0,0,0,0,0,0,0,4657
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,9326,15,7,1,94,6,35,34,176,51,203
|
| 3 |
+
Sit to stand,40,559,0,188,2,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,199,16,842,28,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,7,1,20,1971,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,42,0,0,0,867,0,0,0,0,0,0
|
| 7 |
+
Stair down,121,0,0,0,0,674,0,0,0,0,0
|
| 8 |
+
Ramp up,67,0,0,0,0,0,1223,4,0,0,0
|
| 9 |
+
Ramp down,172,0,0,0,0,1,1,1320,0,0,0
|
| 10 |
+
Grass walking,48,0,0,0,0,0,0,0,1356,0,0
|
| 11 |
+
Uneven ground walking,105,0,0,0,0,0,0,0,0,1513,0
|
| 12 |
+
Carry,230,0,1,0,0,0,0,0,0,0,4551
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_confusion_matrix_transition.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,644,12,15,1,40,17,26,30,37,31,78
|
| 3 |
+
Sit to stand,129,210,17,123,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,110,25,255,89,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,3,28,66,231,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,19,0,0,0,67,0,0,3,0,0,0
|
| 7 |
+
Stair down,44,0,0,0,0,32,0,0,0,0,0
|
| 8 |
+
Ramp up,33,0,0,0,0,0,41,0,0,0,0
|
| 9 |
+
Ramp down,42,0,0,0,0,0,2,40,0,0,0
|
| 10 |
+
Grass walking,26,0,0,0,0,0,0,0,54,1,0
|
| 11 |
+
Uneven ground walking,33,0,0,0,0,0,0,0,0,52,0
|
| 12 |
+
Carry,63,0,0,0,0,0,0,0,0,0,106
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8667304181517865,0.9164445261513007,0.8908944687695469,10879.0,11503,10879
|
| 3 |
+
Sit to stand,0.8879907621247113,0.6064668769716088,0.7207122774133083,1268.0,866,1268
|
| 4 |
+
Stand to sit,0.8969746524938675,0.7014066496163683,0.7872264083243631,1564.0,1223,1564
|
| 5 |
+
Sitting,0.8366261398176292,0.9462827675118178,0.8880822746521476,2327.0,2632,2327
|
| 6 |
+
Stair up,0.8728971962616823,0.935871743486974,0.9032882011605415,998.0,1070,998
|
| 7 |
+
Stair down,0.9671232876712329,0.8105625717566016,0.8819487820112429,871.0,730,871
|
| 8 |
+
Ramp up,0.9518072289156626,0.9239766081871345,0.9376854599406528,1368.0,1328,1368
|
| 9 |
+
Ramp down,0.9503843466107617,0.861850443599493,0.903954802259887,1578.0,1431,1578
|
| 10 |
+
Grass walking,0.8687615526802218,0.9494949494949495,0.9073359073359073,1485.0,1623,1485
|
| 11 |
+
Uneven ground walking,0.9496359223300971,0.9189665296535525,0.934049537451507,1703.0,1648,1703
|
| 12 |
+
Carry,0.9430943701903605,0.9406180569581902,0.9418545859035292,4951.0,4938,4951
|
| 13 |
+
accuracy,0.8945226269315674,0.8945226269315674,0.8945226269315674,0.8945226269315674,0,0
|
| 14 |
+
macro avg,0.9083659888407286,0.8647219748534538,0.8815484277475122,28992.0,0,0
|
| 15 |
+
weighted avg,0.8966861745003251,0.8945226269315674,0.8927893656793553,28992.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_metrics_steady.csv
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9004537993627498,0.9374748693204664,0.9185914799310515,9948.0,10357,9948
|
| 3 |
+
Sit to stand,0.9458544839255499,0.7084917617237009,0.8101449275362319,789.0,591,789
|
| 4 |
+
Stand to sit,0.967816091954023,0.776036866359447,0.8613810741687979,1085.0,870,1085
|
| 5 |
+
Sitting,0.9008226691042047,0.9859929964982491,0.9414855505134941,1999.0,2188,1999
|
| 6 |
+
Stair up,0.9003115264797508,0.9537953795379538,0.9262820512820513,909.0,963,909
|
| 7 |
+
Stair down,0.9897209985315712,0.8477987421383648,0.9132791327913279,795.0,681,795
|
| 8 |
+
Ramp up,0.971405877680699,0.9451313755795981,0.9580885233059147,1294.0,1259,1294
|
| 9 |
+
Ramp down,0.9720176730486009,0.8835341365461847,0.9256661991584852,1494.0,1358,1494
|
| 10 |
+
Grass walking,0.8851174934725848,0.9658119658119658,0.9237057220708447,1404.0,1532,1404
|
| 11 |
+
Uneven ground walking,0.967391304347826,0.9351050679851669,0.9509742300439975,1618.0,1564,1618
|
| 12 |
+
Carry,0.9572991165334456,0.951693851944793,0.954488255033557,4782.0,4754,4782
|
| 13 |
+
accuracy,0.9266761113451009,0.9266761113451009,0.9266761113451009,0.9266761113451009,0,0
|
| 14 |
+
macro avg,0.9416555485855459,0.8991697284950807,0.9167351950759776,26117.0,0,0
|
| 15 |
+
weighted avg,0.9287043690460877,0.9266761113451009,0.9260122368795823,26117.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5619546247818499,0.6917293233082706,0.6201251805488686,931.0,1146,931
|
| 3 |
+
Sit to stand,0.7636363636363637,0.4384133611691023,0.5570291777188329,479.0,275,479
|
| 4 |
+
Stand to sit,0.7223796033994334,0.5323590814196242,0.6129807692307693,479.0,353,479
|
| 5 |
+
Sitting,0.5202702702702703,0.7042682926829268,0.5984455958549223,328.0,444,328
|
| 6 |
+
Stair up,0.6261682242990654,0.7528089887640449,0.6836734693877551,89.0,107,89
|
| 7 |
+
Stair down,0.6530612244897959,0.42105263157894735,0.512,76.0,49,76
|
| 8 |
+
Ramp up,0.5942028985507246,0.5540540540540541,0.5734265734265734,74.0,69,74
|
| 9 |
+
Ramp down,0.547945205479452,0.47619047619047616,0.5095541401273885,84.0,73,84
|
| 10 |
+
Grass walking,0.5934065934065934,0.6666666666666666,0.627906976744186,81.0,91,81
|
| 11 |
+
Uneven ground walking,0.6190476190476191,0.611764705882353,0.6153846153846154,85.0,84,85
|
| 12 |
+
Carry,0.5760869565217391,0.6272189349112426,0.6005665722379604,169.0,184,169
|
| 13 |
+
accuracy,0.6024347826086957,0.6024347826086957,0.6024347826086957,0.6024347826086957,0,0
|
| 14 |
+
macro avg,0.6161963258075369,0.5887751378752463,0.5919175518783522,2875.0,0,0
|
| 15 |
+
weighted avg,0.625750875354686,0.6024347826086957,0.5995549301677339,2875.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/metrics_report_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8667304181517865,0.9164445261513007,0.8908944687695469,10879.0,11503,10879
|
| 3 |
+
Sit to stand,0.8879907621247113,0.6064668769716088,0.7207122774133083,1268.0,866,1268
|
| 4 |
+
Stand to sit,0.8969746524938675,0.7014066496163683,0.7872264083243631,1564.0,1223,1564
|
| 5 |
+
Sitting,0.8366261398176292,0.9462827675118178,0.8880822746521476,2327.0,2632,2327
|
| 6 |
+
Stair up,0.8728971962616823,0.935871743486974,0.9032882011605415,998.0,1070,998
|
| 7 |
+
Stair down,0.9671232876712329,0.8105625717566016,0.8819487820112429,871.0,730,871
|
| 8 |
+
Ramp up,0.9518072289156626,0.9239766081871345,0.9376854599406528,1368.0,1328,1368
|
| 9 |
+
Ramp down,0.9503843466107617,0.861850443599493,0.903954802259887,1578.0,1431,1578
|
| 10 |
+
Grass walking,0.8687615526802218,0.9494949494949495,0.9073359073359073,1485.0,1623,1485
|
| 11 |
+
Uneven ground walking,0.9496359223300971,0.9189665296535525,0.934049537451507,1703.0,1648,1703
|
| 12 |
+
Carry,0.9430943701903605,0.9406180569581902,0.9418545859035292,4951.0,4938,4951
|
| 13 |
+
accuracy,0.8945226269315674,0.8945226269315674,0.8945226269315674,0.8945226269315674,0,0
|
| 14 |
+
macro avg,0.9083659888407286,0.8647219748534538,0.8815484277475122,28992.0,0,0
|
| 15 |
+
weighted avg,0.8966861745003251,0.8945226269315674,0.8927893656793553,28992.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/metrics_report_steady_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9004537993627498,0.9374748693204664,0.9185914799310515,9948.0,10357,9948
|
| 3 |
+
Sit to stand,0.9458544839255499,0.7084917617237009,0.8101449275362319,789.0,591,789
|
| 4 |
+
Stand to sit,0.967816091954023,0.776036866359447,0.8613810741687979,1085.0,870,1085
|
| 5 |
+
Sitting,0.9008226691042047,0.9859929964982491,0.9414855505134941,1999.0,2188,1999
|
| 6 |
+
Stair up,0.9003115264797508,0.9537953795379538,0.9262820512820513,909.0,963,909
|
| 7 |
+
Stair down,0.9897209985315712,0.8477987421383648,0.9132791327913279,795.0,681,795
|
| 8 |
+
Ramp up,0.971405877680699,0.9451313755795981,0.9580885233059147,1294.0,1259,1294
|
| 9 |
+
Ramp down,0.9720176730486009,0.8835341365461847,0.9256661991584852,1494.0,1358,1494
|
| 10 |
+
Grass walking,0.8851174934725848,0.9658119658119658,0.9237057220708447,1404.0,1532,1404
|
| 11 |
+
Uneven ground walking,0.967391304347826,0.9351050679851669,0.9509742300439975,1618.0,1564,1618
|
| 12 |
+
Carry,0.9572991165334456,0.951693851944793,0.954488255033557,4782.0,4754,4782
|
| 13 |
+
accuracy,0.9266761113451009,0.9266761113451009,0.9266761113451009,0.9266761113451009,0,0
|
| 14 |
+
macro avg,0.9416555485855459,0.8991697284950807,0.9167351950759776,26117.0,0,0
|
| 15 |
+
weighted avg,0.9287043690460877,0.9266761113451009,0.9260122368795823,26117.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.0s/metrics_report_transition_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5619546247818499,0.6917293233082706,0.6201251805488686,931.0,1146,931
|
| 3 |
+
Sit to stand,0.7636363636363637,0.4384133611691023,0.5570291777188329,479.0,275,479
|
| 4 |
+
Stand to sit,0.7223796033994334,0.5323590814196242,0.6129807692307693,479.0,353,479
|
| 5 |
+
Sitting,0.5202702702702703,0.7042682926829268,0.5984455958549223,328.0,444,328
|
| 6 |
+
Stair up,0.6261682242990654,0.7528089887640449,0.6836734693877551,89.0,107,89
|
| 7 |
+
Stair down,0.6530612244897959,0.42105263157894735,0.512,76.0,49,76
|
| 8 |
+
Ramp up,0.5942028985507246,0.5540540540540541,0.5734265734265734,74.0,69,74
|
| 9 |
+
Ramp down,0.547945205479452,0.47619047619047616,0.5095541401273885,84.0,73,84
|
| 10 |
+
Grass walking,0.5934065934065934,0.6666666666666666,0.627906976744186,81.0,91,81
|
| 11 |
+
Uneven ground walking,0.6190476190476191,0.611764705882353,0.6153846153846154,85.0,84,85
|
| 12 |
+
Carry,0.5760869565217391,0.6272189349112426,0.6005665722379604,169.0,184,169
|
| 13 |
+
accuracy,0.6024347826086957,0.6024347826086957,0.6024347826086957,0.6024347826086957,0,0
|
| 14 |
+
macro avg,0.6161963258075369,0.5887751378752463,0.5919175518783522,2875.0,0,0
|
| 15 |
+
weighted avg,0.625750875354686,0.6024347826086957,0.5995549301677339,2875.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,9906,41,39,3,175,25,52,58,210,99,258
|
| 3 |
+
Sit to stand,180,742,11,350,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,291,34,1136,103,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,10,19,94,2194,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,48,0,0,0,940,0,0,0,0,0,0
|
| 7 |
+
Stair down,135,0,0,0,0,728,0,0,0,0,0
|
| 8 |
+
Ramp up,105,0,0,0,0,1,1266,4,0,0,0
|
| 9 |
+
Ramp down,199,0,0,0,0,2,6,1382,0,0,0
|
| 10 |
+
Grass walking,84,0,0,0,0,0,0,0,1395,1,0
|
| 11 |
+
Uneven ground walking,109,0,0,0,0,0,0,0,0,1601,0
|
| 12 |
+
Carry,316,0,1,0,0,0,0,0,0,0,4639
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/best_model_metrics_steady.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
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|
|
|
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|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9086731201720935,0.9350035214810343,0.9216503024893384,9939.0,10227,9939
|
| 3 |
+
Sit to stand,0.952054794520548,0.6898263027295285,0.8,806.0,584,806
|
| 4 |
+
Stand to sit,0.9600862998921251,0.8127853881278538,0.8803165182987142,1095.0,927,1095
|
| 5 |
+
Sitting,0.8916819012797075,0.9838628340897629,0.9355070726444498,1983.0,2188,1983
|
| 6 |
+
Stair up,0.8767676767676768,0.9623059866962306,0.9175475687103594,902.0,990,902
|
| 7 |
+
Stair down,0.9844632768361582,0.8856416772554002,0.9324414715719064,787.0,708,787
|
| 8 |
+
Ramp up,0.973015873015873,0.9423520368946964,0.9574385005857087,1301.0,1260,1301
|
| 9 |
+
Ramp down,0.9745454545454545,0.8921438082556591,0.9315258950295446,1502.0,1375,1502
|
| 10 |
+
Grass walking,0.8861092824226465,0.9600570613409415,0.921602191030469,1402.0,1519,1402
|
| 11 |
+
Uneven ground walking,0.9586419753086419,0.9545175169022742,0.956575300277179,1627.0,1620,1627
|
| 12 |
+
Carry,0.9604483925549916,0.9496026767043079,0.9549947423764459,4782.0,4728,4782
|
| 13 |
+
accuracy,0.9286151726249713,0.9286151726249713,0.9286151726249713,0.9286151726249713,0,0
|
| 14 |
+
macro avg,0.9387716406650832,0.9061908009525173,0.9190545057285558,26126.0,0,0
|
| 15 |
+
weighted avg,0.9304270038356672,0.9286151726249713,0.928025619733317,26126.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/metrics_report_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.870245102345603,0.9116510215350635,0.8904669872803272,10866.0,11383,10866
|
| 3 |
+
Sit to stand,0.8875598086124402,0.578332034294622,0.7003303445021236,1283.0,836,1283
|
| 4 |
+
Stand to sit,0.8868071818891491,0.7263427109974424,0.7985940246045694,1564.0,1281,1564
|
| 5 |
+
Sitting,0.8279245283018868,0.946914113077255,0.8834306422387759,2317.0,2650,2317
|
| 6 |
+
Stair up,0.8430493273542601,0.951417004048583,0.89396100808369,988.0,1115,988
|
| 7 |
+
Stair down,0.9629629629629629,0.8435689455388181,0.8993205682520075,863.0,756,863
|
| 8 |
+
Ramp up,0.9561933534743202,0.9200581395348837,0.9377777777777778,1376.0,1324,1376
|
| 9 |
+
Ramp down,0.9570637119113573,0.8697293895531781,0.9113089350478074,1589.0,1444,1589
|
| 10 |
+
Grass walking,0.8691588785046729,0.9425675675675675,0.9043760129659644,1480.0,1605,1480
|
| 11 |
+
Uneven ground walking,0.9412110523221634,0.9362573099415205,0.9387276458516564,1710.0,1701,1710
|
| 12 |
+
Carry,0.9473146824586481,0.9360371267150929,0.9416421394499137,4956.0,4897,4956
|
| 13 |
+
accuracy,0.8943501655629139,0.8943501655629139,0.8943501655629139,0.8943501655629139,0,0
|
| 14 |
+
macro avg,0.9044991445579512,0.869352305709457,0.8818123714595103,28992.0,0,0
|
| 15 |
+
weighted avg,0.8964981288659256,0.8943501655629139,0.8926092174201207,28992.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.1s/metrics_report_transition_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5302768166089965,0.6612729234088457,0.5885741718674988,927.0,1156,927
|
| 3 |
+
Sit to stand,0.7380952380952381,0.389937106918239,0.5102880658436214,477.0,252,477
|
| 4 |
+
Stand to sit,0.6949152542372882,0.5245202558635395,0.5978128797083839,469.0,354,469
|
| 5 |
+
Sitting,0.525974025974026,0.7275449101796407,0.6105527638190955,334.0,462,334
|
| 6 |
+
Stair up,0.576,0.8372093023255814,0.6824644549763034,86.0,125,86
|
| 7 |
+
Stair down,0.6458333333333334,0.40789473684210525,0.5,76.0,48,76
|
| 8 |
+
Ramp up,0.625,0.5333333333333333,0.5755395683453237,75.0,64,75
|
| 9 |
+
Ramp down,0.6086956521739131,0.4827586206896552,0.5384615384615384,87.0,69,87
|
| 10 |
+
Grass walking,0.5697674418604651,0.6282051282051282,0.5975609756097561,78.0,86,78
|
| 11 |
+
Uneven ground walking,0.5925925925925926,0.5783132530120482,0.5853658536585366,83.0,81,83
|
| 12 |
+
Carry,0.5798816568047337,0.5632183908045977,0.5714285714285714,174.0,169,174
|
| 13 |
+
accuracy,0.5819958129797628,0.5819958129797628,0.5819958129797628,0.5819958129797628,0,0
|
| 14 |
+
macro avg,0.6079120010618715,0.5758370874166103,0.5780044403380571,2866.0,0,0
|
| 15 |
+
weighted avg,0.6064919488790544,0.5819958129797628,0.5773348870925312,2866.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_confusion_matrix.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,9844,35,59,2,204,37,63,69,213,110,252
|
| 3 |
+
Sit to stand,171,729,26,329,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,290,46,1119,116,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,11,41,86,2191,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,41,0,0,0,949,0,0,0,0,0,0
|
| 7 |
+
Stair down,110,0,0,0,0,755,0,0,0,0,0
|
| 8 |
+
Ramp up,105,0,0,0,1,1,1255,9,0,0,0
|
| 9 |
+
Ramp down,170,0,0,0,2,2,6,1402,0,0,0
|
| 10 |
+
Grass walking,100,0,0,0,0,0,0,0,1383,1,0
|
| 11 |
+
Uneven ground walking,101,0,0,0,0,0,0,0,0,1606,0
|
| 12 |
+
Carry,331,0,2,0,0,0,0,0,0,0,4617
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_confusion_matrix_steady.csv
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
true_label,Level ground walking,Sit to stand,Stand to sit,Sitting,Stair up,Stair down,Ramp up,Ramp down,Grass walking,Uneven ground walking,Carry
|
| 2 |
+
Level ground walking,9244,17,27,2,149,17,35,37,177,73,182
|
| 3 |
+
Sit to stand,36,530,1,219,0,0,0,0,0,0,0
|
| 4 |
+
Stand to sit,168,20,886,31,0,0,0,0,0,0,0
|
| 5 |
+
Sitting,5,17,16,1950,0,0,0,0,0,0,0
|
| 6 |
+
Stair up,32,0,0,0,875,0,0,0,0,0,0
|
| 7 |
+
Stair down,70,0,0,0,0,719,0,0,0,0,0
|
| 8 |
+
Ramp up,72,0,0,0,1,0,1212,9,0,0,0
|
| 9 |
+
Ramp down,130,0,0,0,0,2,6,1360,0,0,0
|
| 10 |
+
Grass walking,68,0,0,0,0,0,0,0,1336,0,0
|
| 11 |
+
Uneven ground walking,71,0,0,0,0,0,0,0,0,1554,0
|
| 12 |
+
Carry,259,0,2,0,0,0,0,0,0,0,4520
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_metrics.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8731594819939684,0.9041146216017634,0.8883674758595794,10888.0,11274,10888
|
| 3 |
+
Sit to stand,0.8566392479435958,0.5808764940239044,0.6923076923076923,1255.0,851,1255
|
| 4 |
+
Stand to sit,0.8660990712074303,0.7122851686823679,0.7816975200838282,1571.0,1292,1571
|
| 5 |
+
Sitting,0.8305534495830175,0.9407471017604122,0.8822226696194886,2329.0,2638,2329
|
| 6 |
+
Stair up,0.8209342560553633,0.9585858585858585,0.8844361602982292,990.0,1156,990
|
| 7 |
+
Stair down,0.949685534591195,0.8728323699421965,0.9096385542168675,865.0,795,865
|
| 8 |
+
Ramp up,0.9478851963746223,0.9153902261123268,0.9313543599257885,1371.0,1324,1371
|
| 9 |
+
Ramp down,0.9472972972972973,0.8862199747155499,0.9157413455258001,1582.0,1480,1582
|
| 10 |
+
Grass walking,0.8665413533834586,0.9319407008086253,0.8980519480519481,1484.0,1596,1484
|
| 11 |
+
Uneven ground walking,0.9353523587652883,0.9408318687756297,0.9380841121495327,1707.0,1717,1707
|
| 12 |
+
Carry,0.9482439926062847,0.9327272727272727,0.9404216315307058,4950.0,4869,4950
|
| 13 |
+
accuracy,0.8916252759381899,0.8916252759381899,0.8916252759381899,0.8916252759381899,0,0
|
| 14 |
+
macro avg,0.8947628399819565,0.8705956052487189,0.8783930426881327,28992.0,0,0
|
| 15 |
+
weighted avg,0.8928608843394695,0.8916252759381899,0.8899440936533867,28992.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_metrics_steady.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9102904972919744,0.9281124497991968,0.919115088242605,9960.0,10155,9960
|
| 3 |
+
Sit to stand,0.9075342465753424,0.6743002544529262,0.7737226277372263,786.0,584,786
|
| 4 |
+
Stand to sit,0.9506437768240343,0.8018099547511313,0.8699067255768287,1105.0,932,1105
|
| 5 |
+
Sitting,0.885558583106267,0.9808853118712274,0.9307875894988067,1988.0,2202,1988
|
| 6 |
+
Stair up,0.8536585365853658,0.9647188533627343,0.9057971014492754,907.0,1025,907
|
| 7 |
+
Stair down,0.9742547425474255,0.9112801013941698,0.9417157825802227,789.0,738,789
|
| 8 |
+
Ramp up,0.9672785315243416,0.9366306027820711,0.9517078916372202,1294.0,1253,1294
|
| 9 |
+
Ramp down,0.9672830725462305,0.9078771695594126,0.9366391184573003,1498.0,1406,1498
|
| 10 |
+
Grass walking,0.8830138797091871,0.9515669515669516,0.9160095989029825,1404.0,1513,1404
|
| 11 |
+
Uneven ground walking,0.9551321450522434,0.9563076923076923,0.955719557195572,1625.0,1627,1625
|
| 12 |
+
Carry,0.9612930667800936,0.945408910269818,0.9532848254771696,4781.0,4702,4781
|
| 13 |
+
accuracy,0.9253548609251253,0.9253548609251253,0.9253548609251253,0.9253548609251253,0,0
|
| 14 |
+
macro avg,0.9287219162311368,0.905354386556121,0.9140369006141099,26137.0,0,0
|
| 15 |
+
weighted avg,0.9267381195071706,0.9253548609251253,0.9247476208666127,26137.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/best_model_metrics_transition.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.5361930294906166,0.646551724137931,0.5862237420615535,928.0,1119,928
|
| 3 |
+
Sit to stand,0.7453183520599251,0.42430703624733473,0.5407608695652174,469.0,267,469
|
| 4 |
+
Stand to sit,0.6472222222222223,0.5,0.5641646489104116,466.0,360,466
|
| 5 |
+
Sitting,0.5527522935779816,0.7067448680351907,0.6203346203346203,341.0,436,341
|
| 6 |
+
Stair up,0.5648854961832062,0.891566265060241,0.6915887850467289,83.0,131,83
|
| 7 |
+
Stair down,0.631578947368421,0.47368421052631576,0.5413533834586466,76.0,57,76
|
| 8 |
+
Ramp up,0.6056338028169014,0.5584415584415584,0.581081081081081,77.0,71,77
|
| 9 |
+
Ramp down,0.5675675675675675,0.5,0.5316455696202531,84.0,74,84
|
| 10 |
+
Grass walking,0.5662650602409639,0.5875,0.5766871165644172,80.0,83,80
|
| 11 |
+
Uneven ground walking,0.5777777777777777,0.6341463414634146,0.6046511627906976,82.0,90,82
|
| 12 |
+
Carry,0.5808383233532934,0.5739644970414202,0.5773809523809523,169.0,167,169
|
| 13 |
+
accuracy,0.5828371278458844,0.5828371278458844,0.5828371278458844,0.5828371278458844,0,0
|
| 14 |
+
macro avg,0.5978211702417161,0.5906278637230369,0.5832610847104164,2855.0,0,0
|
| 15 |
+
weighted avg,0.60149602804504,0.5828371278458844,0.5790918582854703,2855.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/metrics_report_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.8731594819939684,0.9041146216017634,0.8883674758595794,10888.0,11274,10888
|
| 3 |
+
Sit to stand,0.8566392479435958,0.5808764940239044,0.6923076923076923,1255.0,851,1255
|
| 4 |
+
Stand to sit,0.8660990712074303,0.7122851686823679,0.7816975200838282,1571.0,1292,1571
|
| 5 |
+
Sitting,0.8305534495830175,0.9407471017604122,0.8822226696194886,2329.0,2638,2329
|
| 6 |
+
Stair up,0.8209342560553633,0.9585858585858585,0.8844361602982292,990.0,1156,990
|
| 7 |
+
Stair down,0.949685534591195,0.8728323699421965,0.9096385542168675,865.0,795,865
|
| 8 |
+
Ramp up,0.9478851963746223,0.9153902261123268,0.9313543599257885,1371.0,1324,1371
|
| 9 |
+
Ramp down,0.9472972972972973,0.8862199747155499,0.9157413455258001,1582.0,1480,1582
|
| 10 |
+
Grass walking,0.8665413533834586,0.9319407008086253,0.8980519480519481,1484.0,1596,1484
|
| 11 |
+
Uneven ground walking,0.9353523587652883,0.9408318687756297,0.9380841121495327,1707.0,1717,1707
|
| 12 |
+
Carry,0.9482439926062847,0.9327272727272727,0.9404216315307058,4950.0,4869,4950
|
| 13 |
+
accuracy,0.8916252759381899,0.8916252759381899,0.8916252759381899,0.8916252759381899,0,0
|
| 14 |
+
macro avg,0.8947628399819565,0.8705956052487189,0.8783930426881327,28992.0,0,0
|
| 15 |
+
weighted avg,0.8928608843394695,0.8916252759381899,0.8899440936533867,28992.0,0,0
|
train/revalexo_cross_population/mvit_dcl_fusion_concat_ln/20260410_160545_RevalExoDataset_raw_imu-video_DeepConvLSTM-MViT_Video-FusionModel/test/horizon_0.2s/metrics_report_steady_epoch_50.csv
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
class,precision,recall,f1-score,support,total_predicted,total_ground_truth
|
| 2 |
+
Level ground walking,0.9102904972919744,0.9281124497991968,0.919115088242605,9960.0,10155,9960
|
| 3 |
+
Sit to stand,0.9075342465753424,0.6743002544529262,0.7737226277372263,786.0,584,786
|
| 4 |
+
Stand to sit,0.9506437768240343,0.8018099547511313,0.8699067255768287,1105.0,932,1105
|
| 5 |
+
Sitting,0.885558583106267,0.9808853118712274,0.9307875894988067,1988.0,2202,1988
|
| 6 |
+
Stair up,0.8536585365853658,0.9647188533627343,0.9057971014492754,907.0,1025,907
|
| 7 |
+
Stair down,0.9742547425474255,0.9112801013941698,0.9417157825802227,789.0,738,789
|
| 8 |
+
Ramp up,0.9672785315243416,0.9366306027820711,0.9517078916372202,1294.0,1253,1294
|
| 9 |
+
Ramp down,0.9672830725462305,0.9078771695594126,0.9366391184573003,1498.0,1406,1498
|
| 10 |
+
Grass walking,0.8830138797091871,0.9515669515669516,0.9160095989029825,1404.0,1513,1404
|
| 11 |
+
Uneven ground walking,0.9551321450522434,0.9563076923076923,0.955719557195572,1625.0,1627,1625
|
| 12 |
+
Carry,0.9612930667800936,0.945408910269818,0.9532848254771696,4781.0,4702,4781
|
| 13 |
+
accuracy,0.9253548609251253,0.9253548609251253,0.9253548609251253,0.9253548609251253,0,0
|
| 14 |
+
macro avg,0.9287219162311368,0.905354386556121,0.9140369006141099,26137.0,0,0
|
| 15 |
+
weighted avg,0.9267381195071706,0.9253548609251253,0.9247476208666127,26137.0,0,0
|