7381 lines
157 KiB
Markdown
7381 lines
157 KiB
Markdown
# Evaluation Results
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Results of the model in various experiments on different datasets. \
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(Note that building the _trt-engines_ is not deterministic, which can lead to slightly varying results)
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### Human36m
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```json
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{
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"img_loading": 0.0214235,
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"avg_time_2d": 0.00897997,
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"avg_time_3d": 0.000238685,
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"fps": 108.476
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}
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{
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"triangulator_calls": 600,
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"init_time": 6.23824e-06,
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"undistort_time": 2.46587e-05,
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"project_time": 2.54218e-05,
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"match_time": 3.28479e-05,
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"pairs_time": 2.1501e-05,
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"pair_scoring_time": 4.85955e-05,
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"grouping_time": 1.98984e-06,
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"full_time": 4.08814e-05,
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"merge_time": 6.93347e-06,
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"post_time": 6.52667e-06,
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"convert_time": 2.69545e-07,
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"total_time": 0.000216157
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}
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{
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"person_nums": {
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"total_frames": 600,
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"total_labels": 600,
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"total_preds": 600,
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"considered_empty": 0,
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"valid_preds": 600,
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"invalid_preds": 0,
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"missing": 0,
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"invalid_fraction": 0.0,
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"precision": 1.0,
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"recall": 1.0,
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"f1": 1.0,
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"non_empty": 600
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},
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"mpjpe": {
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"count": 600,
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"mean": 0.061301,
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"median": 0.052713,
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"std": 0.028811,
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"sem": 0.001177,
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"min": 0.036405,
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"max": 0.186897,
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"recall-0.025": 0.0,
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"recall-0.05": 0.358333,
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"recall-0.1": 0.935,
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"recall-0.15": 0.95,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600,
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"ap-0.025": 0.0,
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"ap-0.05": 0.218368,
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"ap-0.1": 0.889306,
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"ap-0.15": 0.912236,
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"ap-0.25": 1.0,
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"ap-0.5": 1.0
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},
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"nose": {
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"count": 600,
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"mean": 0.106525,
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"median": 0.094177,
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"std": 0.036425,
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"sem": 0.001488,
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"min": 0.026211,
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"max": 0.26726,
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"recall-0.025": 0.0,
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"recall-0.05": 0.021667,
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"recall-0.1": 0.566667,
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"recall-0.15": 0.886667,
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"recall-0.25": 0.998333,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"shoulder_left": {
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"count": 600,
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"mean": 0.035732,
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"median": 0.026329,
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"std": 0.033686,
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"sem": 0.001376,
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"min": 0.002486,
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"max": 0.171222,
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"recall-0.025": 0.461667,
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"recall-0.05": 0.823333,
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"recall-0.1": 0.941667,
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"recall-0.15": 0.963333,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"shoulder_right": {
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"count": 600,
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"mean": 0.04452,
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"median": 0.033044,
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"std": 0.040113,
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"sem": 0.001639,
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"min": 0.005476,
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"max": 0.22345,
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"recall-0.025": 0.33,
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"recall-0.05": 0.78,
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"recall-0.1": 0.915,
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"recall-0.15": 0.945,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"elbow_left": {
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"count": 600,
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"mean": 0.044878,
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"median": 0.035729,
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"std": 0.036039,
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"sem": 0.001473,
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"min": 0.002861,
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"max": 0.192732,
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"recall-0.025": 0.258333,
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"recall-0.05": 0.781667,
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"recall-0.1": 0.935,
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"recall-0.15": 0.953333,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"elbow_right": {
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"count": 600,
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"mean": 0.042864,
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"median": 0.031356,
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"std": 0.03745,
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"sem": 0.00153,
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"min": 0.003977,
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"max": 0.306607,
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"recall-0.025": 0.27,
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"recall-0.05": 0.816667,
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"recall-0.1": 0.93,
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"recall-0.15": 0.943333,
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"recall-0.25": 0.996667,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"wrist_left": {
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"count": 600,
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"mean": 0.041289,
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"median": 0.024626,
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"std": 0.045185,
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"sem": 0.001846,
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"min": 0.000703,
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"max": 0.316533,
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"recall-0.025": 0.508333,
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"recall-0.05": 0.756667,
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"recall-0.1": 0.895,
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"recall-0.15": 0.946667,
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"recall-0.25": 0.996667,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"wrist_right": {
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"count": 599,
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"mean": 0.045711,
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"median": 0.027876,
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"std": 0.0521,
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"sem": 0.002131,
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"min": 0.002871,
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"max": 0.459983,
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"recall-0.025": 0.443333,
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"recall-0.05": 0.778333,
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"recall-0.1": 0.89,
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"recall-0.15": 0.911667,
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"recall-0.25": 0.986667,
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"recall-0.5": 0.998333,
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"num_labels": 600
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},
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"hip_left": {
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"count": 600,
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"mean": 0.068285,
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"median": 0.057651,
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"std": 0.035634,
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"sem": 0.001456,
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"min": 0.026922,
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"max": 0.21568,
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"recall-0.025": 0.0,
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"recall-0.05": 0.265,
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"recall-0.1": 0.89,
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"recall-0.15": 0.948333,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"hip_right": {
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"count": 600,
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"mean": 0.085336,
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"median": 0.081998,
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"std": 0.028532,
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"sem": 0.001166,
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"min": 0.019246,
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"max": 0.210122,
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"recall-0.025": 0.01,
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"recall-0.05": 0.053333,
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"recall-0.1": 0.875,
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"recall-0.15": 0.95,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"knee_left": {
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"count": 600,
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"mean": 0.057882,
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"median": 0.042319,
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"std": 0.059413,
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"sem": 0.002428,
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"min": 0.015949,
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"max": 0.430058,
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"recall-0.025": 0.078333,
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"recall-0.05": 0.686667,
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"recall-0.1": 0.913333,
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"recall-0.15": 0.923333,
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"recall-0.25": 0.981667,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"knee_right": {
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"count": 600,
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"mean": 0.047194,
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"median": 0.034213,
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"std": 0.041796,
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"sem": 0.001708,
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"min": 0.010466,
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"max": 0.306804,
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"recall-0.025": 0.116667,
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"recall-0.05": 0.813333,
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"recall-0.1": 0.921667,
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"recall-0.15": 0.94,
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"recall-0.25": 0.996667,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"ankle_left": {
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"count": 596,
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"mean": 0.090554,
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"median": 0.082591,
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"std": 0.039113,
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"sem": 0.001603,
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"min": 0.047369,
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"max": 0.499405,
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"recall-0.025": 0.0,
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"recall-0.05": 0.003333,
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"recall-0.1": 0.868333,
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"recall-0.15": 0.936667,
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"recall-0.25": 0.985,
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"recall-0.5": 0.993333,
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"num_labels": 600
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},
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"ankle_right": {
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"count": 599,
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"mean": 0.081058,
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"median": 0.066942,
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"std": 0.050112,
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"sem": 0.002049,
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"min": 0.031694,
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"max": 0.394711,
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"recall-0.025": 0.0,
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"recall-0.05": 0.031667,
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"recall-0.1": 0.898333,
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"recall-0.15": 0.916667,
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"recall-0.25": 0.973333,
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"recall-0.5": 0.998333,
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"num_labels": 600
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},
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"joint_recalls": {
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"num_labels": 7800,
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"recall-0.025": 0.19,
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"recall-0.05": 0.50795,
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"recall-0.1": 0.87962,
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"recall-0.15": 0.93513,
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"recall-0.25": 0.99321,
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"recall-0.5": 0.99885
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}
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}
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{
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"total_parts": 8400,
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"correct_parts": 8121,
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"pcp": 0.966786
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}
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```
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### Shelf
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```json
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{
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"img_loading": 0.0439583,
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"avg_time_2d": 0.0161031,
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"avg_time_3d": 0.000456075,
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"fps": 60.3894
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}
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{
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"triangulator_calls": 301,
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"init_time": 1.09826e-05,
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"undistort_time": 2.73167e-05,
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"project_time": 7.29666e-05,
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"match_time": 2.30029e-05,
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"pairs_time": 3.70102e-05,
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"pair_scoring_time": 0.000100947,
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"grouping_time": 1.22006e-05,
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"full_time": 8.29563e-05,
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"merge_time": 1.1965e-05,
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"post_time": 1.24754e-05,
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"convert_time": 6.71814e-07,
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"total_time": 0.00039283
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}
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{
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"person_nums": {
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"total_frames": 301,
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"total_labels": 477,
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"total_preds": 846,
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"considered_empty": 0,
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"valid_preds": 477,
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"invalid_preds": 369,
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"missing": 0,
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"invalid_fraction": 0.43617,
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"precision": 0.56383,
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"recall": 1.0,
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"f1": 0.72109,
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"non_empty": 846
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},
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"mpjpe": {
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"count": 477,
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"mean": 0.047885,
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"median": 0.042722,
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"std": 0.014759,
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"sem": 0.000676,
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"min": 0.03014,
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"max": 0.12344,
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"recall-0.025": 0.0,
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"recall-0.05": 0.70021,
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"recall-0.1": 0.987421,
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"recall-0.15": 1.0,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 477,
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"ap-0.025": 0.0,
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"ap-0.05": 0.392715,
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"ap-0.1": 0.730748,
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"ap-0.15": 0.74524,
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"ap-0.25": 0.74524,
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"ap-0.5": 0.74524
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},
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"head": {
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"count": 477,
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"mean": 0.054202,
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"median": 0.050299,
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"std": 0.024685,
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"sem": 0.001131,
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"min": 0.005604,
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"max": 0.180414,
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"recall-0.025": 0.083857,
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"recall-0.05": 0.492662,
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"recall-0.1": 0.9413,
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"recall-0.15": 0.995807,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 477
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},
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"shoulder_left": {
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"count": 477,
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"mean": 0.042515,
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"median": 0.037085,
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"std": 0.020532,
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"sem": 0.000941,
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"min": 0.004232,
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"max": 0.136479,
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"recall-0.025": 0.163522,
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"recall-0.05": 0.727463,
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"recall-0.1": 0.987421,
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"recall-0.15": 1.0,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 477
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},
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"shoulder_right": {
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"count": 477,
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"mean": 0.049774,
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"median": 0.046507,
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"std": 0.022743,
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"sem": 0.001042,
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"min": 0.00538,
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"max": 0.147114,
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"recall-0.025": 0.102725,
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"recall-0.05": 0.555556,
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"recall-0.1": 0.955975,
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"recall-0.15": 1.0,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
|
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"num_labels": 477
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},
|
|
"elbow_left": {
|
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"count": 477,
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|
"mean": 0.040635,
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"median": 0.031969,
|
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"std": 0.029201,
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"sem": 0.001338,
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"min": 0.003362,
|
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"max": 0.326353,
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"recall-0.025": 0.310273,
|
|
"recall-0.05": 0.75891,
|
|
"recall-0.1": 0.951782,
|
|
"recall-0.15": 0.997904,
|
|
"recall-0.25": 0.997904,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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|
},
|
|
"elbow_right": {
|
|
"count": 477,
|
|
"mean": 0.053255,
|
|
"median": 0.045027,
|
|
"std": 0.040612,
|
|
"sem": 0.001861,
|
|
"min": 0.003281,
|
|
"max": 0.243895,
|
|
"recall-0.025": 0.262055,
|
|
"recall-0.05": 0.563941,
|
|
"recall-0.1": 0.899371,
|
|
"recall-0.15": 0.955975,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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|
},
|
|
"wrist_left": {
|
|
"count": 477,
|
|
"mean": 0.059866,
|
|
"median": 0.054199,
|
|
"std": 0.038704,
|
|
"sem": 0.001774,
|
|
"min": 0.002109,
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"max": 0.322924,
|
|
"recall-0.025": 0.134172,
|
|
"recall-0.05": 0.404612,
|
|
"recall-0.1": 0.907757,
|
|
"recall-0.15": 0.960168,
|
|
"recall-0.25": 0.991614,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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},
|
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"wrist_right": {
|
|
"count": 477,
|
|
"mean": 0.058836,
|
|
"median": 0.054216,
|
|
"std": 0.033028,
|
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"sem": 0.001514,
|
|
"min": 0.007685,
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"max": 0.371597,
|
|
"recall-0.025": 0.106918,
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|
"recall-0.05": 0.425577,
|
|
"recall-0.1": 0.897275,
|
|
"recall-0.15": 0.981132,
|
|
"recall-0.25": 0.997904,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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},
|
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"hip_left": {
|
|
"count": 477,
|
|
"mean": 0.047813,
|
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"median": 0.042309,
|
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"std": 0.026119,
|
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"sem": 0.001197,
|
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"min": 0.006447,
|
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"max": 0.14256,
|
|
"recall-0.025": 0.186583,
|
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"recall-0.05": 0.614256,
|
|
"recall-0.1": 0.953878,
|
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"recall-0.15": 1.0,
|
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"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
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"hip_right": {
|
|
"count": 477,
|
|
"mean": 0.057773,
|
|
"median": 0.057215,
|
|
"std": 0.023614,
|
|
"sem": 0.001082,
|
|
"min": 0.00421,
|
|
"max": 0.132307,
|
|
"recall-0.025": 0.102725,
|
|
"recall-0.05": 0.392034,
|
|
"recall-0.1": 0.945493,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"knee_left": {
|
|
"count": 477,
|
|
"mean": 0.040457,
|
|
"median": 0.037618,
|
|
"std": 0.024571,
|
|
"sem": 0.001126,
|
|
"min": 0.004904,
|
|
"max": 0.19006,
|
|
"recall-0.025": 0.259958,
|
|
"recall-0.05": 0.746331,
|
|
"recall-0.1": 0.972746,
|
|
"recall-0.15": 0.989518,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"knee_right": {
|
|
"count": 477,
|
|
"mean": 0.040117,
|
|
"median": 0.036228,
|
|
"std": 0.023344,
|
|
"sem": 0.00107,
|
|
"min": 0.007,
|
|
"max": 0.1848,
|
|
"recall-0.025": 0.316562,
|
|
"recall-0.05": 0.710692,
|
|
"recall-0.1": 0.976939,
|
|
"recall-0.15": 0.997904,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"ankle_left": {
|
|
"count": 477,
|
|
"mean": 0.036307,
|
|
"median": 0.027964,
|
|
"std": 0.030854,
|
|
"sem": 0.001414,
|
|
"min": 0.004731,
|
|
"max": 0.223705,
|
|
"recall-0.025": 0.429769,
|
|
"recall-0.05": 0.819706,
|
|
"recall-0.1": 0.945493,
|
|
"recall-0.15": 0.983229,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"ankle_right": {
|
|
"count": 477,
|
|
"mean": 0.040953,
|
|
"median": 0.030954,
|
|
"std": 0.037944,
|
|
"sem": 0.001739,
|
|
"min": 0.003325,
|
|
"max": 0.272891,
|
|
"recall-0.025": 0.30608,
|
|
"recall-0.05": 0.805031,
|
|
"recall-0.1": 0.930818,
|
|
"recall-0.15": 0.966457,
|
|
"recall-0.25": 0.995807,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 6201,
|
|
"recall-0.025": 0.21158,
|
|
"recall-0.05": 0.61555,
|
|
"recall-0.1": 0.94275,
|
|
"recall-0.15": 0.98629,
|
|
"recall-0.25": 0.99839,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6678,
|
|
"correct_parts": 6616,
|
|
"pcp": 0.990716
|
|
}
|
|
```
|
|
|
|
### Campus
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.00509561,
|
|
"avg_time_2d": 0.00746086,
|
|
"avg_time_3d": 0.000263615,
|
|
"fps": 129.459
|
|
}
|
|
{
|
|
"triangulator_calls": 222,
|
|
"init_time": 5.66133e-06,
|
|
"undistort_time": 2.77896e-05,
|
|
"project_time": 5.02216e-05,
|
|
"match_time": 1.90409e-05,
|
|
"pairs_time": 1.67337e-05,
|
|
"pair_scoring_time": 4.28234e-05,
|
|
"grouping_time": 2.40929e-06,
|
|
"full_time": 4.44095e-05,
|
|
"merge_time": 1.34018e-05,
|
|
"post_time": 9.35795e-06,
|
|
"convert_time": 3.8468e-07,
|
|
"total_time": 0.00023256
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 222,
|
|
"total_labels": 376,
|
|
"total_preds": 448,
|
|
"considered_empty": 0,
|
|
"valid_preds": 376,
|
|
"invalid_preds": 72,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.16071,
|
|
"precision": 0.83929,
|
|
"recall": 1.0,
|
|
"f1": 0.91262,
|
|
"non_empty": 448
|
|
},
|
|
"mpjpe": {
|
|
"count": 376,
|
|
"mean": 0.079061,
|
|
"median": 0.075937,
|
|
"std": 0.019014,
|
|
"sem": 0.000982,
|
|
"min": 0.039688,
|
|
"max": 0.23921,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.00266,
|
|
"recall-0.1": 0.848404,
|
|
"recall-0.15": 0.99734,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 4.4e-05,
|
|
"ap-0.1": 0.728004,
|
|
"ap-0.15": 0.943085,
|
|
"ap-0.25": 0.945664,
|
|
"ap-0.5": 0.945664
|
|
},
|
|
"head": {
|
|
"count": 376,
|
|
"mean": 0.070847,
|
|
"median": 0.068159,
|
|
"std": 0.036689,
|
|
"sem": 0.001895,
|
|
"min": 0.009544,
|
|
"max": 0.370458,
|
|
"recall-0.025": 0.06117,
|
|
"recall-0.05": 0.276596,
|
|
"recall-0.1": 0.856383,
|
|
"recall-0.15": 0.976064,
|
|
"recall-0.25": 0.994681,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_left": {
|
|
"count": 376,
|
|
"mean": 0.071402,
|
|
"median": 0.064452,
|
|
"std": 0.034175,
|
|
"sem": 0.001765,
|
|
"min": 0.013911,
|
|
"max": 0.219873,
|
|
"recall-0.025": 0.029255,
|
|
"recall-0.05": 0.268617,
|
|
"recall-0.1": 0.843085,
|
|
"recall-0.15": 0.965426,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_right": {
|
|
"count": 376,
|
|
"mean": 0.079661,
|
|
"median": 0.072802,
|
|
"std": 0.04228,
|
|
"sem": 0.002183,
|
|
"min": 0.006023,
|
|
"max": 0.497106,
|
|
"recall-0.025": 0.023936,
|
|
"recall-0.05": 0.231383,
|
|
"recall-0.1": 0.784574,
|
|
"recall-0.15": 0.949468,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_left": {
|
|
"count": 376,
|
|
"mean": 0.091031,
|
|
"median": 0.073884,
|
|
"std": 0.054264,
|
|
"sem": 0.002802,
|
|
"min": 0.014223,
|
|
"max": 0.34788,
|
|
"recall-0.025": 0.026596,
|
|
"recall-0.05": 0.255319,
|
|
"recall-0.1": 0.635638,
|
|
"recall-0.15": 0.845745,
|
|
"recall-0.25": 0.986702,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_right": {
|
|
"count": 375,
|
|
"mean": 0.083992,
|
|
"median": 0.073159,
|
|
"std": 0.044993,
|
|
"sem": 0.002327,
|
|
"min": 0.002817,
|
|
"max": 0.221714,
|
|
"recall-0.025": 0.023936,
|
|
"recall-0.05": 0.263298,
|
|
"recall-0.1": 0.675532,
|
|
"recall-0.15": 0.901596,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_left": {
|
|
"count": 376,
|
|
"mean": 0.12597,
|
|
"median": 0.110251,
|
|
"std": 0.071129,
|
|
"sem": 0.003673,
|
|
"min": 0.012812,
|
|
"max": 0.459069,
|
|
"recall-0.025": 0.018617,
|
|
"recall-0.05": 0.087766,
|
|
"recall-0.1": 0.433511,
|
|
"recall-0.15": 0.696809,
|
|
"recall-0.25": 0.925532,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_right": {
|
|
"count": 376,
|
|
"mean": 0.114259,
|
|
"median": 0.106122,
|
|
"std": 0.04992,
|
|
"sem": 0.002578,
|
|
"min": 0.02278,
|
|
"max": 0.461844,
|
|
"recall-0.025": 0.00266,
|
|
"recall-0.05": 0.047872,
|
|
"recall-0.1": 0.43617,
|
|
"recall-0.15": 0.800532,
|
|
"recall-0.25": 0.992021,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_left": {
|
|
"count": 376,
|
|
"mean": 0.071686,
|
|
"median": 0.071161,
|
|
"std": 0.030322,
|
|
"sem": 0.001566,
|
|
"min": 0.003723,
|
|
"max": 0.154372,
|
|
"recall-0.025": 0.066489,
|
|
"recall-0.05": 0.24734,
|
|
"recall-0.1": 0.824468,
|
|
"recall-0.15": 0.994681,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_right": {
|
|
"count": 376,
|
|
"mean": 0.077187,
|
|
"median": 0.075292,
|
|
"std": 0.034502,
|
|
"sem": 0.001782,
|
|
"min": 0.011705,
|
|
"max": 0.248674,
|
|
"recall-0.025": 0.026596,
|
|
"recall-0.05": 0.199468,
|
|
"recall-0.1": 0.816489,
|
|
"recall-0.15": 0.954787,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_left": {
|
|
"count": 376,
|
|
"mean": 0.053654,
|
|
"median": 0.04811,
|
|
"std": 0.024848,
|
|
"sem": 0.001283,
|
|
"min": 0.009181,
|
|
"max": 0.150849,
|
|
"recall-0.025": 0.085106,
|
|
"recall-0.05": 0.526596,
|
|
"recall-0.1": 0.944149,
|
|
"recall-0.15": 0.99734,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_right": {
|
|
"count": 376,
|
|
"mean": 0.053982,
|
|
"median": 0.047653,
|
|
"std": 0.031004,
|
|
"sem": 0.001601,
|
|
"min": 0.010162,
|
|
"max": 0.233694,
|
|
"recall-0.025": 0.119681,
|
|
"recall-0.05": 0.56117,
|
|
"recall-0.1": 0.933511,
|
|
"recall-0.15": 0.976064,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_left": {
|
|
"count": 375,
|
|
"mean": 0.065549,
|
|
"median": 0.050728,
|
|
"std": 0.050909,
|
|
"sem": 0.002632,
|
|
"min": 0.002683,
|
|
"max": 0.390301,
|
|
"recall-0.025": 0.098404,
|
|
"recall-0.05": 0.486702,
|
|
"recall-0.1": 0.867021,
|
|
"recall-0.15": 0.960106,
|
|
"recall-0.25": 0.976064,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_right": {
|
|
"count": 375,
|
|
"mean": 0.064892,
|
|
"median": 0.050449,
|
|
"std": 0.058877,
|
|
"sem": 0.003044,
|
|
"min": 0.003357,
|
|
"max": 0.489237,
|
|
"recall-0.025": 0.066489,
|
|
"recall-0.05": 0.492021,
|
|
"recall-0.1": 0.893617,
|
|
"recall-0.15": 0.954787,
|
|
"recall-0.25": 0.970745,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4888,
|
|
"recall-0.025": 0.04808,
|
|
"recall-0.05": 0.30176,
|
|
"recall-0.1": 0.7633,
|
|
"recall-0.15": 0.92001,
|
|
"recall-0.25": 0.98691,
|
|
"recall-0.5": 0.99877
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5264,
|
|
"correct_parts": 4940,
|
|
"pcp": 0.93845
|
|
}
|
|
```
|
|
|
|
### MVOR
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.01166,
|
|
"avg_time_2d": 0.00855834,
|
|
"avg_time_3d": 0.000277939,
|
|
"fps": 113.17
|
|
}
|
|
{
|
|
"triangulator_calls": 629,
|
|
"init_time": 7.39275e-06,
|
|
"undistort_time": 2.95785e-05,
|
|
"project_time": 3.93691e-05,
|
|
"match_time": 1.65438e-05,
|
|
"pairs_time": 2.04497e-05,
|
|
"pair_scoring_time": 5.98655e-05,
|
|
"grouping_time": 8.50256e-06,
|
|
"full_time": 5.41611e-05,
|
|
"merge_time": 9.32615e-06,
|
|
"post_time": 8.86797e-06,
|
|
"convert_time": 4.21672e-07,
|
|
"total_time": 0.000254808
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 629,
|
|
"total_labels": 1061,
|
|
"total_preds": 1157,
|
|
"considered_empty": 0,
|
|
"valid_preds": 826,
|
|
"invalid_preds": 331,
|
|
"missing": 235,
|
|
"invalid_fraction": 0.28608,
|
|
"precision": 0.71392,
|
|
"recall": 0.77851,
|
|
"f1": 0.74482,
|
|
"non_empty": 1157
|
|
},
|
|
"mpjpe": {
|
|
"count": 826,
|
|
"mean": 0.117594,
|
|
"median": 0.099074,
|
|
"std": 0.06489,
|
|
"sem": 0.002259,
|
|
"min": 0.044292,
|
|
"max": 0.498763,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.002828,
|
|
"recall-0.1": 0.39868,
|
|
"recall-0.15": 0.640905,
|
|
"recall-0.25": 0.745523,
|
|
"recall-0.5": 0.778511,
|
|
"num_labels": 1061,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 3.1e-05,
|
|
"ap-0.1": 0.24686,
|
|
"ap-0.15": 0.523547,
|
|
"ap-0.25": 0.664798,
|
|
"ap-0.5": 0.703085
|
|
},
|
|
"head": {
|
|
"count": 823,
|
|
"mean": 0.067047,
|
|
"median": 0.051368,
|
|
"std": 0.060738,
|
|
"sem": 0.002118,
|
|
"min": 0.00309,
|
|
"max": 0.479488,
|
|
"recall-0.025": 0.103676,
|
|
"recall-0.05": 0.374175,
|
|
"recall-0.1": 0.664467,
|
|
"recall-0.15": 0.721018,
|
|
"recall-0.25": 0.754948,
|
|
"recall-0.5": 0.775683,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_left": {
|
|
"count": 823,
|
|
"mean": 0.064067,
|
|
"median": 0.044681,
|
|
"std": 0.064548,
|
|
"sem": 0.002251,
|
|
"min": 0.00507,
|
|
"max": 0.488342,
|
|
"recall-0.025": 0.176249,
|
|
"recall-0.05": 0.423186,
|
|
"recall-0.1": 0.65033,
|
|
"recall-0.15": 0.719133,
|
|
"recall-0.25": 0.754006,
|
|
"recall-0.5": 0.775683,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_right": {
|
|
"count": 822,
|
|
"mean": 0.06066,
|
|
"median": 0.040619,
|
|
"std": 0.062186,
|
|
"sem": 0.00217,
|
|
"min": 0.003681,
|
|
"max": 0.453096,
|
|
"recall-0.025": 0.146089,
|
|
"recall-0.05": 0.476909,
|
|
"recall-0.1": 0.664467,
|
|
"recall-0.15": 0.720075,
|
|
"recall-0.25": 0.751178,
|
|
"recall-0.5": 0.774741,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_left": {
|
|
"count": 814,
|
|
"mean": 0.106889,
|
|
"median": 0.07667,
|
|
"std": 0.090971,
|
|
"sem": 0.00319,
|
|
"min": 0.003602,
|
|
"max": 0.482576,
|
|
"recall-0.025": 0.072573,
|
|
"recall-0.05": 0.248822,
|
|
"recall-0.1": 0.468426,
|
|
"recall-0.15": 0.586239,
|
|
"recall-0.25": 0.702168,
|
|
"recall-0.5": 0.767201,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_right": {
|
|
"count": 817,
|
|
"mean": 0.087826,
|
|
"median": 0.061809,
|
|
"std": 0.079478,
|
|
"sem": 0.002782,
|
|
"min": 0.004787,
|
|
"max": 0.47974,
|
|
"recall-0.025": 0.100848,
|
|
"recall-0.05": 0.311027,
|
|
"recall-0.1": 0.559849,
|
|
"recall-0.15": 0.65787,
|
|
"recall-0.25": 0.72196,
|
|
"recall-0.5": 0.770028,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_left": {
|
|
"count": 813,
|
|
"mean": 0.126254,
|
|
"median": 0.091695,
|
|
"std": 0.104353,
|
|
"sem": 0.003662,
|
|
"min": 0.006234,
|
|
"max": 0.496772,
|
|
"recall-0.025": 0.075401,
|
|
"recall-0.05": 0.205467,
|
|
"recall-0.1": 0.409991,
|
|
"recall-0.15": 0.521206,
|
|
"recall-0.25": 0.660697,
|
|
"recall-0.5": 0.766258,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_right": {
|
|
"count": 813,
|
|
"mean": 0.108838,
|
|
"median": 0.071098,
|
|
"std": 0.100025,
|
|
"sem": 0.00351,
|
|
"min": 0.003505,
|
|
"max": 0.480896,
|
|
"recall-0.025": 0.101791,
|
|
"recall-0.05": 0.280867,
|
|
"recall-0.1": 0.491046,
|
|
"recall-0.15": 0.574929,
|
|
"recall-0.25": 0.681433,
|
|
"recall-0.5": 0.766258,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_left": {
|
|
"count": 815,
|
|
"mean": 0.197506,
|
|
"median": 0.178344,
|
|
"std": 0.087607,
|
|
"sem": 0.003071,
|
|
"min": 0.016968,
|
|
"max": 0.498696,
|
|
"recall-0.025": 0.000943,
|
|
"recall-0.05": 0.00377,
|
|
"recall-0.1": 0.059378,
|
|
"recall-0.15": 0.253534,
|
|
"recall-0.25": 0.594722,
|
|
"recall-0.5": 0.768143,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_right": {
|
|
"count": 804,
|
|
"mean": 0.189369,
|
|
"median": 0.174318,
|
|
"std": 0.076836,
|
|
"sem": 0.002712,
|
|
"min": 0.029865,
|
|
"max": 0.498131,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.001885,
|
|
"recall-0.1": 0.065033,
|
|
"recall-0.15": 0.261074,
|
|
"recall-0.25": 0.619227,
|
|
"recall-0.5": 0.757776,
|
|
"num_labels": 1061
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 9549,
|
|
"recall-0.025": 0.08619,
|
|
"recall-0.05": 0.25793,
|
|
"recall-0.1": 0.44759,
|
|
"recall-0.15": 0.5566,
|
|
"recall-0.25": 0.69285,
|
|
"recall-0.5": 0.76846
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10610,
|
|
"correct_parts": 6305,
|
|
"pcp": 0.594251
|
|
}
|
|
```
|
|
|
|
### Panoptic
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0480116,
|
|
"avg_time_2d": 0.0181947,
|
|
"avg_time_3d": 0.000732526,
|
|
"fps": 52.8341
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 1.12765e-05,
|
|
"undistort_time": 5.76955e-05,
|
|
"project_time": 6.17318e-05,
|
|
"match_time": 2.53649e-05,
|
|
"pairs_time": 5.19781e-05,
|
|
"pair_scoring_time": 0.000190868,
|
|
"grouping_time": 2.0974e-05,
|
|
"full_time": 0.000164192,
|
|
"merge_time": 7.07059e-05,
|
|
"post_time": 1.18664e-05,
|
|
"convert_time": 6.66372e-07,
|
|
"total_time": 0.000667642
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1503,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1462,
|
|
"invalid_preds": 41,
|
|
"missing": 4,
|
|
"invalid_fraction": 0.02728,
|
|
"precision": 0.97272,
|
|
"recall": 0.99727,
|
|
"f1": 0.98484,
|
|
"non_empty": 1503
|
|
},
|
|
"mpjpe": {
|
|
"count": 1462,
|
|
"mean": 0.03482,
|
|
"median": 0.031241,
|
|
"std": 0.016013,
|
|
"sem": 0.000419,
|
|
"min": 0.010718,
|
|
"max": 0.125933,
|
|
"recall-0.025": 0.304911,
|
|
"recall-0.05": 0.837653,
|
|
"recall-0.1": 0.993179,
|
|
"recall-0.15": 0.997271,
|
|
"recall-0.25": 0.997271,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.154279,
|
|
"ap-0.05": 0.769519,
|
|
"ap-0.1": 0.978377,
|
|
"ap-0.15": 0.986886,
|
|
"ap-0.25": 0.986886,
|
|
"ap-0.5": 0.986886
|
|
},
|
|
"nose": {
|
|
"count": 1461,
|
|
"mean": 0.015017,
|
|
"median": 0.011364,
|
|
"std": 0.017583,
|
|
"sem": 0.00046,
|
|
"min": 0.001311,
|
|
"max": 0.275895,
|
|
"recall-0.025": 0.914559,
|
|
"recall-0.05": 0.971292,
|
|
"recall-0.1": 0.992481,
|
|
"recall-0.15": 0.995899,
|
|
"recall-0.25": 0.996582,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1462,
|
|
"mean": 0.016803,
|
|
"median": 0.014545,
|
|
"std": 0.01109,
|
|
"sem": 0.00029,
|
|
"min": 0.001619,
|
|
"max": 0.100262,
|
|
"recall-0.025": 0.8397,
|
|
"recall-0.05": 0.982265,
|
|
"recall-0.1": 0.996589,
|
|
"recall-0.15": 0.997271,
|
|
"recall-0.25": 0.997271,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1461,
|
|
"mean": 0.01663,
|
|
"median": 0.014513,
|
|
"std": 0.01114,
|
|
"sem": 0.000292,
|
|
"min": 0.001635,
|
|
"max": 0.149874,
|
|
"recall-0.025": 0.845734,
|
|
"recall-0.05": 0.9843,
|
|
"recall-0.1": 0.996587,
|
|
"recall-0.15": 0.99727,
|
|
"recall-0.25": 0.99727,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1461,
|
|
"mean": 0.023215,
|
|
"median": 0.016597,
|
|
"std": 0.021918,
|
|
"sem": 0.000574,
|
|
"min": 0.000915,
|
|
"max": 0.212485,
|
|
"recall-0.025": 0.730375,
|
|
"recall-0.05": 0.905119,
|
|
"recall-0.1": 0.983618,
|
|
"recall-0.15": 0.994539,
|
|
"recall-0.25": 0.99727,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1461,
|
|
"mean": 0.02058,
|
|
"median": 0.01618,
|
|
"std": 0.015254,
|
|
"sem": 0.000399,
|
|
"min": 0.002055,
|
|
"max": 0.167337,
|
|
"recall-0.025": 0.779904,
|
|
"recall-0.05": 0.943267,
|
|
"recall-0.1": 0.996582,
|
|
"recall-0.15": 0.997949,
|
|
"recall-0.25": 0.998633,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1432,
|
|
"mean": 0.035811,
|
|
"median": 0.016279,
|
|
"std": 0.057576,
|
|
"sem": 0.001522,
|
|
"min": 0.000898,
|
|
"max": 0.460746,
|
|
"recall-0.025": 0.692469,
|
|
"recall-0.05": 0.848675,
|
|
"recall-0.1": 0.906555,
|
|
"recall-0.15": 0.954672,
|
|
"recall-0.25": 0.974895,
|
|
"recall-0.5": 0.998605,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1455,
|
|
"mean": 0.025369,
|
|
"median": 0.015842,
|
|
"std": 0.032104,
|
|
"sem": 0.000842,
|
|
"min": 0.001023,
|
|
"max": 0.312907,
|
|
"recall-0.025": 0.714973,
|
|
"recall-0.05": 0.896978,
|
|
"recall-0.1": 0.96978,
|
|
"recall-0.15": 0.985577,
|
|
"recall-0.25": 0.993819,
|
|
"recall-0.5": 0.999313,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1461,
|
|
"mean": 0.036191,
|
|
"median": 0.031717,
|
|
"std": 0.022383,
|
|
"sem": 0.000586,
|
|
"min": 0.000614,
|
|
"max": 0.222813,
|
|
"recall-0.025": 0.329693,
|
|
"recall-0.05": 0.821843,
|
|
"recall-0.1": 0.9843,
|
|
"recall-0.15": 0.991809,
|
|
"recall-0.25": 0.99727,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1462,
|
|
"mean": 0.039476,
|
|
"median": 0.032328,
|
|
"std": 0.030399,
|
|
"sem": 0.000795,
|
|
"min": 0.003004,
|
|
"max": 0.409625,
|
|
"recall-0.025": 0.328786,
|
|
"recall-0.05": 0.786494,
|
|
"recall-0.1": 0.959754,
|
|
"recall-0.15": 0.989768,
|
|
"recall-0.25": 0.995225,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1461,
|
|
"mean": 0.0406,
|
|
"median": 0.034245,
|
|
"std": 0.035466,
|
|
"sem": 0.000928,
|
|
"min": 0.004244,
|
|
"max": 0.473605,
|
|
"recall-0.025": 0.27372,
|
|
"recall-0.05": 0.788396,
|
|
"recall-0.1": 0.962457,
|
|
"recall-0.15": 0.984983,
|
|
"recall-0.25": 0.990444,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1455,
|
|
"mean": 0.040245,
|
|
"median": 0.032466,
|
|
"std": 0.032298,
|
|
"sem": 0.000847,
|
|
"min": 0.002049,
|
|
"max": 0.498781,
|
|
"recall-0.025": 0.328307,
|
|
"recall-0.05": 0.73475,
|
|
"recall-0.1": 0.961618,
|
|
"recall-0.15": 0.988348,
|
|
"recall-0.25": 0.993831,
|
|
"recall-0.5": 0.997258,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1457,
|
|
"mean": 0.069045,
|
|
"median": 0.035852,
|
|
"std": 0.081012,
|
|
"sem": 0.002123,
|
|
"min": 0.003059,
|
|
"max": 0.452684,
|
|
"recall-0.025": 0.334245,
|
|
"recall-0.05": 0.619959,
|
|
"recall-0.1": 0.794942,
|
|
"recall-0.15": 0.864662,
|
|
"recall-0.25": 0.946685,
|
|
"recall-0.5": 0.995899,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1450,
|
|
"mean": 0.070314,
|
|
"median": 0.0334,
|
|
"std": 0.09225,
|
|
"sem": 0.002423,
|
|
"min": 0.002411,
|
|
"max": 0.470538,
|
|
"recall-0.025": 0.35137,
|
|
"recall-0.05": 0.670548,
|
|
"recall-0.1": 0.80274,
|
|
"recall-0.15": 0.857534,
|
|
"recall-0.25": 0.920548,
|
|
"recall-0.5": 0.993151,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.57372,
|
|
"recall-0.05": 0.84234,
|
|
"recall-0.1": 0.94639,
|
|
"recall-0.15": 0.96893,
|
|
"recall-0.25": 0.98436,
|
|
"recall-0.5": 0.99705
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20136,
|
|
"pcp": 0.984934
|
|
}
|
|
```
|
|
|
|
##### 3 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0300228,
|
|
"avg_time_2d": 0.0109641,
|
|
"avg_time_3d": 0.000317571,
|
|
"fps": 88.639
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 9.05202e-06,
|
|
"undistort_time": 3.33509e-05,
|
|
"project_time": 3.55523e-05,
|
|
"match_time": 3.13586e-05,
|
|
"pairs_time": 2.59658e-05,
|
|
"pair_scoring_time": 5.31483e-05,
|
|
"grouping_time": 7.67488e-06,
|
|
"full_time": 5.71083e-05,
|
|
"merge_time": 1.99006e-05,
|
|
"post_time": 1.21204e-05,
|
|
"convert_time": 6.53409e-07,
|
|
"total_time": 0.000286193
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1416,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1403,
|
|
"invalid_preds": 13,
|
|
"missing": 63,
|
|
"invalid_fraction": 0.00918,
|
|
"precision": 0.99082,
|
|
"recall": 0.95703,
|
|
"f1": 0.97363,
|
|
"non_empty": 1416
|
|
},
|
|
"mpjpe": {
|
|
"count": 1403,
|
|
"mean": 0.063697,
|
|
"median": 0.051272,
|
|
"std": 0.041683,
|
|
"sem": 0.001113,
|
|
"min": 0.018516,
|
|
"max": 0.32168,
|
|
"recall-0.025": 0.006139,
|
|
"recall-0.05": 0.448158,
|
|
"recall-0.1": 0.842428,
|
|
"recall-0.15": 0.920873,
|
|
"recall-0.25": 0.940655,
|
|
"recall-0.5": 0.957026,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.001489,
|
|
"ap-0.05": 0.33778,
|
|
"ap-0.1": 0.801331,
|
|
"ap-0.15": 0.905759,
|
|
"ap-0.25": 0.931294,
|
|
"ap-0.5": 0.94854
|
|
},
|
|
"nose": {
|
|
"count": 1402,
|
|
"mean": 0.024835,
|
|
"median": 0.019347,
|
|
"std": 0.018043,
|
|
"sem": 0.000482,
|
|
"min": 0.001351,
|
|
"max": 0.155203,
|
|
"recall-0.025": 0.598086,
|
|
"recall-0.05": 0.874231,
|
|
"recall-0.1": 0.952153,
|
|
"recall-0.15": 0.956938,
|
|
"recall-0.25": 0.958305,
|
|
"recall-0.5": 0.958305,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1402,
|
|
"mean": 0.021058,
|
|
"median": 0.017678,
|
|
"std": 0.015328,
|
|
"sem": 0.00041,
|
|
"min": 0.000913,
|
|
"max": 0.203979,
|
|
"recall-0.025": 0.691678,
|
|
"recall-0.05": 0.918145,
|
|
"recall-0.1": 0.954297,
|
|
"recall-0.15": 0.955662,
|
|
"recall-0.25": 0.956344,
|
|
"recall-0.5": 0.956344,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1402,
|
|
"mean": 0.025063,
|
|
"median": 0.018357,
|
|
"std": 0.020701,
|
|
"sem": 0.000553,
|
|
"min": 0.002044,
|
|
"max": 0.218738,
|
|
"recall-0.025": 0.619113,
|
|
"recall-0.05": 0.879863,
|
|
"recall-0.1": 0.94471,
|
|
"recall-0.15": 0.953584,
|
|
"recall-0.25": 0.956997,
|
|
"recall-0.5": 0.956997,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1402,
|
|
"mean": 0.034165,
|
|
"median": 0.022493,
|
|
"std": 0.031262,
|
|
"sem": 0.000835,
|
|
"min": 0.001064,
|
|
"max": 0.270691,
|
|
"recall-0.025": 0.517406,
|
|
"recall-0.05": 0.771331,
|
|
"recall-0.1": 0.901706,
|
|
"recall-0.15": 0.951536,
|
|
"recall-0.25": 0.955631,
|
|
"recall-0.5": 0.956997,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1402,
|
|
"mean": 0.032342,
|
|
"median": 0.021279,
|
|
"std": 0.030244,
|
|
"sem": 0.000808,
|
|
"min": 0.000428,
|
|
"max": 0.342141,
|
|
"recall-0.025": 0.56391,
|
|
"recall-0.05": 0.780588,
|
|
"recall-0.1": 0.920711,
|
|
"recall-0.15": 0.950786,
|
|
"recall-0.25": 0.956938,
|
|
"recall-0.5": 0.958305,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1373,
|
|
"mean": 0.051874,
|
|
"median": 0.024395,
|
|
"std": 0.059837,
|
|
"sem": 0.001615,
|
|
"min": 0.001206,
|
|
"max": 0.340712,
|
|
"recall-0.025": 0.488842,
|
|
"recall-0.05": 0.641562,
|
|
"recall-0.1": 0.806834,
|
|
"recall-0.15": 0.874477,
|
|
"recall-0.25": 0.942817,
|
|
"recall-0.5": 0.957462,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1396,
|
|
"mean": 0.049694,
|
|
"median": 0.02661,
|
|
"std": 0.058498,
|
|
"sem": 0.001566,
|
|
"min": 0.001929,
|
|
"max": 0.375413,
|
|
"recall-0.025": 0.453984,
|
|
"recall-0.05": 0.666209,
|
|
"recall-0.1": 0.842033,
|
|
"recall-0.15": 0.895604,
|
|
"recall-0.25": 0.932692,
|
|
"recall-0.5": 0.958791,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1402,
|
|
"mean": 0.043063,
|
|
"median": 0.038979,
|
|
"std": 0.02301,
|
|
"sem": 0.000615,
|
|
"min": 0.001923,
|
|
"max": 0.15372,
|
|
"recall-0.025": 0.195904,
|
|
"recall-0.05": 0.668259,
|
|
"recall-0.1": 0.930375,
|
|
"recall-0.15": 0.956314,
|
|
"recall-0.25": 0.956997,
|
|
"recall-0.5": 0.956997,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1403,
|
|
"mean": 0.054918,
|
|
"median": 0.048988,
|
|
"std": 0.035081,
|
|
"sem": 0.000937,
|
|
"min": 0.002571,
|
|
"max": 0.281736,
|
|
"recall-0.025": 0.135744,
|
|
"recall-0.05": 0.489768,
|
|
"recall-0.1": 0.885402,
|
|
"recall-0.15": 0.932469,
|
|
"recall-0.25": 0.956344,
|
|
"recall-0.5": 0.957026,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1394,
|
|
"mean": 0.066411,
|
|
"median": 0.043228,
|
|
"std": 0.0712,
|
|
"sem": 0.001908,
|
|
"min": 0.0016,
|
|
"max": 0.474447,
|
|
"recall-0.025": 0.167918,
|
|
"recall-0.05": 0.582253,
|
|
"recall-0.1": 0.806826,
|
|
"recall-0.15": 0.863481,
|
|
"recall-0.25": 0.913311,
|
|
"recall-0.5": 0.951536,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1390,
|
|
"mean": 0.064025,
|
|
"median": 0.045079,
|
|
"std": 0.06815,
|
|
"sem": 0.001829,
|
|
"min": 0.002394,
|
|
"max": 0.435617,
|
|
"recall-0.025": 0.163125,
|
|
"recall-0.05": 0.557231,
|
|
"recall-0.1": 0.843043,
|
|
"recall-0.15": 0.877999,
|
|
"recall-0.25": 0.91501,
|
|
"recall-0.5": 0.952707,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1328,
|
|
"mean": 0.140766,
|
|
"median": 0.096842,
|
|
"std": 0.126984,
|
|
"sem": 0.003486,
|
|
"min": 0.002104,
|
|
"max": 0.498865,
|
|
"recall-0.025": 0.152427,
|
|
"recall-0.05": 0.317157,
|
|
"recall-0.1": 0.460697,
|
|
"recall-0.15": 0.558442,
|
|
"recall-0.25": 0.735475,
|
|
"recall-0.5": 0.907724,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1312,
|
|
"mean": 0.130733,
|
|
"median": 0.077564,
|
|
"std": 0.126281,
|
|
"sem": 0.003488,
|
|
"min": 0.002012,
|
|
"max": 0.498237,
|
|
"recall-0.025": 0.157534,
|
|
"recall-0.05": 0.34726,
|
|
"recall-0.1": 0.499315,
|
|
"recall-0.15": 0.606164,
|
|
"recall-0.25": 0.733562,
|
|
"recall-0.5": 0.89863,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.37683,
|
|
"recall-0.05": 0.65313,
|
|
"recall-0.1": 0.82643,
|
|
"recall-0.15": 0.87162,
|
|
"recall-0.25": 0.91285,
|
|
"recall-0.5": 0.94813
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 18687,
|
|
"pcp": 0.914058
|
|
}
|
|
```
|
|
|
|
##### 10 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0938519,
|
|
"avg_time_2d": 0.0351542,
|
|
"avg_time_3d": 0.00160105,
|
|
"fps": 27.207
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 2.12339e-05,
|
|
"undistort_time": 5.66752e-05,
|
|
"project_time": 4.33116e-05,
|
|
"match_time": 4.12432e-05,
|
|
"pairs_time": 0.000237952,
|
|
"pair_scoring_time": 0.00047295,
|
|
"grouping_time": 0.000109872,
|
|
"full_time": 0.000342713,
|
|
"merge_time": 0.000102684,
|
|
"post_time": 1.47744e-05,
|
|
"convert_time": 1.0558e-06,
|
|
"total_time": 0.00144481
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1497,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1464,
|
|
"invalid_preds": 33,
|
|
"missing": 2,
|
|
"invalid_fraction": 0.02204,
|
|
"precision": 0.97796,
|
|
"recall": 0.99864,
|
|
"f1": 0.98819,
|
|
"non_empty": 1497
|
|
},
|
|
"mpjpe": {
|
|
"count": 1464,
|
|
"mean": 0.027977,
|
|
"median": 0.024349,
|
|
"std": 0.012232,
|
|
"sem": 0.00032,
|
|
"min": 0.009035,
|
|
"max": 0.095758,
|
|
"recall-0.025": 0.528649,
|
|
"recall-0.05": 0.917462,
|
|
"recall-0.1": 0.998636,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.998636,
|
|
"recall-0.5": 0.998636,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.396078,
|
|
"ap-0.05": 0.885685,
|
|
"ap-0.1": 0.987468,
|
|
"ap-0.15": 0.987468,
|
|
"ap-0.25": 0.987468,
|
|
"ap-0.5": 0.987468
|
|
},
|
|
"nose": {
|
|
"count": 1461,
|
|
"mean": 0.011185,
|
|
"median": 0.009736,
|
|
"std": 0.007763,
|
|
"sem": 0.000203,
|
|
"min": 0.00125,
|
|
"max": 0.098244,
|
|
"recall-0.025": 0.971292,
|
|
"recall-0.05": 0.989747,
|
|
"recall-0.1": 0.998633,
|
|
"recall-0.15": 0.998633,
|
|
"recall-0.25": 0.998633,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1464,
|
|
"mean": 0.013067,
|
|
"median": 0.011256,
|
|
"std": 0.007924,
|
|
"sem": 0.000207,
|
|
"min": 0.001264,
|
|
"max": 0.075768,
|
|
"recall-0.025": 0.924966,
|
|
"recall-0.05": 0.995225,
|
|
"recall-0.1": 0.998636,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.998636,
|
|
"recall-0.5": 0.998636,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1463,
|
|
"mean": 0.014016,
|
|
"median": 0.012312,
|
|
"std": 0.008179,
|
|
"sem": 0.000214,
|
|
"min": 0.000643,
|
|
"max": 0.070624,
|
|
"recall-0.025": 0.907167,
|
|
"recall-0.05": 0.993857,
|
|
"recall-0.1": 0.998635,
|
|
"recall-0.15": 0.998635,
|
|
"recall-0.25": 0.998635,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1463,
|
|
"mean": 0.018468,
|
|
"median": 0.015316,
|
|
"std": 0.012692,
|
|
"sem": 0.000332,
|
|
"min": 0.000283,
|
|
"max": 0.094007,
|
|
"recall-0.025": 0.806826,
|
|
"recall-0.05": 0.967918,
|
|
"recall-0.1": 0.998635,
|
|
"recall-0.15": 0.998635,
|
|
"recall-0.25": 0.998635,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1461,
|
|
"mean": 0.016885,
|
|
"median": 0.014355,
|
|
"std": 0.013542,
|
|
"sem": 0.000354,
|
|
"min": 0.001275,
|
|
"max": 0.232692,
|
|
"recall-0.025": 0.879016,
|
|
"recall-0.05": 0.972659,
|
|
"recall-0.1": 0.995899,
|
|
"recall-0.15": 0.997266,
|
|
"recall-0.25": 0.998633,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1432,
|
|
"mean": 0.018011,
|
|
"median": 0.012744,
|
|
"std": 0.020153,
|
|
"sem": 0.000533,
|
|
"min": 0.001115,
|
|
"max": 0.232062,
|
|
"recall-0.025": 0.837517,
|
|
"recall-0.05": 0.958856,
|
|
"recall-0.1": 0.984658,
|
|
"recall-0.15": 0.991632,
|
|
"recall-0.25": 0.998605,
|
|
"recall-0.5": 0.998605,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1455,
|
|
"mean": 0.017354,
|
|
"median": 0.01247,
|
|
"std": 0.019316,
|
|
"sem": 0.000507,
|
|
"min": 0.00072,
|
|
"max": 0.23279,
|
|
"recall-0.025": 0.837912,
|
|
"recall-0.05": 0.963599,
|
|
"recall-0.1": 0.988324,
|
|
"recall-0.15": 0.995192,
|
|
"recall-0.25": 0.999313,
|
|
"recall-0.5": 0.999313,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1463,
|
|
"mean": 0.02801,
|
|
"median": 0.025841,
|
|
"std": 0.015721,
|
|
"sem": 0.000411,
|
|
"min": 0.001876,
|
|
"max": 0.133923,
|
|
"recall-0.025": 0.47099,
|
|
"recall-0.05": 0.934471,
|
|
"recall-0.1": 0.992491,
|
|
"recall-0.15": 0.998635,
|
|
"recall-0.25": 0.998635,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1464,
|
|
"mean": 0.027902,
|
|
"median": 0.025596,
|
|
"std": 0.013182,
|
|
"sem": 0.000345,
|
|
"min": 0.003554,
|
|
"max": 0.128252,
|
|
"recall-0.025": 0.483629,
|
|
"recall-0.05": 0.939291,
|
|
"recall-0.1": 0.997954,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.998636,
|
|
"recall-0.5": 0.998636,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1463,
|
|
"mean": 0.030968,
|
|
"median": 0.026089,
|
|
"std": 0.019464,
|
|
"sem": 0.000509,
|
|
"min": 0.001698,
|
|
"max": 0.16806,
|
|
"recall-0.025": 0.477133,
|
|
"recall-0.05": 0.871672,
|
|
"recall-0.1": 0.985666,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.998635,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1457,
|
|
"mean": 0.032823,
|
|
"median": 0.02726,
|
|
"std": 0.022053,
|
|
"sem": 0.000578,
|
|
"min": 0.001339,
|
|
"max": 0.215898,
|
|
"recall-0.025": 0.442084,
|
|
"recall-0.05": 0.853324,
|
|
"recall-0.1": 0.980123,
|
|
"recall-0.15": 0.994517,
|
|
"recall-0.25": 0.998629,
|
|
"recall-0.5": 0.998629,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1460,
|
|
"mean": 0.067322,
|
|
"median": 0.03849,
|
|
"std": 0.07182,
|
|
"sem": 0.00188,
|
|
"min": 0.001371,
|
|
"max": 0.417806,
|
|
"recall-0.025": 0.326042,
|
|
"recall-0.05": 0.591251,
|
|
"recall-0.1": 0.790841,
|
|
"recall-0.15": 0.883117,
|
|
"recall-0.25": 0.958305,
|
|
"recall-0.5": 0.997949,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1456,
|
|
"mean": 0.06629,
|
|
"median": 0.034563,
|
|
"std": 0.07873,
|
|
"sem": 0.002064,
|
|
"min": 0.003442,
|
|
"max": 0.474557,
|
|
"recall-0.025": 0.355479,
|
|
"recall-0.05": 0.637671,
|
|
"recall-0.1": 0.808904,
|
|
"recall-0.15": 0.879452,
|
|
"recall-0.25": 0.939726,
|
|
"recall-0.5": 0.99726,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.67025,
|
|
"recall-0.05": 0.89726,
|
|
"recall-0.1": 0.96277,
|
|
"recall-0.15": 0.97915,
|
|
"recall-0.25": 0.99084,
|
|
"recall-0.5": 0.99826
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20315,
|
|
"pcp": 0.99369
|
|
}
|
|
```
|
|
|
|
### IkeaAsm
|
|
|
|
(duration 00:01:45)
|
|
```json
|
|
{
|
|
"img_loading": 0.0344611,
|
|
"avg_time_2d": 0.00953275,
|
|
"avg_time_3d": 0.000323431,
|
|
"fps": 101.459
|
|
}
|
|
{
|
|
"triangulator_calls": 479,
|
|
"init_time": 7.38619e-06,
|
|
"undistort_time": 3.1936e-05,
|
|
"project_time": 1.49755e-05,
|
|
"match_time": 7.76543e-06,
|
|
"pairs_time": 2.72468e-05,
|
|
"pair_scoring_time": 9.91243e-05,
|
|
"grouping_time": 7.22699e-06,
|
|
"full_time": 7.54184e-05,
|
|
"merge_time": 2.13551e-05,
|
|
"post_time": 7.55247e-06,
|
|
"convert_time": 3.34923e-07,
|
|
"total_time": 0.000300667
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 479,
|
|
"total_labels": 479,
|
|
"total_preds": 624,
|
|
"considered_empty": 0,
|
|
"valid_preds": 448,
|
|
"invalid_preds": 176,
|
|
"missing": 31,
|
|
"invalid_fraction": 0.28205,
|
|
"precision": 0.71795,
|
|
"recall": 0.93528,
|
|
"f1": 0.81233,
|
|
"non_empty": 624
|
|
},
|
|
"mpjpe": {
|
|
"count": 448,
|
|
"mean": 0.073634,
|
|
"median": 0.058564,
|
|
"std": 0.045358,
|
|
"sem": 0.002145,
|
|
"min": 0.018272,
|
|
"max": 0.358204,
|
|
"recall-0.025": 0.035491,
|
|
"recall-0.05": 0.373695,
|
|
"recall-0.1": 0.73904,
|
|
"recall-0.15": 0.874739,
|
|
"recall-0.25": 0.929019,
|
|
"recall-0.5": 0.935282,
|
|
"num_labels": 479,
|
|
"ap-0.025": 0.001477,
|
|
"ap-0.05": 0.140832,
|
|
"ap-0.1": 0.526486,
|
|
"ap-0.15": 0.717311,
|
|
"ap-0.25": 0.811155,
|
|
"ap-0.5": 0.821431
|
|
},
|
|
"head": {
|
|
"count": 426,
|
|
"mean": 0.033063,
|
|
"median": 0.029505,
|
|
"std": 0.016925,
|
|
"sem": 0.000821,
|
|
"min": 0.001407,
|
|
"max": 0.122162,
|
|
"recall-0.025": 0.34292,
|
|
"recall-0.05": 0.803097,
|
|
"recall-0.1": 0.938053,
|
|
"recall-0.15": 0.942478,
|
|
"recall-0.25": 0.942478,
|
|
"recall-0.5": 0.942478,
|
|
"num_labels": 452
|
|
},
|
|
"shoulder_left": {
|
|
"count": 425,
|
|
"mean": 0.040635,
|
|
"median": 0.03504,
|
|
"std": 0.019085,
|
|
"sem": 0.000927,
|
|
"min": 0.012837,
|
|
"max": 0.152482,
|
|
"recall-0.025": 0.110132,
|
|
"recall-0.05": 0.73348,
|
|
"recall-0.1": 0.9163,
|
|
"recall-0.15": 0.931718,
|
|
"recall-0.25": 0.936123,
|
|
"recall-0.5": 0.936123,
|
|
"num_labels": 454
|
|
},
|
|
"shoulder_right": {
|
|
"count": 437,
|
|
"mean": 0.029153,
|
|
"median": 0.027516,
|
|
"std": 0.010824,
|
|
"sem": 0.000518,
|
|
"min": 0.007706,
|
|
"max": 0.093695,
|
|
"recall-0.025": 0.359743,
|
|
"recall-0.05": 0.892934,
|
|
"recall-0.1": 0.93576,
|
|
"recall-0.15": 0.93576,
|
|
"recall-0.25": 0.93576,
|
|
"recall-0.5": 0.93576,
|
|
"num_labels": 467
|
|
},
|
|
"elbow_left": {
|
|
"count": 414,
|
|
"mean": 0.03124,
|
|
"median": 0.023092,
|
|
"std": 0.025804,
|
|
"sem": 0.00127,
|
|
"min": 0.002105,
|
|
"max": 0.191459,
|
|
"recall-0.025": 0.510297,
|
|
"recall-0.05": 0.805492,
|
|
"recall-0.1": 0.91762,
|
|
"recall-0.15": 0.942792,
|
|
"recall-0.25": 0.947368,
|
|
"recall-0.5": 0.947368,
|
|
"num_labels": 437
|
|
},
|
|
"elbow_right": {
|
|
"count": 417,
|
|
"mean": 0.026014,
|
|
"median": 0.022466,
|
|
"std": 0.017615,
|
|
"sem": 0.000864,
|
|
"min": 0.002121,
|
|
"max": 0.195654,
|
|
"recall-0.025": 0.546485,
|
|
"recall-0.05": 0.875283,
|
|
"recall-0.1": 0.941043,
|
|
"recall-0.15": 0.943311,
|
|
"recall-0.25": 0.945578,
|
|
"recall-0.5": 0.945578,
|
|
"num_labels": 441
|
|
},
|
|
"wrist_left": {
|
|
"count": 409,
|
|
"mean": 0.031872,
|
|
"median": 0.025008,
|
|
"std": 0.025963,
|
|
"sem": 0.001285,
|
|
"min": 0.003651,
|
|
"max": 0.224688,
|
|
"recall-0.025": 0.465596,
|
|
"recall-0.05": 0.811927,
|
|
"recall-0.1": 0.915138,
|
|
"recall-0.15": 0.926606,
|
|
"recall-0.25": 0.938073,
|
|
"recall-0.5": 0.938073,
|
|
"num_labels": 436
|
|
},
|
|
"wrist_right": {
|
|
"count": 418,
|
|
"mean": 0.028542,
|
|
"median": 0.022768,
|
|
"std": 0.031317,
|
|
"sem": 0.001534,
|
|
"min": 0.002616,
|
|
"max": 0.325529,
|
|
"recall-0.025": 0.517937,
|
|
"recall-0.05": 0.869955,
|
|
"recall-0.1": 0.912556,
|
|
"recall-0.15": 0.921525,
|
|
"recall-0.25": 0.932735,
|
|
"recall-0.5": 0.93722,
|
|
"num_labels": 446
|
|
},
|
|
"hip_left": {
|
|
"count": 299,
|
|
"mean": 0.097803,
|
|
"median": 0.090837,
|
|
"std": 0.032958,
|
|
"sem": 0.001909,
|
|
"min": 0.027738,
|
|
"max": 0.286907,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.015924,
|
|
"recall-0.1": 0.621019,
|
|
"recall-0.15": 0.898089,
|
|
"recall-0.25": 0.94586,
|
|
"recall-0.5": 0.952229,
|
|
"num_labels": 314
|
|
},
|
|
"hip_right": {
|
|
"count": 245,
|
|
"mean": 0.086342,
|
|
"median": 0.080503,
|
|
"std": 0.032757,
|
|
"sem": 0.002097,
|
|
"min": 0.02066,
|
|
"max": 0.325354,
|
|
"recall-0.025": 0.015385,
|
|
"recall-0.05": 0.073077,
|
|
"recall-0.1": 0.711538,
|
|
"recall-0.15": 0.911538,
|
|
"recall-0.25": 0.938462,
|
|
"recall-0.5": 0.942308,
|
|
"num_labels": 260
|
|
},
|
|
"knee_left": {
|
|
"count": 248,
|
|
"mean": 0.126789,
|
|
"median": 0.087324,
|
|
"std": 0.102242,
|
|
"sem": 0.006505,
|
|
"min": 0.009913,
|
|
"max": 0.495269,
|
|
"recall-0.025": 0.028986,
|
|
"recall-0.05": 0.152174,
|
|
"recall-0.1": 0.5,
|
|
"recall-0.15": 0.648551,
|
|
"recall-0.25": 0.786232,
|
|
"recall-0.5": 0.898551,
|
|
"num_labels": 276
|
|
},
|
|
"knee_right": {
|
|
"count": 190,
|
|
"mean": 0.114287,
|
|
"median": 0.078438,
|
|
"std": 0.101993,
|
|
"sem": 0.007419,
|
|
"min": 0.012367,
|
|
"max": 0.492478,
|
|
"recall-0.025": 0.032558,
|
|
"recall-0.05": 0.232558,
|
|
"recall-0.1": 0.548837,
|
|
"recall-0.15": 0.716279,
|
|
"recall-0.25": 0.786047,
|
|
"recall-0.5": 0.883721,
|
|
"num_labels": 215
|
|
},
|
|
"ankle_left": {
|
|
"count": 74,
|
|
"mean": 0.355432,
|
|
"median": 0.39176,
|
|
"std": 0.112462,
|
|
"sem": 0.013163,
|
|
"min": 0.035701,
|
|
"max": 0.495254,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.007576,
|
|
"recall-0.1": 0.022727,
|
|
"recall-0.15": 0.030303,
|
|
"recall-0.25": 0.106061,
|
|
"recall-0.5": 0.560606,
|
|
"num_labels": 132
|
|
},
|
|
"ankle_right": {
|
|
"count": 67,
|
|
"mean": 0.359693,
|
|
"median": 0.398169,
|
|
"std": 0.110655,
|
|
"sem": 0.013621,
|
|
"min": 0.048908,
|
|
"max": 0.488814,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.007874,
|
|
"recall-0.1": 0.015748,
|
|
"recall-0.15": 0.03937,
|
|
"recall-0.25": 0.07874,
|
|
"recall-0.5": 0.527559,
|
|
"num_labels": 127
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4457,
|
|
"recall-0.025": 0.28764,
|
|
"recall-0.05": 0.60691,
|
|
"recall-0.1": 0.79201,
|
|
"recall-0.15": 0.84878,
|
|
"recall-0.25": 0.87234,
|
|
"recall-0.5": 0.91115
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4313,
|
|
"correct_parts": 3842,
|
|
"pcp": 0.890795
|
|
}
|
|
```
|
|
|
|
### CHI3D
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0176151,
|
|
"avg_time_2d": 0.0107914,
|
|
"avg_time_3d": 0.000342561,
|
|
"fps": 89.8157
|
|
}
|
|
{
|
|
"triangulator_calls": 390,
|
|
"init_time": 9.65531e-06,
|
|
"undistort_time": 3.25815e-05,
|
|
"project_time": 4.59713e-05,
|
|
"match_time": 3.26736e-05,
|
|
"pairs_time": 2.17737e-05,
|
|
"pair_scoring_time": 7.04844e-05,
|
|
"grouping_time": 4.21208e-06,
|
|
"full_time": 6.86263e-05,
|
|
"merge_time": 1.24562e-05,
|
|
"post_time": 8.79827e-06,
|
|
"convert_time": 5.53377e-07,
|
|
"total_time": 0.000308221
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 390,
|
|
"total_labels": 780,
|
|
"total_preds": 778,
|
|
"considered_empty": 0,
|
|
"valid_preds": 778,
|
|
"invalid_preds": 0,
|
|
"missing": 2,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 0.99744,
|
|
"f1": 0.99872,
|
|
"non_empty": 778
|
|
},
|
|
"mpjpe": {
|
|
"count": 778,
|
|
"mean": 0.060651,
|
|
"median": 0.057532,
|
|
"std": 0.014366,
|
|
"sem": 0.000515,
|
|
"min": 0.043799,
|
|
"max": 0.211087,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.038462,
|
|
"recall-0.1": 0.985897,
|
|
"recall-0.15": 0.991026,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 0.002263,
|
|
"ap-0.1": 0.985456,
|
|
"ap-0.15": 0.990813,
|
|
"ap-0.25": 0.997436,
|
|
"ap-0.5": 0.997436
|
|
},
|
|
"head": {
|
|
"count": 778,
|
|
"mean": 0.039428,
|
|
"median": 0.028694,
|
|
"std": 0.047789,
|
|
"sem": 0.001714,
|
|
"min": 0.001819,
|
|
"max": 0.402359,
|
|
"recall-0.025": 0.415385,
|
|
"recall-0.05": 0.838462,
|
|
"recall-0.1": 0.95641,
|
|
"recall-0.15": 0.962821,
|
|
"recall-0.25": 0.978205,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"shoulder_left": {
|
|
"count": 778,
|
|
"mean": 0.062523,
|
|
"median": 0.064561,
|
|
"std": 0.02167,
|
|
"sem": 0.000777,
|
|
"min": 0.009196,
|
|
"max": 0.164778,
|
|
"recall-0.025": 0.017949,
|
|
"recall-0.05": 0.317949,
|
|
"recall-0.1": 0.960256,
|
|
"recall-0.15": 0.994872,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"shoulder_right": {
|
|
"count": 778,
|
|
"mean": 0.066445,
|
|
"median": 0.06496,
|
|
"std": 0.018704,
|
|
"sem": 0.000671,
|
|
"min": 0.014633,
|
|
"max": 0.158232,
|
|
"recall-0.025": 0.011538,
|
|
"recall-0.05": 0.173077,
|
|
"recall-0.1": 0.951282,
|
|
"recall-0.15": 0.996154,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"elbow_left": {
|
|
"count": 776,
|
|
"mean": 0.057087,
|
|
"median": 0.048031,
|
|
"std": 0.038097,
|
|
"sem": 0.001368,
|
|
"min": 0.016045,
|
|
"max": 0.472891,
|
|
"recall-0.025": 0.019231,
|
|
"recall-0.05": 0.547436,
|
|
"recall-0.1": 0.942308,
|
|
"recall-0.15": 0.970513,
|
|
"recall-0.25": 0.985897,
|
|
"recall-0.5": 0.994872,
|
|
"num_labels": 780
|
|
},
|
|
"elbow_right": {
|
|
"count": 778,
|
|
"mean": 0.064043,
|
|
"median": 0.062009,
|
|
"std": 0.022522,
|
|
"sem": 0.000808,
|
|
"min": 0.024925,
|
|
"max": 0.220925,
|
|
"recall-0.025": 0.001282,
|
|
"recall-0.05": 0.25641,
|
|
"recall-0.1": 0.939744,
|
|
"recall-0.15": 0.985897,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"wrist_left": {
|
|
"count": 773,
|
|
"mean": 0.050249,
|
|
"median": 0.044156,
|
|
"std": 0.039001,
|
|
"sem": 0.001404,
|
|
"min": 0.006546,
|
|
"max": 0.446204,
|
|
"recall-0.025": 0.130769,
|
|
"recall-0.05": 0.641026,
|
|
"recall-0.1": 0.94359,
|
|
"recall-0.15": 0.975641,
|
|
"recall-0.25": 0.983333,
|
|
"recall-0.5": 0.991026,
|
|
"num_labels": 780
|
|
},
|
|
"wrist_right": {
|
|
"count": 773,
|
|
"mean": 0.066871,
|
|
"median": 0.065456,
|
|
"std": 0.034398,
|
|
"sem": 0.001238,
|
|
"min": 0.017043,
|
|
"max": 0.27456,
|
|
"recall-0.025": 0.016667,
|
|
"recall-0.05": 0.321795,
|
|
"recall-0.1": 0.916667,
|
|
"recall-0.15": 0.95641,
|
|
"recall-0.25": 0.988462,
|
|
"recall-0.5": 0.991026,
|
|
"num_labels": 780
|
|
},
|
|
"hip_left": {
|
|
"count": 778,
|
|
"mean": 0.08223,
|
|
"median": 0.082017,
|
|
"std": 0.020177,
|
|
"sem": 0.000724,
|
|
"min": 0.032488,
|
|
"max": 0.141433,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.05,
|
|
"recall-0.1": 0.812821,
|
|
"recall-0.15": 0.997436,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"hip_right": {
|
|
"count": 778,
|
|
"mean": 0.105373,
|
|
"median": 0.103352,
|
|
"std": 0.018382,
|
|
"sem": 0.000659,
|
|
"min": 0.064033,
|
|
"max": 0.170785,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.426923,
|
|
"recall-0.15": 0.983333,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"knee_left": {
|
|
"count": 778,
|
|
"mean": 0.047571,
|
|
"median": 0.045944,
|
|
"std": 0.019952,
|
|
"sem": 0.000716,
|
|
"min": 0.009531,
|
|
"max": 0.19946,
|
|
"recall-0.025": 0.066667,
|
|
"recall-0.05": 0.630769,
|
|
"recall-0.1": 0.95641,
|
|
"recall-0.15": 0.992308,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"knee_right": {
|
|
"count": 778,
|
|
"mean": 0.051757,
|
|
"median": 0.049217,
|
|
"std": 0.018586,
|
|
"sem": 0.000667,
|
|
"min": 0.013105,
|
|
"max": 0.129718,
|
|
"recall-0.025": 0.038462,
|
|
"recall-0.05": 0.517949,
|
|
"recall-0.1": 0.982051,
|
|
"recall-0.15": 0.997436,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"ankle_left": {
|
|
"count": 778,
|
|
"mean": 0.050151,
|
|
"median": 0.046458,
|
|
"std": 0.019357,
|
|
"sem": 0.000694,
|
|
"min": 0.014938,
|
|
"max": 0.356985,
|
|
"recall-0.025": 0.00641,
|
|
"recall-0.05": 0.624359,
|
|
"recall-0.1": 0.980769,
|
|
"recall-0.15": 0.99359,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"ankle_right": {
|
|
"count": 778,
|
|
"mean": 0.034315,
|
|
"median": 0.03,
|
|
"std": 0.01601,
|
|
"sem": 0.000574,
|
|
"min": 0.007529,
|
|
"max": 0.174907,
|
|
"recall-0.025": 0.30641,
|
|
"recall-0.05": 0.871795,
|
|
"recall-0.1": 0.994872,
|
|
"recall-0.15": 0.996154,
|
|
"recall-0.25": 0.997436,
|
|
"recall-0.5": 0.997436,
|
|
"num_labels": 780
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 10140,
|
|
"recall-0.025": 0.0788,
|
|
"recall-0.05": 0.44527,
|
|
"recall-0.1": 0.90424,
|
|
"recall-0.15": 0.98442,
|
|
"recall-0.25": 0.9929,
|
|
"recall-0.5": 0.99625
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10920,
|
|
"correct_parts": 10732,
|
|
"pcp": 0.982784
|
|
}
|
|
```
|
|
|
|
### Tsinghua
|
|
|
|
(duration 00:01:51)
|
|
```json
|
|
{
|
|
"img_loading": 0.11519,
|
|
"avg_time_2d": 0.02242,
|
|
"avg_time_3d": 0.000709872,
|
|
"fps": 43.2342
|
|
}
|
|
{
|
|
"triangulator_calls": 210,
|
|
"init_time": 2.42084e-05,
|
|
"undistort_time": 5.73803e-05,
|
|
"project_time": 9.24543e-05,
|
|
"match_time": 2.96386e-05,
|
|
"pairs_time": 4.16679e-05,
|
|
"pair_scoring_time": 0.000142996,
|
|
"grouping_time": 1.74689e-05,
|
|
"full_time": 0.00013949,
|
|
"merge_time": 4.4468e-05,
|
|
"post_time": 1.25952e-05,
|
|
"convert_time": 7.26095e-07,
|
|
"total_time": 0.000604989
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 210,
|
|
"total_labels": 630,
|
|
"total_preds": 634,
|
|
"considered_empty": 0,
|
|
"valid_preds": 630,
|
|
"invalid_preds": 4,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.00631,
|
|
"precision": 0.99369,
|
|
"recall": 1.0,
|
|
"f1": 0.99684,
|
|
"non_empty": 634
|
|
},
|
|
"mpjpe": {
|
|
"count": 630,
|
|
"mean": 0.053698,
|
|
"median": 0.04945,
|
|
"std": 0.01781,
|
|
"sem": 0.00071,
|
|
"min": 0.03062,
|
|
"max": 0.139821,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.519048,
|
|
"recall-0.1": 0.952381,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 0.31577,
|
|
"ap-0.1": 0.92598,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 598,
|
|
"mean": 0.040135,
|
|
"median": 0.03822,
|
|
"std": 0.014776,
|
|
"sem": 0.000605,
|
|
"min": 0.012881,
|
|
"max": 0.21013,
|
|
"recall-0.025": 0.09699,
|
|
"recall-0.05": 0.807692,
|
|
"recall-0.1": 0.998328,
|
|
"recall-0.15": 0.998328,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 598
|
|
},
|
|
"shoulder_left": {
|
|
"count": 630,
|
|
"mean": 0.059991,
|
|
"median": 0.057177,
|
|
"std": 0.018216,
|
|
"sem": 0.000726,
|
|
"min": 0.021832,
|
|
"max": 0.144121,
|
|
"recall-0.025": 0.006349,
|
|
"recall-0.05": 0.312698,
|
|
"recall-0.1": 0.979365,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"shoulder_right": {
|
|
"count": 630,
|
|
"mean": 0.06166,
|
|
"median": 0.060351,
|
|
"std": 0.019913,
|
|
"sem": 0.000794,
|
|
"min": 0.016682,
|
|
"max": 0.128162,
|
|
"recall-0.025": 0.006349,
|
|
"recall-0.05": 0.330159,
|
|
"recall-0.1": 0.957143,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_left": {
|
|
"count": 630,
|
|
"mean": 0.051006,
|
|
"median": 0.048394,
|
|
"std": 0.020802,
|
|
"sem": 0.000829,
|
|
"min": 0.005516,
|
|
"max": 0.153709,
|
|
"recall-0.025": 0.063492,
|
|
"recall-0.05": 0.544444,
|
|
"recall-0.1": 0.979365,
|
|
"recall-0.15": 0.998413,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_right": {
|
|
"count": 629,
|
|
"mean": 0.053313,
|
|
"median": 0.047919,
|
|
"std": 0.030263,
|
|
"sem": 0.001208,
|
|
"min": 0.005325,
|
|
"max": 0.208545,
|
|
"recall-0.025": 0.101749,
|
|
"recall-0.05": 0.564388,
|
|
"recall-0.1": 0.930048,
|
|
"recall-0.15": 0.976153,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"wrist_left": {
|
|
"count": 630,
|
|
"mean": 0.047654,
|
|
"median": 0.041634,
|
|
"std": 0.028172,
|
|
"sem": 0.001123,
|
|
"min": 0.003765,
|
|
"max": 0.360162,
|
|
"recall-0.025": 0.146032,
|
|
"recall-0.05": 0.652381,
|
|
"recall-0.1": 0.95873,
|
|
"recall-0.15": 0.993651,
|
|
"recall-0.25": 0.998413,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"wrist_right": {
|
|
"count": 625,
|
|
"mean": 0.054221,
|
|
"median": 0.049054,
|
|
"std": 0.026883,
|
|
"sem": 0.001076,
|
|
"min": 0.005147,
|
|
"max": 0.223562,
|
|
"recall-0.025": 0.0688,
|
|
"recall-0.05": 0.5136,
|
|
"recall-0.1": 0.9456,
|
|
"recall-0.15": 0.992,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 625
|
|
},
|
|
"hip_left": {
|
|
"count": 630,
|
|
"mean": 0.052683,
|
|
"median": 0.049983,
|
|
"std": 0.020903,
|
|
"sem": 0.000833,
|
|
"min": 0.00343,
|
|
"max": 0.144946,
|
|
"recall-0.025": 0.066667,
|
|
"recall-0.05": 0.5,
|
|
"recall-0.1": 0.974603,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"hip_right": {
|
|
"count": 629,
|
|
"mean": 0.051956,
|
|
"median": 0.050087,
|
|
"std": 0.023673,
|
|
"sem": 0.000945,
|
|
"min": 0.008959,
|
|
"max": 0.129697,
|
|
"recall-0.025": 0.127186,
|
|
"recall-0.05": 0.499205,
|
|
"recall-0.1": 0.957075,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"knee_left": {
|
|
"count": 628,
|
|
"mean": 0.048094,
|
|
"median": 0.036112,
|
|
"std": 0.046362,
|
|
"sem": 0.001852,
|
|
"min": 0.007866,
|
|
"max": 0.36904,
|
|
"recall-0.025": 0.221338,
|
|
"recall-0.05": 0.699045,
|
|
"recall-0.1": 0.944268,
|
|
"recall-0.15": 0.964968,
|
|
"recall-0.25": 0.984076,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 628
|
|
},
|
|
"knee_right": {
|
|
"count": 629,
|
|
"mean": 0.054593,
|
|
"median": 0.037599,
|
|
"std": 0.072283,
|
|
"sem": 0.002884,
|
|
"min": 0.003544,
|
|
"max": 0.495805,
|
|
"recall-0.025": 0.220986,
|
|
"recall-0.05": 0.717011,
|
|
"recall-0.1": 0.941176,
|
|
"recall-0.15": 0.952305,
|
|
"recall-0.25": 0.955485,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"ankle_left": {
|
|
"count": 619,
|
|
"mean": 0.057614,
|
|
"median": 0.042801,
|
|
"std": 0.071283,
|
|
"sem": 0.002867,
|
|
"min": 0.007807,
|
|
"max": 0.498982,
|
|
"recall-0.025": 0.098546,
|
|
"recall-0.05": 0.670436,
|
|
"recall-0.1": 0.954766,
|
|
"recall-0.15": 0.959612,
|
|
"recall-0.25": 0.966074,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 619
|
|
},
|
|
"ankle_right": {
|
|
"count": 602,
|
|
"mean": 0.047174,
|
|
"median": 0.041296,
|
|
"std": 0.044696,
|
|
"sem": 0.001823,
|
|
"min": 0.004454,
|
|
"max": 0.45417,
|
|
"recall-0.025": 0.167203,
|
|
"recall-0.05": 0.680064,
|
|
"recall-0.1": 0.940514,
|
|
"recall-0.15": 0.951768,
|
|
"recall-0.25": 0.954984,
|
|
"recall-0.5": 0.967846,
|
|
"num_labels": 622
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 8129,
|
|
"recall-0.025": 0.10641,
|
|
"recall-0.05": 0.57412,
|
|
"recall-0.1": 0.95768,
|
|
"recall-0.15": 0.98315,
|
|
"recall-0.25": 0.98893,
|
|
"recall-0.5": 0.99754
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 8725,
|
|
"correct_parts": 8594,
|
|
"pcp": 0.984986
|
|
}
|
|
```
|
|
|
|
### H3WB
|
|
|
|
##### default joints
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.025214,
|
|
"avg_time_2d": 0.00950811,
|
|
"avg_time_3d": 0.00021913,
|
|
"fps": 102.804
|
|
}
|
|
{
|
|
"triangulator_calls": 200,
|
|
"init_time": 5.99025e-06,
|
|
"undistort_time": 2.27649e-05,
|
|
"project_time": 1.12445e-07,
|
|
"match_time": 1.9545e-08,
|
|
"pairs_time": 2.72147e-05,
|
|
"pair_scoring_time": 6.61373e-05,
|
|
"grouping_time": 2.08321e-06,
|
|
"full_time": 5.10526e-05,
|
|
"merge_time": 9.94497e-06,
|
|
"post_time": 6.72841e-06,
|
|
"convert_time": 3.18425e-07,
|
|
"total_time": 0.000192693
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 200,
|
|
"total_labels": 200,
|
|
"total_preds": 200,
|
|
"considered_empty": 0,
|
|
"valid_preds": 200,
|
|
"invalid_preds": 0,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0,
|
|
"non_empty": 200
|
|
},
|
|
"mpjpe": {
|
|
"count": 200,
|
|
"mean": 0.023445,
|
|
"median": 0.021441,
|
|
"std": 0.010275,
|
|
"sem": 0.000728,
|
|
"min": 0.011617,
|
|
"max": 0.094957,
|
|
"recall-0.025": 0.68,
|
|
"recall-0.05": 0.985,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200,
|
|
"ap-0.025": 0.596354,
|
|
"ap-0.05": 0.984233,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.038215,
|
|
"median": 0.030569,
|
|
"std": 0.029657,
|
|
"sem": 0.002102,
|
|
"min": 0.004055,
|
|
"max": 0.237489,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.78,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.018323,
|
|
"median": 0.015874,
|
|
"std": 0.010933,
|
|
"sem": 0.000775,
|
|
"min": 0.003173,
|
|
"max": 0.070729,
|
|
"recall-0.025": 0.805,
|
|
"recall-0.05": 0.98,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_right": {
|
|
"count": 200,
|
|
"mean": 0.022312,
|
|
"median": 0.019204,
|
|
"std": 0.012155,
|
|
"sem": 0.000862,
|
|
"min": 0.004463,
|
|
"max": 0.079935,
|
|
"recall-0.025": 0.645,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_left": {
|
|
"count": 200,
|
|
"mean": 0.015962,
|
|
"median": 0.012786,
|
|
"std": 0.012382,
|
|
"sem": 0.000878,
|
|
"min": 0.002178,
|
|
"max": 0.092262,
|
|
"recall-0.025": 0.84,
|
|
"recall-0.05": 0.98,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_right": {
|
|
"count": 200,
|
|
"mean": 0.021567,
|
|
"median": 0.014333,
|
|
"std": 0.021074,
|
|
"sem": 0.001494,
|
|
"min": 0.001858,
|
|
"max": 0.128984,
|
|
"recall-0.025": 0.735,
|
|
"recall-0.05": 0.92,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_left": {
|
|
"count": 200,
|
|
"mean": 0.025478,
|
|
"median": 0.018494,
|
|
"std": 0.030458,
|
|
"sem": 0.002159,
|
|
"min": 0.002119,
|
|
"max": 0.286108,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.905,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_right": {
|
|
"count": 200,
|
|
"mean": 0.029248,
|
|
"median": 0.022354,
|
|
"std": 0.023042,
|
|
"sem": 0.001633,
|
|
"min": 0.001256,
|
|
"max": 0.120296,
|
|
"recall-0.025": 0.53,
|
|
"recall-0.05": 0.85,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.030966,
|
|
"median": 0.0289,
|
|
"std": 0.016515,
|
|
"sem": 0.001171,
|
|
"min": 0.003493,
|
|
"max": 0.101114,
|
|
"recall-0.025": 0.42,
|
|
"recall-0.05": 0.89,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_right": {
|
|
"count": 200,
|
|
"mean": 0.030186,
|
|
"median": 0.027708,
|
|
"std": 0.013954,
|
|
"sem": 0.000989,
|
|
"min": 0.002976,
|
|
"max": 0.079377,
|
|
"recall-0.025": 0.42,
|
|
"recall-0.05": 0.9,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_left": {
|
|
"count": 200,
|
|
"mean": 0.019946,
|
|
"median": 0.013819,
|
|
"std": 0.027137,
|
|
"sem": 0.001924,
|
|
"min": 0.002067,
|
|
"max": 0.328088,
|
|
"recall-0.025": 0.79,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_right": {
|
|
"count": 200,
|
|
"mean": 0.018247,
|
|
"median": 0.013514,
|
|
"std": 0.031416,
|
|
"sem": 0.002227,
|
|
"min": 0.001276,
|
|
"max": 0.430823,
|
|
"recall-0.025": 0.855,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_left": {
|
|
"count": 200,
|
|
"mean": 0.015601,
|
|
"median": 0.010529,
|
|
"std": 0.026079,
|
|
"sem": 0.001849,
|
|
"min": 0.002532,
|
|
"max": 0.330812,
|
|
"recall-0.025": 0.905,
|
|
"recall-0.05": 0.97,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_right": {
|
|
"count": 199,
|
|
"mean": 0.016234,
|
|
"median": 0.010562,
|
|
"std": 0.028279,
|
|
"sem": 0.00201,
|
|
"min": 0.000574,
|
|
"max": 0.348576,
|
|
"recall-0.025": 0.88,
|
|
"recall-0.05": 0.96,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 2600,
|
|
"recall-0.025": 0.68538,
|
|
"recall-0.05": 0.92538,
|
|
"recall-0.1": 0.99077,
|
|
"recall-0.15": 0.99692,
|
|
"recall-0.25": 0.99769,
|
|
"recall-0.5": 0.99962
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2794,
|
|
"pcp": 0.997857
|
|
}
|
|
```
|
|
|
|
##### whole-body
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0255148,
|
|
"avg_time_2d": 0.0204476,
|
|
"avg_time_3d": 0.000515689,
|
|
"fps": 47.7024
|
|
}
|
|
{
|
|
"triangulator_calls": 200,
|
|
"init_time": 6.84512e-06,
|
|
"undistort_time": 7.61709e-05,
|
|
"project_time": 9.2115e-08,
|
|
"match_time": 2.27e-08,
|
|
"pairs_time": 9.36457e-05,
|
|
"pair_scoring_time": 5.65214e-05,
|
|
"grouping_time": 2.41244e-06,
|
|
"full_time": 0.000188336,
|
|
"merge_time": 2.92458e-05,
|
|
"post_time": 2.04609e-05,
|
|
"convert_time": 2.40201e-06,
|
|
"total_time": 0.000476562
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 200,
|
|
"total_labels": 200,
|
|
"total_preds": 200,
|
|
"considered_empty": 0,
|
|
"valid_preds": 200,
|
|
"invalid_preds": 0,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0,
|
|
"non_empty": 200
|
|
},
|
|
"mpjpe": {
|
|
"count": 200,
|
|
"mean": 0.046133,
|
|
"median": 0.041224,
|
|
"std": 0.017652,
|
|
"sem": 0.001251,
|
|
"min": 0.020419,
|
|
"max": 0.107285,
|
|
"recall-0.025": 0.025,
|
|
"recall-0.05": 0.675,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200,
|
|
"ap-0.025": 0.007853,
|
|
"ap-0.05": 0.598471,
|
|
"ap-0.1": 0.980717,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.047615,
|
|
"median": 0.03991,
|
|
"std": 0.032391,
|
|
"sem": 0.002296,
|
|
"min": 0.004022,
|
|
"max": 0.161321,
|
|
"recall-0.025": 0.3,
|
|
"recall-0.05": 0.625,
|
|
"recall-0.1": 0.895,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_left": {
|
|
"count": 200,
|
|
"mean": 0.04553,
|
|
"median": 0.035821,
|
|
"std": 0.034311,
|
|
"sem": 0.002432,
|
|
"min": 0.008404,
|
|
"max": 0.292547,
|
|
"recall-0.025": 0.325,
|
|
"recall-0.05": 0.65,
|
|
"recall-0.1": 0.935,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_right": {
|
|
"count": 200,
|
|
"mean": 0.054182,
|
|
"median": 0.045795,
|
|
"std": 0.034428,
|
|
"sem": 0.002441,
|
|
"min": 0.004909,
|
|
"max": 0.191344,
|
|
"recall-0.025": 0.195,
|
|
"recall-0.05": 0.545,
|
|
"recall-0.1": 0.89,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_left": {
|
|
"count": 200,
|
|
"mean": 0.03385,
|
|
"median": 0.024908,
|
|
"std": 0.028261,
|
|
"sem": 0.002003,
|
|
"min": 0.003213,
|
|
"max": 0.16381,
|
|
"recall-0.025": 0.505,
|
|
"recall-0.05": 0.82,
|
|
"recall-0.1": 0.96,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_right": {
|
|
"count": 200,
|
|
"mean": 0.04372,
|
|
"median": 0.038645,
|
|
"std": 0.027982,
|
|
"sem": 0.001984,
|
|
"min": 0.003292,
|
|
"max": 0.129341,
|
|
"recall-0.025": 0.31,
|
|
"recall-0.05": 0.655,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.022188,
|
|
"median": 0.019356,
|
|
"std": 0.014323,
|
|
"sem": 0.001015,
|
|
"min": 0.003854,
|
|
"max": 0.118412,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.95,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_right": {
|
|
"count": 200,
|
|
"mean": 0.025499,
|
|
"median": 0.022162,
|
|
"std": 0.014883,
|
|
"sem": 0.001055,
|
|
"min": 0.002433,
|
|
"max": 0.074438,
|
|
"recall-0.025": 0.595,
|
|
"recall-0.05": 0.91,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_left": {
|
|
"count": 200,
|
|
"mean": 0.020772,
|
|
"median": 0.015498,
|
|
"std": 0.023659,
|
|
"sem": 0.001677,
|
|
"min": 0.000668,
|
|
"max": 0.229304,
|
|
"recall-0.025": 0.755,
|
|
"recall-0.05": 0.955,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_right": {
|
|
"count": 200,
|
|
"mean": 0.026397,
|
|
"median": 0.017982,
|
|
"std": 0.026366,
|
|
"sem": 0.001869,
|
|
"min": 0.000835,
|
|
"max": 0.20689,
|
|
"recall-0.025": 0.655,
|
|
"recall-0.05": 0.875,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_left": {
|
|
"count": 199,
|
|
"mean": 0.026965,
|
|
"median": 0.01956,
|
|
"std": 0.025444,
|
|
"sem": 0.001808,
|
|
"min": 0.002524,
|
|
"max": 0.225747,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.875,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_right": {
|
|
"count": 198,
|
|
"mean": 0.037082,
|
|
"median": 0.024229,
|
|
"std": 0.041298,
|
|
"sem": 0.002942,
|
|
"min": 0.003805,
|
|
"max": 0.374919,
|
|
"recall-0.025": 0.51,
|
|
"recall-0.05": 0.815,
|
|
"recall-0.1": 0.93,
|
|
"recall-0.15": 0.96,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 0.99,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.031009,
|
|
"median": 0.027273,
|
|
"std": 0.018554,
|
|
"sem": 0.001315,
|
|
"min": 0.003626,
|
|
"max": 0.152393,
|
|
"recall-0.025": 0.425,
|
|
"recall-0.05": 0.875,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_right": {
|
|
"count": 200,
|
|
"mean": 0.030215,
|
|
"median": 0.025196,
|
|
"std": 0.019969,
|
|
"sem": 0.001416,
|
|
"min": 0.002204,
|
|
"max": 0.185035,
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|
"min": 0.0028,
|
|
"max": 0.487009,
|
|
"recall-0.025": 0.355,
|
|
"recall-0.05": 0.655,
|
|
"recall-0.1": 0.845,
|
|
"recall-0.15": 0.9,
|
|
"recall-0.25": 0.97,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"hip_middle": {
|
|
"count": 200,
|
|
"mean": 0.02828,
|
|
"median": 0.024565,
|
|
"std": 0.016676,
|
|
"sem": 0.001182,
|
|
"min": 0.001469,
|
|
"max": 0.129168,
|
|
"recall-0.025": 0.51,
|
|
"recall-0.05": 0.915,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_middle": {
|
|
"count": 200,
|
|
"mean": 0.019011,
|
|
"median": 0.016712,
|
|
"std": 0.010186,
|
|
"sem": 0.000722,
|
|
"min": 0.001245,
|
|
"max": 0.051282,
|
|
"recall-0.025": 0.73,
|
|
"recall-0.05": 0.995,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"head": {
|
|
"count": 200,
|
|
"mean": 0.034609,
|
|
"median": 0.030755,
|
|
"std": 0.02119,
|
|
"sem": 0.001502,
|
|
"min": 0.006602,
|
|
"max": 0.139126,
|
|
"recall-0.025": 0.405,
|
|
"recall-0.05": 0.81,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"body_errors": {
|
|
"body": {
|
|
"count": 5193,
|
|
"mean": 0.030309,
|
|
"median": 0.023375,
|
|
"std": 0.028022,
|
|
"sem": 0.001988,
|
|
"min": 0.003005,
|
|
"max": 0.232333,
|
|
"num_labels": 5200
|
|
},
|
|
"face": {
|
|
"count": 13597,
|
|
"mean": 0.048297,
|
|
"median": 0.040124,
|
|
"std": 0.032094,
|
|
"sem": 0.002275,
|
|
"min": 0.00533,
|
|
"max": 0.221487,
|
|
"num_labels": 13600
|
|
},
|
|
"hand": {
|
|
"count": 8379,
|
|
"mean": 0.05042,
|
|
"median": 0.027782,
|
|
"std": 0.063705,
|
|
"sem": 0.004521,
|
|
"min": 0.002514,
|
|
"max": 0.396855,
|
|
"num_labels": 8400
|
|
}
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 27200,
|
|
"recall-0.025": 0.39956,
|
|
"recall-0.05": 0.70419,
|
|
"recall-0.1": 0.91092,
|
|
"recall-0.15": 0.96353,
|
|
"recall-0.25": 0.98897,
|
|
"recall-0.5": 0.99886
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2784,
|
|
"pcp": 0.994286
|
|
}
|
|
```
|
|
|
|
### EgoHumans
|
|
|
|
##### tagging
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.355583,
|
|
"avg_time_2d": 0.0431233,
|
|
"avg_time_3d": 0.00106838,
|
|
"fps": 22.6287
|
|
}
|
|
{
|
|
"triangulator_calls": 100,
|
|
"init_time": 2.21636e-05,
|
|
"undistort_time": 4.62624e-05,
|
|
"project_time": 4.56636e-05,
|
|
"match_time": 3.95647e-05,
|
|
"pairs_time": 0.000173316,
|
|
"pair_scoring_time": 0.000243472,
|
|
"grouping_time": 3.82703e-05,
|
|
"full_time": 0.000201829,
|
|
"merge_time": 3.09686e-05,
|
|
"post_time": 1.53646e-05,
|
|
"convert_time": 8.2274e-07,
|
|
"total_time": 0.00085806
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 100,
|
|
"total_labels": 400,
|
|
"total_preds": 393,
|
|
"considered_empty": 0,
|
|
"valid_preds": 370,
|
|
"invalid_preds": 23,
|
|
"missing": 30,
|
|
"invalid_fraction": 0.05852,
|
|
"precision": 0.94148,
|
|
"recall": 0.925,
|
|
"f1": 0.93317,
|
|
"non_empty": 393
|
|
},
|
|
"mpjpe": {
|
|
"count": 370,
|
|
"mean": 0.042438,
|
|
"median": 0.031612,
|
|
"std": 0.039126,
|
|
"sem": 0.002037,
|
|
"min": 0.014962,
|
|
"max": 0.49254,
|
|
"recall-0.025": 0.2175,
|
|
"recall-0.05": 0.755,
|
|
"recall-0.1": 0.88,
|
|
"recall-0.15": 0.9,
|
|
"recall-0.25": 0.9175,
|
|
"recall-0.5": 0.925,
|
|
"num_labels": 400,
|
|
"ap-0.025": 0.056819,
|
|
"ap-0.05": 0.676715,
|
|
"ap-0.1": 0.871933,
|
|
"ap-0.15": 0.897152,
|
|
"ap-0.25": 0.915347,
|
|
"ap-0.5": 0.92475
|
|
},
|
|
"head": {
|
|
"count": 370,
|
|
"mean": 0.044545,
|
|
"median": 0.038124,
|
|
"std": 0.031047,
|
|
"sem": 0.001616,
|
|
"min": 0.004023,
|
|
"max": 0.286921,
|
|
"recall-0.025": 0.215,
|
|
"recall-0.05": 0.6275,
|
|
"recall-0.1": 0.8875,
|
|
"recall-0.15": 0.9175,
|
|
"recall-0.25": 0.9175,
|
|
"recall-0.5": 0.925,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_left": {
|
|
"count": 368,
|
|
"mean": 0.038865,
|
|
"median": 0.030624,
|
|
"std": 0.034459,
|
|
"sem": 0.001799,
|
|
"min": 0.00277,
|
|
"max": 0.445437,
|
|
"recall-0.025": 0.3075,
|
|
"recall-0.05": 0.71,
|
|
"recall-0.1": 0.8975,
|
|
"recall-0.15": 0.915,
|
|
"recall-0.25": 0.915,
|
|
"recall-0.5": 0.92,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_right": {
|
|
"count": 369,
|
|
"mean": 0.03825,
|
|
"median": 0.032252,
|
|
"std": 0.029588,
|
|
"sem": 0.001542,
|
|
"min": 0.004122,
|
|
"max": 0.353912,
|
|
"recall-0.025": 0.2875,
|
|
"recall-0.05": 0.7375,
|
|
"recall-0.1": 0.9,
|
|
"recall-0.15": 0.9125,
|
|
"recall-0.25": 0.92,
|
|
"recall-0.5": 0.9225,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_left": {
|
|
"count": 370,
|
|
"mean": 0.03125,
|
|
"median": 0.024831,
|
|
"std": 0.031948,
|
|
"sem": 0.001663,
|
|
"min": 0.002788,
|
|
"max": 0.368758,
|
|
"recall-0.025": 0.47,
|
|
"recall-0.05": 0.8375,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.9175,
|
|
"recall-0.25": 0.9175,
|
|
"recall-0.5": 0.925,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_right": {
|
|
"count": 369,
|
|
"mean": 0.038554,
|
|
"median": 0.029894,
|
|
"std": 0.034739,
|
|
"sem": 0.001811,
|
|
"min": 0.002324,
|
|
"max": 0.368977,
|
|
"recall-0.025": 0.305,
|
|
"recall-0.05": 0.75,
|
|
"recall-0.1": 0.8925,
|
|
"recall-0.15": 0.91,
|
|
"recall-0.25": 0.9175,
|
|
"recall-0.5": 0.9225,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_left": {
|
|
"count": 370,
|
|
"mean": 0.035456,
|
|
"median": 0.025901,
|
|
"std": 0.037677,
|
|
"sem": 0.001961,
|
|
"min": 0.001687,
|
|
"max": 0.412203,
|
|
"recall-0.025": 0.4475,
|
|
"recall-0.05": 0.7775,
|
|
"recall-0.1": 0.8825,
|
|
"recall-0.15": 0.915,
|
|
"recall-0.25": 0.9175,
|
|
"recall-0.5": 0.925,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_right": {
|
|
"count": 368,
|
|
"mean": 0.035817,
|
|
"median": 0.023534,
|
|
"std": 0.038799,
|
|
"sem": 0.002025,
|
|
"min": 0.002255,
|
|
"max": 0.260962,
|
|
"recall-0.025": 0.485,
|
|
"recall-0.05": 0.745,
|
|
"recall-0.1": 0.8725,
|
|
"recall-0.15": 0.895,
|
|
"recall-0.25": 0.915,
|
|
"recall-0.5": 0.92,
|
|
"num_labels": 400
|
|
},
|
|
"hip_left": {
|
|
"count": 369,
|
|
"mean": 0.04646,
|
|
"median": 0.036555,
|
|
"std": 0.030832,
|
|
"sem": 0.001607,
|
|
"min": 0.006975,
|
|
"max": 0.155772,
|
|
"recall-0.025": 0.235,
|
|
"recall-0.05": 0.645,
|
|
"recall-0.1": 0.8475,
|
|
"recall-0.15": 0.92,
|
|
"recall-0.25": 0.9225,
|
|
"recall-0.5": 0.9225,
|
|
"num_labels": 400
|
|
},
|
|
"hip_right": {
|
|
"count": 370,
|
|
"mean": 0.047258,
|
|
"median": 0.035853,
|
|
"std": 0.036388,
|
|
"sem": 0.001894,
|
|
"min": 0.003514,
|
|
"max": 0.266345,
|
|
"recall-0.025": 0.2525,
|
|
"recall-0.05": 0.63,
|
|
"recall-0.1": 0.8425,
|
|
"recall-0.15": 0.9,
|
|
"recall-0.25": 0.9225,
|
|
"recall-0.5": 0.925,
|
|
"num_labels": 400
|
|
},
|
|
"knee_left": {
|
|
"count": 369,
|
|
"mean": 0.029597,
|
|
"median": 0.024917,
|
|
"std": 0.02249,
|
|
"sem": 0.001172,
|
|
"min": 0.002108,
|
|
"max": 0.205872,
|
|
"recall-0.025": 0.47,
|
|
"recall-0.05": 0.8275,
|
|
"recall-0.1": 0.9025,
|
|
"recall-0.15": 0.92,
|
|
"recall-0.25": 0.9225,
|
|
"recall-0.5": 0.9225,
|
|
"num_labels": 400
|
|
},
|
|
"knee_right": {
|
|
"count": 366,
|
|
"mean": 0.036708,
|
|
"median": 0.024508,
|
|
"std": 0.057091,
|
|
"sem": 0.002988,
|
|
"min": 0.001842,
|
|
"max": 0.472539,
|
|
"recall-0.025": 0.47,
|
|
"recall-0.05": 0.8025,
|
|
"recall-0.1": 0.8825,
|
|
"recall-0.15": 0.8875,
|
|
"recall-0.25": 0.895,
|
|
"recall-0.5": 0.915,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_left": {
|
|
"count": 366,
|
|
"mean": 0.0349,
|
|
"median": 0.025176,
|
|
"std": 0.042419,
|
|
"sem": 0.00222,
|
|
"min": 0.002689,
|
|
"max": 0.470663,
|
|
"recall-0.025": 0.4475,
|
|
"recall-0.05": 0.76,
|
|
"recall-0.1": 0.885,
|
|
"recall-0.15": 0.9,
|
|
"recall-0.25": 0.9075,
|
|
"recall-0.5": 0.915,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_right": {
|
|
"count": 359,
|
|
"mean": 0.047054,
|
|
"median": 0.030009,
|
|
"std": 0.054907,
|
|
"sem": 0.002902,
|
|
"min": 0.001879,
|
|
"max": 0.459014,
|
|
"recall-0.025": 0.38,
|
|
"recall-0.05": 0.645,
|
|
"recall-0.1": 0.8075,
|
|
"recall-0.15": 0.855,
|
|
"recall-0.25": 0.8875,
|
|
"recall-0.5": 0.8975,
|
|
"num_labels": 400
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 5200,
|
|
"recall-0.025": 0.36692,
|
|
"recall-0.05": 0.73019,
|
|
"recall-0.1": 0.87731,
|
|
"recall-0.15": 0.905,
|
|
"recall-0.25": 0.91365,
|
|
"recall-0.5": 0.91981
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5600,
|
|
"correct_parts": 5082,
|
|
"pcp": 0.9075
|
|
}
|
|
```
|
|
|
|
##### legoassemble
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.293628,
|
|
"avg_time_2d": 0.0380729,
|
|
"avg_time_3d": 0.000898847,
|
|
"fps": 25.6596
|
|
}
|
|
{
|
|
"triangulator_calls": 121,
|
|
"init_time": 2.42897e-05,
|
|
"undistort_time": 5.64534e-05,
|
|
"project_time": 0.000120743,
|
|
"match_time": 0.000135888,
|
|
"pairs_time": 5.88344e-05,
|
|
"pair_scoring_time": 0.000147605,
|
|
"grouping_time": 2.41091e-05,
|
|
"full_time": 0.000151072,
|
|
"merge_time": 2.15298e-05,
|
|
"post_time": 1.11736e-05,
|
|
"convert_time": 6.82818e-07,
|
|
"total_time": 0.000752725
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 121,
|
|
"total_labels": 363,
|
|
"total_preds": 363,
|
|
"considered_empty": 0,
|
|
"valid_preds": 363,
|
|
"invalid_preds": 0,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0,
|
|
"non_empty": 363
|
|
},
|
|
"mpjpe": {
|
|
"count": 363,
|
|
"mean": 0.025864,
|
|
"median": 0.02509,
|
|
"std": 0.007202,
|
|
"sem": 0.000379,
|
|
"min": 0.011333,
|
|
"max": 0.052262,
|
|
"recall-0.025": 0.493113,
|
|
"recall-0.05": 0.99449,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363,
|
|
"ap-0.025": 0.268705,
|
|
"ap-0.05": 0.992945,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 363,
|
|
"mean": 0.028351,
|
|
"median": 0.023002,
|
|
"std": 0.017745,
|
|
"sem": 0.000933,
|
|
"min": 0.00109,
|
|
"max": 0.102428,
|
|
"recall-0.025": 0.5427,
|
|
"recall-0.05": 0.881543,
|
|
"recall-0.1": 0.997245,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"shoulder_left": {
|
|
"count": 363,
|
|
"mean": 0.026974,
|
|
"median": 0.021616,
|
|
"std": 0.020645,
|
|
"sem": 0.001085,
|
|
"min": 0.002899,
|
|
"max": 0.151257,
|
|
"recall-0.025": 0.589532,
|
|
"recall-0.05": 0.903581,
|
|
"recall-0.1": 0.977961,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"shoulder_right": {
|
|
"count": 363,
|
|
"mean": 0.023831,
|
|
"median": 0.021961,
|
|
"std": 0.013148,
|
|
"sem": 0.000691,
|
|
"min": 0.003682,
|
|
"max": 0.101851,
|
|
"recall-0.025": 0.595041,
|
|
"recall-0.05": 0.950413,
|
|
"recall-0.1": 0.997245,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"elbow_left": {
|
|
"count": 363,
|
|
"mean": 0.0224,
|
|
"median": 0.019642,
|
|
"std": 0.014942,
|
|
"sem": 0.000785,
|
|
"min": 0.001441,
|
|
"max": 0.194618,
|
|
"recall-0.025": 0.699725,
|
|
"recall-0.05": 0.961433,
|
|
"recall-0.1": 0.997245,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"elbow_right": {
|
|
"count": 363,
|
|
"mean": 0.018485,
|
|
"median": 0.016646,
|
|
"std": 0.010183,
|
|
"sem": 0.000535,
|
|
"min": 0.002367,
|
|
"max": 0.089237,
|
|
"recall-0.025": 0.807163,
|
|
"recall-0.05": 0.991736,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"wrist_left": {
|
|
"count": 363,
|
|
"mean": 0.023291,
|
|
"median": 0.018483,
|
|
"std": 0.018228,
|
|
"sem": 0.000958,
|
|
"min": 0.00279,
|
|
"max": 0.199397,
|
|
"recall-0.025": 0.683196,
|
|
"recall-0.05": 0.933884,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"wrist_right": {
|
|
"count": 363,
|
|
"mean": 0.019961,
|
|
"median": 0.017651,
|
|
"std": 0.011933,
|
|
"sem": 0.000627,
|
|
"min": 0.002333,
|
|
"max": 0.082633,
|
|
"recall-0.025": 0.754821,
|
|
"recall-0.05": 0.969697,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"hip_left": {
|
|
"count": 363,
|
|
"mean": 0.0315,
|
|
"median": 0.026541,
|
|
"std": 0.01735,
|
|
"sem": 0.000912,
|
|
"min": 0.00582,
|
|
"max": 0.117111,
|
|
"recall-0.025": 0.429752,
|
|
"recall-0.05": 0.848485,
|
|
"recall-0.1": 0.997245,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"hip_right": {
|
|
"count": 363,
|
|
"mean": 0.031656,
|
|
"median": 0.028944,
|
|
"std": 0.016818,
|
|
"sem": 0.000884,
|
|
"min": 0.003451,
|
|
"max": 0.127087,
|
|
"recall-0.025": 0.37741,
|
|
"recall-0.05": 0.889807,
|
|
"recall-0.1": 0.99449,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_left": {
|
|
"count": 363,
|
|
"mean": 0.028395,
|
|
"median": 0.02077,
|
|
"std": 0.023317,
|
|
"sem": 0.001226,
|
|
"min": 0.001686,
|
|
"max": 0.127237,
|
|
"recall-0.025": 0.625344,
|
|
"recall-0.05": 0.853994,
|
|
"recall-0.1": 0.983471,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_right": {
|
|
"count": 363,
|
|
"mean": 0.023883,
|
|
"median": 0.02069,
|
|
"std": 0.013489,
|
|
"sem": 0.000709,
|
|
"min": 0.001969,
|
|
"max": 0.067332,
|
|
"recall-0.025": 0.600551,
|
|
"recall-0.05": 0.942149,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"ankle_left": {
|
|
"count": 363,
|
|
"mean": 0.028256,
|
|
"median": 0.021862,
|
|
"std": 0.022419,
|
|
"sem": 0.001178,
|
|
"min": 0.002656,
|
|
"max": 0.178927,
|
|
"recall-0.025": 0.570248,
|
|
"recall-0.05": 0.892562,
|
|
"recall-0.1": 0.983471,
|
|
"recall-0.15": 0.99449,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"ankle_right": {
|
|
"count": 363,
|
|
"mean": 0.029243,
|
|
"median": 0.022264,
|
|
"std": 0.027264,
|
|
"sem": 0.001433,
|
|
"min": 0.002649,
|
|
"max": 0.263543,
|
|
"recall-0.025": 0.581267,
|
|
"recall-0.05": 0.867769,
|
|
"recall-0.1": 0.966942,
|
|
"recall-0.15": 0.99449,
|
|
"recall-0.25": 0.997245,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4719,
|
|
"recall-0.025": 0.60331,
|
|
"recall-0.05": 0.91333,
|
|
"recall-0.1": 0.9894,
|
|
"recall-0.15": 0.99746,
|
|
"recall-0.25": 0.99958,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5082,
|
|
"correct_parts": 5081,
|
|
"pcp": 0.999803
|
|
}
|
|
```
|
|
|
|
##### fencing
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.304093,
|
|
"avg_time_2d": 0.0439509,
|
|
"avg_time_3d": 0.000983305,
|
|
"fps": 22.2548
|
|
}
|
|
{
|
|
"triangulator_calls": 166,
|
|
"init_time": 2.7709e-05,
|
|
"undistort_time": 3.99917e-05,
|
|
"project_time": 4.34658e-05,
|
|
"match_time": 3.80508e-05,
|
|
"pairs_time": 9.65424e-05,
|
|
"pair_scoring_time": 0.000225816,
|
|
"grouping_time": 4.48306e-05,
|
|
"full_time": 0.000228385,
|
|
"merge_time": 5.36043e-05,
|
|
"post_time": 1.48171e-05,
|
|
"convert_time": 8.45705e-07,
|
|
"total_time": 0.000814405
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 166,
|
|
"total_labels": 332,
|
|
"total_preds": 663,
|
|
"considered_empty": 0,
|
|
"valid_preds": 332,
|
|
"invalid_preds": 331,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.49925,
|
|
"precision": 0.50075,
|
|
"recall": 1.0,
|
|
"f1": 0.66734,
|
|
"non_empty": 663
|
|
},
|
|
"mpjpe": {
|
|
"count": 332,
|
|
"mean": 0.024427,
|
|
"median": 0.021317,
|
|
"std": 0.008584,
|
|
"sem": 0.000472,
|
|
"min": 0.010538,
|
|
"max": 0.054499,
|
|
"recall-0.025": 0.635542,
|
|
"recall-0.05": 0.98494,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332,
|
|
"ap-0.025": 0.346267,
|
|
"ap-0.05": 0.631123,
|
|
"ap-0.1": 0.658305,
|
|
"ap-0.15": 0.658305,
|
|
"ap-0.25": 0.658305,
|
|
"ap-0.5": 0.658305
|
|
},
|
|
"head": {
|
|
"count": 332,
|
|
"mean": 0.040337,
|
|
"median": 0.040163,
|
|
"std": 0.020304,
|
|
"sem": 0.001116,
|
|
"min": 0.003075,
|
|
"max": 0.111875,
|
|
"recall-0.025": 0.286145,
|
|
"recall-0.05": 0.671687,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"shoulder_left": {
|
|
"count": 332,
|
|
"mean": 0.023775,
|
|
"median": 0.020362,
|
|
"std": 0.013396,
|
|
"sem": 0.000736,
|
|
"min": 0.000947,
|
|
"max": 0.084835,
|
|
"recall-0.025": 0.683735,
|
|
"recall-0.05": 0.948795,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"shoulder_right": {
|
|
"count": 332,
|
|
"mean": 0.028408,
|
|
"median": 0.020236,
|
|
"std": 0.022924,
|
|
"sem": 0.00126,
|
|
"min": 0.001403,
|
|
"max": 0.154435,
|
|
"recall-0.025": 0.635542,
|
|
"recall-0.05": 0.86747,
|
|
"recall-0.1": 0.98494,
|
|
"recall-0.15": 0.996988,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"elbow_left": {
|
|
"count": 332,
|
|
"mean": 0.019426,
|
|
"median": 0.016736,
|
|
"std": 0.010937,
|
|
"sem": 0.000601,
|
|
"min": 0.003293,
|
|
"max": 0.076052,
|
|
"recall-0.025": 0.759036,
|
|
"recall-0.05": 0.981928,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"elbow_right": {
|
|
"count": 332,
|
|
"mean": 0.023359,
|
|
"median": 0.019181,
|
|
"std": 0.016077,
|
|
"sem": 0.000884,
|
|
"min": 0.001905,
|
|
"max": 0.116212,
|
|
"recall-0.025": 0.689759,
|
|
"recall-0.05": 0.921687,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"wrist_left": {
|
|
"count": 332,
|
|
"mean": 0.020172,
|
|
"median": 0.013498,
|
|
"std": 0.019979,
|
|
"sem": 0.001098,
|
|
"min": 0.001101,
|
|
"max": 0.132356,
|
|
"recall-0.025": 0.762048,
|
|
"recall-0.05": 0.921687,
|
|
"recall-0.1": 0.981928,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"wrist_right": {
|
|
"count": 332,
|
|
"mean": 0.027873,
|
|
"median": 0.020597,
|
|
"std": 0.021358,
|
|
"sem": 0.001174,
|
|
"min": 0.002506,
|
|
"max": 0.177327,
|
|
"recall-0.025": 0.593373,
|
|
"recall-0.05": 0.873494,
|
|
"recall-0.1": 0.987952,
|
|
"recall-0.15": 0.996988,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_left": {
|
|
"count": 332,
|
|
"mean": 0.028991,
|
|
"median": 0.024624,
|
|
"std": 0.017027,
|
|
"sem": 0.000936,
|
|
"min": 0.003752,
|
|
"max": 0.11626,
|
|
"recall-0.025": 0.518072,
|
|
"recall-0.05": 0.891566,
|
|
"recall-0.1": 0.993976,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_right": {
|
|
"count": 332,
|
|
"mean": 0.029231,
|
|
"median": 0.026467,
|
|
"std": 0.016037,
|
|
"sem": 0.000881,
|
|
"min": 0.001866,
|
|
"max": 0.114367,
|
|
"recall-0.025": 0.448795,
|
|
"recall-0.05": 0.930723,
|
|
"recall-0.1": 0.990964,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"knee_left": {
|
|
"count": 332,
|
|
"mean": 0.020695,
|
|
"median": 0.01506,
|
|
"std": 0.015617,
|
|
"sem": 0.000858,
|
|
"min": 0.000971,
|
|
"max": 0.100808,
|
|
"recall-0.025": 0.75,
|
|
"recall-0.05": 0.927711,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"knee_right": {
|
|
"count": 332,
|
|
"mean": 0.019177,
|
|
"median": 0.013543,
|
|
"std": 0.0158,
|
|
"sem": 0.000868,
|
|
"min": 0.00184,
|
|
"max": 0.10264,
|
|
"recall-0.025": 0.753012,
|
|
"recall-0.05": 0.948795,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"ankle_left": {
|
|
"count": 332,
|
|
"mean": 0.013724,
|
|
"median": 0.011108,
|
|
"std": 0.009641,
|
|
"sem": 0.00053,
|
|
"min": 0.001477,
|
|
"max": 0.05821,
|
|
"recall-0.025": 0.888554,
|
|
"recall-0.05": 0.993976,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"ankle_right": {
|
|
"count": 332,
|
|
"mean": 0.02238,
|
|
"median": 0.02023,
|
|
"std": 0.013422,
|
|
"sem": 0.000738,
|
|
"min": 0.002722,
|
|
"max": 0.107106,
|
|
"recall-0.025": 0.774096,
|
|
"recall-0.05": 0.960843,
|
|
"recall-0.1": 0.993976,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4316,
|
|
"recall-0.025": 0.65477,
|
|
"recall-0.05": 0.90987,
|
|
"recall-0.1": 0.99398,
|
|
"recall-0.15": 0.99954,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4648,
|
|
"correct_parts": 4648,
|
|
"pcp": 1.0
|
|
}
|
|
```
|
|
|
|
##### basketball
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.31447,
|
|
"avg_time_2d": 0.0431999,
|
|
"avg_time_3d": 0.00155697,
|
|
"fps": 22.343
|
|
}
|
|
{
|
|
"triangulator_calls": 110,
|
|
"init_time": 3.07877e-05,
|
|
"undistort_time": 5.98916e-05,
|
|
"project_time": 5.28739e-05,
|
|
"match_time": 5.06297e-05,
|
|
"pairs_time": 0.000113602,
|
|
"pair_scoring_time": 0.000335052,
|
|
"grouping_time": 8.50341e-05,
|
|
"full_time": 0.000402448,
|
|
"merge_time": 0.00015252,
|
|
"post_time": 1.55209e-05,
|
|
"convert_time": 9.64037e-07,
|
|
"total_time": 0.00129965
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 110,
|
|
"total_labels": 330,
|
|
"total_preds": 488,
|
|
"considered_empty": 0,
|
|
"valid_preds": 330,
|
|
"invalid_preds": 158,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.32377,
|
|
"precision": 0.67623,
|
|
"recall": 1.0,
|
|
"f1": 0.80685,
|
|
"non_empty": 488
|
|
},
|
|
"mpjpe": {
|
|
"count": 330,
|
|
"mean": 0.04192,
|
|
"median": 0.038291,
|
|
"std": 0.015465,
|
|
"sem": 0.000853,
|
|
"min": 0.017565,
|
|
"max": 0.105601,
|
|
"recall-0.025": 0.072727,
|
|
"recall-0.05": 0.724242,
|
|
"recall-0.1": 0.99697,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330,
|
|
"ap-0.025": 0.00911,
|
|
"ap-0.05": 0.441032,
|
|
"ap-0.1": 0.698378,
|
|
"ap-0.15": 0.702511,
|
|
"ap-0.25": 0.702511,
|
|
"ap-0.5": 0.702511
|
|
},
|
|
"head": {
|
|
"count": 330,
|
|
"mean": 0.048317,
|
|
"median": 0.041722,
|
|
"std": 0.026242,
|
|
"sem": 0.001447,
|
|
"min": 0.005127,
|
|
"max": 0.150747,
|
|
"recall-0.025": 0.166667,
|
|
"recall-0.05": 0.630303,
|
|
"recall-0.1": 0.942424,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_left": {
|
|
"count": 330,
|
|
"mean": 0.046274,
|
|
"median": 0.0419,
|
|
"std": 0.024591,
|
|
"sem": 0.001356,
|
|
"min": 0.003508,
|
|
"max": 0.14831,
|
|
"recall-0.025": 0.166667,
|
|
"recall-0.05": 0.651515,
|
|
"recall-0.1": 0.963636,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_right": {
|
|
"count": 330,
|
|
"mean": 0.042701,
|
|
"median": 0.038002,
|
|
"std": 0.023593,
|
|
"sem": 0.001301,
|
|
"min": 0.007067,
|
|
"max": 0.125396,
|
|
"recall-0.025": 0.224242,
|
|
"recall-0.05": 0.739394,
|
|
"recall-0.1": 0.960606,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_left": {
|
|
"count": 330,
|
|
"mean": 0.045826,
|
|
"median": 0.040091,
|
|
"std": 0.02689,
|
|
"sem": 0.001483,
|
|
"min": 0.005783,
|
|
"max": 0.147964,
|
|
"recall-0.025": 0.245455,
|
|
"recall-0.05": 0.648485,
|
|
"recall-0.1": 0.939394,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_right": {
|
|
"count": 330,
|
|
"mean": 0.044745,
|
|
"median": 0.037813,
|
|
"std": 0.028828,
|
|
"sem": 0.001589,
|
|
"min": 0.0023,
|
|
"max": 0.217875,
|
|
"recall-0.025": 0.254545,
|
|
"recall-0.05": 0.675758,
|
|
"recall-0.1": 0.942424,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_left": {
|
|
"count": 330,
|
|
"mean": 0.047865,
|
|
"median": 0.039775,
|
|
"std": 0.036242,
|
|
"sem": 0.001998,
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|
"min": 0.004457,
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|
"max": 0.381264,
|
|
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|
|
"recall-0.05": 0.627273,
|
|
"recall-0.1": 0.933333,
|
|
"recall-0.15": 0.981818,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_right": {
|
|
"count": 330,
|
|
"mean": 0.05099,
|
|
"median": 0.042267,
|
|
"std": 0.037217,
|
|
"sem": 0.002052,
|
|
"min": 0.002875,
|
|
"max": 0.429896,
|
|
"recall-0.025": 0.193939,
|
|
"recall-0.05": 0.615152,
|
|
"recall-0.1": 0.915152,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"hip_left": {
|
|
"count": 330,
|
|
"mean": 0.043551,
|
|
"median": 0.038852,
|
|
"std": 0.023445,
|
|
"sem": 0.001293,
|
|
"min": 0.003315,
|
|
"max": 0.169301,
|
|
"recall-0.025": 0.215152,
|
|
"recall-0.05": 0.678788,
|
|
"recall-0.1": 0.975758,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"hip_right": {
|
|
"count": 330,
|
|
"mean": 0.042077,
|
|
"median": 0.039143,
|
|
"std": 0.023076,
|
|
"sem": 0.001272,
|
|
"min": 0.003587,
|
|
"max": 0.129995,
|
|
"recall-0.025": 0.263636,
|
|
"recall-0.05": 0.660606,
|
|
"recall-0.1": 0.978788,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"knee_left": {
|
|
"count": 330,
|
|
"mean": 0.034275,
|
|
"median": 0.030405,
|
|
"std": 0.020287,
|
|
"sem": 0.001118,
|
|
"min": 0.002201,
|
|
"max": 0.123091,
|
|
"recall-0.025": 0.415152,
|
|
"recall-0.05": 0.79697,
|
|
"recall-0.1": 0.984848,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"knee_right": {
|
|
"count": 330,
|
|
"mean": 0.034578,
|
|
"median": 0.029041,
|
|
"std": 0.020307,
|
|
"sem": 0.00112,
|
|
"min": 0.000919,
|
|
"max": 0.112313,
|
|
"recall-0.025": 0.4,
|
|
"recall-0.05": 0.79697,
|
|
"recall-0.1": 0.987879,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_left": {
|
|
"count": 330,
|
|
"mean": 0.032414,
|
|
"median": 0.024561,
|
|
"std": 0.024603,
|
|
"sem": 0.001356,
|
|
"min": 0.002702,
|
|
"max": 0.176361,
|
|
"recall-0.025": 0.509091,
|
|
"recall-0.05": 0.827273,
|
|
"recall-0.1": 0.975758,
|
|
"recall-0.15": 0.993939,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_right": {
|
|
"count": 330,
|
|
"mean": 0.031342,
|
|
"median": 0.026379,
|
|
"std": 0.019688,
|
|
"sem": 0.001085,
|
|
"min": 0.001198,
|
|
"max": 0.121823,
|
|
"recall-0.025": 0.472727,
|
|
"recall-0.05": 0.848485,
|
|
"recall-0.1": 0.987879,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4290,
|
|
"recall-0.025": 0.28834,
|
|
"recall-0.05": 0.70676,
|
|
"recall-0.1": 0.95921,
|
|
"recall-0.15": 0.99534,
|
|
"recall-0.25": 0.99953,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4620,
|
|
"correct_parts": 4602,
|
|
"pcp": 0.996104
|
|
}
|
|
```
|
|
|
|
##### volleyball
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.508452,
|
|
"avg_time_2d": 0.0760996,
|
|
"avg_time_3d": 0.00322429,
|
|
"fps": 12.6065
|
|
}
|
|
{
|
|
"triangulator_calls": 121,
|
|
"init_time": 3.56745e-05,
|
|
"undistort_time": 5.3644e-05,
|
|
"project_time": 4.77939e-05,
|
|
"match_time": 5.61339e-05,
|
|
"pairs_time": 0.000484722,
|
|
"pair_scoring_time": 0.000803123,
|
|
"grouping_time": 0.000583588,
|
|
"full_time": 0.000579568,
|
|
"merge_time": 5.72014e-05,
|
|
"post_time": 1.89032e-05,
|
|
"convert_time": 9.22736e-07,
|
|
"total_time": 0.00272174
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 121,
|
|
"total_labels": 484,
|
|
"total_preds": 536,
|
|
"considered_empty": 0,
|
|
"valid_preds": 483,
|
|
"invalid_preds": 53,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.09888,
|
|
"precision": 0.90112,
|
|
"recall": 0.99793,
|
|
"f1": 0.94706,
|
|
"non_empty": 536
|
|
},
|
|
"mpjpe": {
|
|
"count": 483,
|
|
"mean": 0.031516,
|
|
"median": 0.028538,
|
|
"std": 0.011739,
|
|
"sem": 0.000535,
|
|
"min": 0.015563,
|
|
"max": 0.127558,
|
|
"recall-0.025": 0.330579,
|
|
"recall-0.05": 0.927686,
|
|
"recall-0.1": 0.995868,
|
|
"recall-0.15": 0.997934,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484,
|
|
"ap-0.025": 0.115247,
|
|
"ap-0.05": 0.844762,
|
|
"ap-0.1": 0.968563,
|
|
"ap-0.15": 0.971354,
|
|
"ap-0.25": 0.971354,
|
|
"ap-0.5": 0.971354
|
|
},
|
|
"head": {
|
|
"count": 483,
|
|
"mean": 0.030694,
|
|
"median": 0.026366,
|
|
"std": 0.019745,
|
|
"sem": 0.000899,
|
|
"min": 0.001064,
|
|
"max": 0.202302,
|
|
"recall-0.025": 0.47314,
|
|
"recall-0.05": 0.842975,
|
|
"recall-0.1": 0.995868,
|
|
"recall-0.15": 0.995868,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"shoulder_left": {
|
|
"count": 483,
|
|
"mean": 0.030947,
|
|
"median": 0.027479,
|
|
"std": 0.017436,
|
|
"sem": 0.000794,
|
|
"min": 0.00407,
|
|
"max": 0.131539,
|
|
"recall-0.025": 0.446281,
|
|
"recall-0.05": 0.880165,
|
|
"recall-0.1": 0.993802,
|
|
"recall-0.15": 0.997934,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"shoulder_right": {
|
|
"count": 483,
|
|
"mean": 0.031798,
|
|
"median": 0.027649,
|
|
"std": 0.020561,
|
|
"sem": 0.000937,
|
|
"min": 0.001719,
|
|
"max": 0.115738,
|
|
"recall-0.025": 0.452479,
|
|
"recall-0.05": 0.828512,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.997934,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"elbow_left": {
|
|
"count": 483,
|
|
"mean": 0.033283,
|
|
"median": 0.028522,
|
|
"std": 0.021907,
|
|
"sem": 0.000998,
|
|
"min": 0.004291,
|
|
"max": 0.23845,
|
|
"recall-0.025": 0.402893,
|
|
"recall-0.05": 0.845041,
|
|
"recall-0.1": 0.983471,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"elbow_right": {
|
|
"count": 483,
|
|
"mean": 0.035371,
|
|
"median": 0.028024,
|
|
"std": 0.029313,
|
|
"sem": 0.001335,
|
|
"min": 0.002054,
|
|
"max": 0.410253,
|
|
"recall-0.025": 0.417355,
|
|
"recall-0.05": 0.826446,
|
|
"recall-0.1": 0.964876,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.995868,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"wrist_left": {
|
|
"count": 483,
|
|
"mean": 0.039253,
|
|
"median": 0.032626,
|
|
"std": 0.029392,
|
|
"sem": 0.001339,
|
|
"min": 0.003654,
|
|
"max": 0.228375,
|
|
"recall-0.025": 0.347107,
|
|
"recall-0.05": 0.75,
|
|
"recall-0.1": 0.960744,
|
|
"recall-0.15": 0.985537,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"wrist_right": {
|
|
"count": 482,
|
|
"mean": 0.039357,
|
|
"median": 0.031271,
|
|
"std": 0.030682,
|
|
"sem": 0.001399,
|
|
"min": 0.004474,
|
|
"max": 0.281444,
|
|
"recall-0.025": 0.347107,
|
|
"recall-0.05": 0.768595,
|
|
"recall-0.1": 0.950413,
|
|
"recall-0.15": 0.985537,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.995868,
|
|
"num_labels": 484
|
|
},
|
|
"hip_left": {
|
|
"count": 483,
|
|
"mean": 0.036813,
|
|
"median": 0.033528,
|
|
"std": 0.018317,
|
|
"sem": 0.000834,
|
|
"min": 0.006139,
|
|
"max": 0.13759,
|
|
"recall-0.025": 0.274793,
|
|
"recall-0.05": 0.805785,
|
|
"recall-0.1": 0.985537,
|
|
"recall-0.15": 0.997934,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"hip_right": {
|
|
"count": 483,
|
|
"mean": 0.038519,
|
|
"median": 0.032906,
|
|
"std": 0.023899,
|
|
"sem": 0.001089,
|
|
"min": 0.005271,
|
|
"max": 0.142461,
|
|
"recall-0.025": 0.318182,
|
|
"recall-0.05": 0.772727,
|
|
"recall-0.1": 0.971074,
|
|
"recall-0.15": 0.997934,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"knee_left": {
|
|
"count": 483,
|
|
"mean": 0.022152,
|
|
"median": 0.018773,
|
|
"std": 0.0149,
|
|
"sem": 0.000679,
|
|
"min": 0.00408,
|
|
"max": 0.156551,
|
|
"recall-0.025": 0.694215,
|
|
"recall-0.05": 0.950413,
|
|
"recall-0.1": 0.995868,
|
|
"recall-0.15": 0.995868,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"knee_right": {
|
|
"count": 483,
|
|
"mean": 0.02488,
|
|
"median": 0.020868,
|
|
"std": 0.017047,
|
|
"sem": 0.000776,
|
|
"min": 0.003837,
|
|
"max": 0.171742,
|
|
"recall-0.025": 0.644628,
|
|
"recall-0.05": 0.921488,
|
|
"recall-0.1": 0.995868,
|
|
"recall-0.15": 0.995868,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"ankle_left": {
|
|
"count": 483,
|
|
"mean": 0.022283,
|
|
"median": 0.01801,
|
|
"std": 0.016147,
|
|
"sem": 0.000735,
|
|
"min": 0.001408,
|
|
"max": 0.181021,
|
|
"recall-0.025": 0.71281,
|
|
"recall-0.05": 0.950413,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.995868,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"ankle_right": {
|
|
"count": 483,
|
|
"mean": 0.023233,
|
|
"median": 0.019104,
|
|
"std": 0.014858,
|
|
"sem": 0.000677,
|
|
"min": 0.001926,
|
|
"max": 0.09663,
|
|
"recall-0.025": 0.667355,
|
|
"recall-0.05": 0.927686,
|
|
"recall-0.1": 0.997934,
|
|
"recall-0.15": 0.997934,
|
|
"recall-0.25": 0.997934,
|
|
"recall-0.5": 0.997934,
|
|
"num_labels": 484
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 6292,
|
|
"recall-0.025": 0.47552,
|
|
"recall-0.05": 0.84997,
|
|
"recall-0.1": 0.9822,
|
|
"recall-0.15": 0.99428,
|
|
"recall-0.25": 0.99746,
|
|
"recall-0.5": 0.99777
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6776,
|
|
"correct_parts": 6748,
|
|
"pcp": 0.995868
|
|
}
|
|
```
|
|
|
|
##### badminton
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.493951,
|
|
"avg_time_2d": 0.0658528,
|
|
"avg_time_3d": 0.00233008,
|
|
"fps": 14.6664
|
|
}
|
|
{
|
|
"triangulator_calls": 183,
|
|
"init_time": 3.04171e-05,
|
|
"undistort_time": 0.000104913,
|
|
"project_time": 7.06414e-05,
|
|
"match_time": 6.28966e-05,
|
|
"pairs_time": 0.000261,
|
|
"pair_scoring_time": 0.000578189,
|
|
"grouping_time": 0.000150954,
|
|
"full_time": 0.000620495,
|
|
"merge_time": 7.22127e-05,
|
|
"post_time": 1.95678e-05,
|
|
"convert_time": 1.23568e-06,
|
|
"total_time": 0.00197286
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 183,
|
|
"total_labels": 732,
|
|
"total_preds": 789,
|
|
"considered_empty": 0,
|
|
"valid_preds": 732,
|
|
"invalid_preds": 57,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.07224,
|
|
"precision": 0.92776,
|
|
"recall": 1.0,
|
|
"f1": 0.96252,
|
|
"non_empty": 789
|
|
},
|
|
"mpjpe": {
|
|
"count": 732,
|
|
"mean": 0.027927,
|
|
"median": 0.0258,
|
|
"std": 0.017465,
|
|
"sem": 0.000646,
|
|
"min": 0.010553,
|
|
"max": 0.434784,
|
|
"recall-0.025": 0.463115,
|
|
"recall-0.05": 0.968579,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732,
|
|
"ap-0.025": 0.237512,
|
|
"ap-0.05": 0.940206,
|
|
"ap-0.1": 0.996589,
|
|
"ap-0.15": 0.996589,
|
|
"ap-0.25": 0.996589,
|
|
"ap-0.5": 0.99853
|
|
},
|
|
"head": {
|
|
"count": 732,
|
|
"mean": 0.030871,
|
|
"median": 0.025072,
|
|
"std": 0.02262,
|
|
"sem": 0.000837,
|
|
"min": 0.002094,
|
|
"max": 0.276029,
|
|
"recall-0.025": 0.497268,
|
|
"recall-0.05": 0.874317,
|
|
"recall-0.1": 0.983607,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_left": {
|
|
"count": 731,
|
|
"mean": 0.034861,
|
|
"median": 0.029068,
|
|
"std": 0.023214,
|
|
"sem": 0.000859,
|
|
"min": 0.002135,
|
|
"max": 0.164577,
|
|
"recall-0.025": 0.39071,
|
|
"recall-0.05": 0.82377,
|
|
"recall-0.1": 0.968579,
|
|
"recall-0.15": 0.997268,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 0.998634,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_right": {
|
|
"count": 732,
|
|
"mean": 0.030381,
|
|
"median": 0.025339,
|
|
"std": 0.019726,
|
|
"sem": 0.00073,
|
|
"min": 0.001052,
|
|
"max": 0.21064,
|
|
"recall-0.025": 0.487705,
|
|
"recall-0.05": 0.863388,
|
|
"recall-0.1": 0.990437,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_left": {
|
|
"count": 731,
|
|
"mean": 0.026847,
|
|
"median": 0.022801,
|
|
"std": 0.016589,
|
|
"sem": 0.000614,
|
|
"min": 0.003489,
|
|
"max": 0.122864,
|
|
"recall-0.025": 0.561475,
|
|
"recall-0.05": 0.913934,
|
|
"recall-0.1": 0.991803,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 0.998634,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_right": {
|
|
"count": 732,
|
|
"mean": 0.027275,
|
|
"median": 0.022254,
|
|
"std": 0.019004,
|
|
"sem": 0.000703,
|
|
"min": 0.001715,
|
|
"max": 0.140239,
|
|
"recall-0.025": 0.588798,
|
|
"recall-0.05": 0.885246,
|
|
"recall-0.1": 0.993169,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_left": {
|
|
"count": 731,
|
|
"mean": 0.029912,
|
|
"median": 0.025259,
|
|
"std": 0.023201,
|
|
"sem": 0.000859,
|
|
"min": 0.002411,
|
|
"max": 0.255941,
|
|
"recall-0.025": 0.489071,
|
|
"recall-0.05": 0.877049,
|
|
"recall-0.1": 0.979508,
|
|
"recall-0.15": 0.994536,
|
|
"recall-0.25": 0.997268,
|
|
"recall-0.5": 0.998634,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_right": {
|
|
"count": 732,
|
|
"mean": 0.032181,
|
|
"median": 0.025888,
|
|
"std": 0.022761,
|
|
"sem": 0.000842,
|
|
"min": 0.001878,
|
|
"max": 0.212174,
|
|
"recall-0.025": 0.478142,
|
|
"recall-0.05": 0.830601,
|
|
"recall-0.1": 0.984973,
|
|
"recall-0.15": 0.994536,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"hip_left": {
|
|
"count": 732,
|
|
"mean": 0.029056,
|
|
"median": 0.027291,
|
|
"std": 0.014417,
|
|
"sem": 0.000533,
|
|
"min": 0.002258,
|
|
"max": 0.099437,
|
|
"recall-0.025": 0.434426,
|
|
"recall-0.05": 0.923497,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"hip_right": {
|
|
"count": 732,
|
|
"mean": 0.028503,
|
|
"median": 0.026159,
|
|
"std": 0.013808,
|
|
"sem": 0.000511,
|
|
"min": 0.002571,
|
|
"max": 0.092803,
|
|
"recall-0.025": 0.465847,
|
|
"recall-0.05": 0.93306,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"knee_left": {
|
|
"count": 732,
|
|
"mean": 0.01948,
|
|
"median": 0.018049,
|
|
"std": 0.009753,
|
|
"sem": 0.000361,
|
|
"min": 0.001962,
|
|
"max": 0.079882,
|
|
"recall-0.025": 0.782787,
|
|
"recall-0.05": 0.989071,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"knee_right": {
|
|
"count": 732,
|
|
"mean": 0.022696,
|
|
"median": 0.020109,
|
|
"std": 0.012517,
|
|
"sem": 0.000463,
|
|
"min": 0.002033,
|
|
"max": 0.1011,
|
|
"recall-0.025": 0.659836,
|
|
"recall-0.05": 0.965847,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"ankle_left": {
|
|
"count": 732,
|
|
"mean": 0.021096,
|
|
"median": 0.019093,
|
|
"std": 0.011614,
|
|
"sem": 0.00043,
|
|
"min": 0.000906,
|
|
"max": 0.083231,
|
|
"recall-0.025": 0.709016,
|
|
"recall-0.05": 0.969945,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"ankle_right": {
|
|
"count": 732,
|
|
"mean": 0.022584,
|
|
"median": 0.020541,
|
|
"std": 0.011925,
|
|
"sem": 0.000441,
|
|
"min": 0.003124,
|
|
"max": 0.099133,
|
|
"recall-0.025": 0.662568,
|
|
"recall-0.05": 0.969945,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 9516,
|
|
"recall-0.025": 0.55359,
|
|
"recall-0.05": 0.90826,
|
|
"recall-0.1": 0.99107,
|
|
"recall-0.15": 0.99863,
|
|
"recall-0.25": 0.99947,
|
|
"recall-0.5": 0.99968
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10248,
|
|
"correct_parts": 10235,
|
|
"pcp": 0.998731
|
|
}
|
|
```
|
|
|
|
##### tennis
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.721451,
|
|
"avg_time_2d": 0.0829358,
|
|
"avg_time_3d": 0.0020049,
|
|
"fps": 11.7729
|
|
}
|
|
{
|
|
"triangulator_calls": 181,
|
|
"init_time": 3.07393e-05,
|
|
"undistort_time": 0.000109549,
|
|
"project_time": 0.000318875,
|
|
"match_time": 0.00011191,
|
|
"pairs_time": 0.000152353,
|
|
"pair_scoring_time": 0.000399224,
|
|
"grouping_time": 0.00011932,
|
|
"full_time": 0.000347009,
|
|
"merge_time": 0.000112097,
|
|
"post_time": 1.27685e-05,
|
|
"convert_time": 5.46227e-07,
|
|
"total_time": 0.00171467
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 181,
|
|
"total_labels": 362,
|
|
"total_preds": 362,
|
|
"considered_empty": 0,
|
|
"valid_preds": 362,
|
|
"invalid_preds": 0,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0,
|
|
"non_empty": 362
|
|
},
|
|
"mpjpe": {
|
|
"count": 362,
|
|
"mean": 0.023305,
|
|
"median": 0.021961,
|
|
"std": 0.009415,
|
|
"sem": 0.000496,
|
|
"min": 0.011945,
|
|
"max": 0.123857,
|
|
"recall-0.025": 0.69337,
|
|
"recall-0.05": 0.986188,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362,
|
|
"ap-0.025": 0.572082,
|
|
"ap-0.05": 0.98591,
|
|
"ap-0.1": 0.997154,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 362,
|
|
"mean": 0.036539,
|
|
"median": 0.036244,
|
|
"std": 0.015539,
|
|
"sem": 0.000818,
|
|
"min": 0.005664,
|
|
"max": 0.110073,
|
|
"recall-0.025": 0.226519,
|
|
"recall-0.05": 0.839779,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_left": {
|
|
"count": 362,
|
|
"mean": 0.023736,
|
|
"median": 0.019911,
|
|
"std": 0.014139,
|
|
"sem": 0.000744,
|
|
"min": 0.002323,
|
|
"max": 0.095673,
|
|
"recall-0.025": 0.621547,
|
|
"recall-0.05": 0.941989,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_right": {
|
|
"count": 362,
|
|
"mean": 0.027263,
|
|
"median": 0.024664,
|
|
"std": 0.014376,
|
|
"sem": 0.000757,
|
|
"min": 0.003154,
|
|
"max": 0.086106,
|
|
"recall-0.025": 0.51105,
|
|
"recall-0.05": 0.933702,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"elbow_left": {
|
|
"count": 362,
|
|
"mean": 0.020908,
|
|
"median": 0.017221,
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}
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{
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"total_parts": 5068,
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"correct_parts": 5064,
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"pcp": 0.999211
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|
}
|
|
```
|