7045 lines
150 KiB
Markdown
7045 lines
150 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": 0.0206385,
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"demosaicing": 0.000598167,
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"avg_time_2d": 0.00822345,
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"avg_time_3d": 3.54813e-05,
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"fps": 112.904
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}
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{
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"triangulator_calls": 600,
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"init_time": 2.62541e-06,
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"undistort_time": 3.73739e-06,
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"project_time": 7.60795e-07,
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"match_time": 1.39969e-06,
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"pairs_time": 2.26192e-07,
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"pair_scoring_time": 5.79049e-06,
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"grouping_time": 9.75042e-07,
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"full_time": 7.44867e-06,
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"merge_time": 3.51708e-06,
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"post_time": 4.28027e-06,
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"convert_time": 5.8175e-08,
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"total_time": 3.1055e-05
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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": 0.060962,
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"median": 0.052484,
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"std": 0.028624,
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"sem": 0.00117,
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"min": 0.036311,
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"max": 0.188858,
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"recall-0.025": 0.0,
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"recall-0.05": 0.366667,
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"recall-0.1": 0.936667,
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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": 0.215605,
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"ap-0.1": 0.891161,
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"ap-0.15": 0.911559,
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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": 0.105757,
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"median": 0.094634,
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"std": 0.035993,
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"sem": 0.001471,
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"min": 0.024489,
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"max": 0.260746,
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"recall-0.025": 0.001667,
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"recall-0.05": 0.021667,
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"recall-0.1": 0.576667,
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"recall-0.15": 0.89,
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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": 0.035821,
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"median": 0.026476,
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"std": 0.033776,
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"sem": 0.00138,
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"min": 0.002473,
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"max": 0.171514,
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"recall-0.025": 0.46,
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"recall-0.05": 0.816667,
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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": 0.044875,
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"median": 0.032878,
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"std": 0.041356,
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"sem": 0.00169,
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"min": 0.004517,
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"max": 0.26572,
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"recall-0.025": 0.331667,
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"recall-0.05": 0.776667,
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"recall-0.1": 0.913333,
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"recall-0.15": 0.94,
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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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"elbow_left": {
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"count": 600,
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"mean": 0.044585,
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"median": 0.035103,
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"std": 0.036154,
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"sem": 0.001477,
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"min": 0.002754,
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"max": 0.192778,
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"recall-0.025": 0.261667,
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"recall-0.05": 0.786667,
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"recall-0.1": 0.933333,
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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": 0.042661,
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"median": 0.031367,
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"std": 0.037706,
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"sem": 0.001541,
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"min": 0.004304,
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"max": 0.322234,
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"recall-0.025": 0.266667,
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"recall-0.05": 0.821667,
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"recall-0.1": 0.928333,
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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": 0.040793,
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"median": 0.024225,
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"std": 0.04538,
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"sem": 0.001854,
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"min": 0.000836,
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"max": 0.326313,
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"recall-0.025": 0.521667,
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"recall-0.05": 0.77,
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"recall-0.1": 0.898333,
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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_right": {
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"count": 599,
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"mean": 0.044678,
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"median": 0.02687,
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"std": 0.050652,
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"sem": 0.002071,
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"min": 0.002472,
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"max": 0.457708,
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"recall-0.025": 0.456667,
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"recall-0.05": 0.783333,
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"recall-0.1": 0.893333,
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"recall-0.15": 0.911667,
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"recall-0.25": 0.991667,
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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": 0.068763,
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"median": 0.057992,
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"std": 0.035423,
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"sem": 0.001447,
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"min": 0.025544,
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"max": 0.215642,
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"recall-0.025": 0.0,
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"recall-0.05": 0.258333,
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"recall-0.1": 0.885,
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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": 0.085671,
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"median": 0.082582,
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"std": 0.028486,
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"sem": 0.001164,
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"min": 0.019417,
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"max": 0.210131,
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"recall-0.025": 0.008333,
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"recall-0.05": 0.056667,
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"recall-0.1": 0.871667,
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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": 0.057169,
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"median": 0.041844,
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"std": 0.056709,
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"sem": 0.002317,
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"min": 0.014337,
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"max": 0.41337,
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"recall-0.025": 0.076667,
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"recall-0.05": 0.695,
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"recall-0.1": 0.911667,
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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": 0.046846,
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"median": 0.034283,
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"std": 0.041108,
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"sem": 0.00168,
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"min": 0.010455,
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"max": 0.30709,
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"recall-0.025": 0.121667,
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"recall-0.05": 0.82,
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"recall-0.1": 0.923333,
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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": 598,
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"mean": 0.091286,
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"median": 0.0826,
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"std": 0.040637,
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"sem": 0.001663,
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"min": 0.047469,
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"max": 0.482805,
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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": 0.988333,
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"recall-0.5": 0.996667,
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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": 0.080017,
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"median": 0.066851,
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"std": 0.04699,
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"sem": 0.001922,
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"min": 0.02973,
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"max": 0.386174,
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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": 0.976667,
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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": 0.19269,
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"recall-0.05": 0.51026,
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"recall-0.1": 0.87923,
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"recall-0.15": 0.93462,
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"recall-0.25": 0.99385,
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"recall-0.5": 0.99923
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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": 8128,
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"pcp": 0.967619
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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": 0.0424233,
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"demosaicing": 0.000707093,
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"avg_time_2d": 0.0148645,
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"avg_time_3d": 0.000118507,
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"fps": 63.7344
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}
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{
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"triangulator_calls": 301,
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"init_time": 2.85759e-06,
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"undistort_time": 1.44325e-05,
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"project_time": 2.22079e-06,
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"match_time": 8.5159e-06,
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"pairs_time": 4.48548e-06,
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"pair_scoring_time": 2.66844e-05,
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"grouping_time": 4.66512e-06,
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"full_time": 2.71001e-05,
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"merge_time": 1.16277e-05,
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"post_time": 6.86999e-06,
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"convert_time": 1.24289e-07,
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"total_time": 0.000109822
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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": 827,
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"considered_empty": 0,
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"valid_preds": 477,
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"invalid_preds": 350,
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"missing": 0,
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"invalid_fraction": 0.42322,
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"precision": 0.57678,
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"recall": 1.0,
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"f1": 0.7316,
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"non_empty": 827
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},
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"mpjpe": {
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"count": 477,
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"mean": 0.048033,
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"median": 0.042733,
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"std": 0.014947,
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"sem": 0.000685,
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"min": 0.030195,
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"max": 0.118375,
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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": 0.983229,
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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": 0.388387,
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"ap-0.1": 0.728904,
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"ap-0.15": 0.746165,
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"ap-0.25": 0.746165,
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"ap-0.5": 0.746165
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},
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"head": {
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"count": 477,
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"mean": 0.054103,
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"median": 0.050002,
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"std": 0.024914,
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"sem": 0.001142,
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"min": 0.005111,
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"max": 0.189881,
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"recall-0.025": 0.083857,
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"recall-0.05": 0.498952,
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"recall-0.1": 0.937107,
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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": 0.042381,
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"median": 0.036815,
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"std": 0.020658,
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"sem": 0.000947,
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"min": 0.004383,
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"max": 0.136638,
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"recall-0.025": 0.159329,
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"recall-0.05": 0.733753,
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"recall-0.1": 0.985325,
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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": 0.049767,
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"median": 0.046023,
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"std": 0.023191,
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"sem": 0.001063,
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"min": 0.005303,
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"max": 0.148245,
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"recall-0.025": 0.102725,
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"recall-0.05": 0.553459,
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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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},
|
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"elbow_left": {
|
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"count": 477,
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"mean": 0.040733,
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"median": 0.032118,
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"std": 0.029137,
|
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"sem": 0.001336,
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"min": 0.003472,
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"max": 0.317898,
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"recall-0.025": 0.314465,
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|
"recall-0.05": 0.756813,
|
|
"recall-0.1": 0.953878,
|
|
"recall-0.15": 0.997904,
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|
"recall-0.25": 0.997904,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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},
|
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"elbow_right": {
|
|
"count": 477,
|
|
"mean": 0.053374,
|
|
"median": 0.04436,
|
|
"std": 0.041187,
|
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"sem": 0.001888,
|
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"min": 0.003346,
|
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"max": 0.244557,
|
|
"recall-0.025": 0.253669,
|
|
"recall-0.05": 0.561845,
|
|
"recall-0.1": 0.901468,
|
|
"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": 0.060176,
|
|
"median": 0.053848,
|
|
"std": 0.0399,
|
|
"sem": 0.001829,
|
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"min": 0.001754,
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"max": 0.323708,
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"recall-0.025": 0.132075,
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|
"recall-0.05": 0.404612,
|
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"recall-0.1": 0.907757,
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"recall-0.15": 0.960168,
|
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"recall-0.25": 0.989518,
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"recall-0.5": 1.0,
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"num_labels": 477
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},
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"wrist_right": {
|
|
"count": 477,
|
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"mean": 0.059361,
|
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"median": 0.055175,
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"std": 0.033884,
|
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"sem": 0.001553,
|
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"min": 0.008828,
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"max": 0.397712,
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"recall-0.025": 0.115304,
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"recall-0.05": 0.417191,
|
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"recall-0.1": 0.897275,
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"recall-0.15": 0.983229,
|
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"recall-0.25": 0.997904,
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"recall-0.5": 1.0,
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"num_labels": 477
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},
|
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"hip_left": {
|
|
"count": 477,
|
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"mean": 0.048156,
|
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"median": 0.042413,
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"std": 0.026697,
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"sem": 0.001224,
|
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"min": 0.006344,
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"max": 0.145946,
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"recall-0.025": 0.178197,
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"recall-0.05": 0.620545,
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"recall-0.1": 0.951782,
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"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"hip_right": {
|
|
"count": 477,
|
|
"mean": 0.058574,
|
|
"median": 0.057474,
|
|
"std": 0.023713,
|
|
"sem": 0.001087,
|
|
"min": 0.006138,
|
|
"max": 0.132298,
|
|
"recall-0.025": 0.100629,
|
|
"recall-0.05": 0.356394,
|
|
"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": 0.040531,
|
|
"median": 0.037938,
|
|
"std": 0.024607,
|
|
"sem": 0.001128,
|
|
"min": 0.00514,
|
|
"max": 0.190129,
|
|
"recall-0.025": 0.255765,
|
|
"recall-0.05": 0.750524,
|
|
"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": 0.040093,
|
|
"median": 0.036127,
|
|
"std": 0.023149,
|
|
"sem": 0.001061,
|
|
"min": 0.00727,
|
|
"max": 0.185049,
|
|
"recall-0.025": 0.308176,
|
|
"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": 0.03635,
|
|
"median": 0.028051,
|
|
"std": 0.030627,
|
|
"sem": 0.001404,
|
|
"min": 0.004936,
|
|
"max": 0.223785,
|
|
"recall-0.025": 0.431866,
|
|
"recall-0.05": 0.81761,
|
|
"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": 0.040826,
|
|
"median": 0.030921,
|
|
"std": 0.03751,
|
|
"sem": 0.001719,
|
|
"min": 0.00301,
|
|
"max": 0.288243,
|
|
"recall-0.025": 0.301887,
|
|
"recall-0.05": 0.805031,
|
|
"recall-0.1": 0.930818,
|
|
"recall-0.15": 0.968553,
|
|
"recall-0.25": 0.997904,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 6201,
|
|
"recall-0.025": 0.20932,
|
|
"recall-0.05": 0.61313,
|
|
"recall-0.1": 0.94275,
|
|
"recall-0.15": 0.98678,
|
|
"recall-0.25": 0.99871,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6678,
|
|
"correct_parts": 6620,
|
|
"pcp": 0.991315
|
|
}
|
|
```
|
|
|
|
### Campus
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0048678,
|
|
"demosaicing": 0.000179701,
|
|
"avg_time_2d": 0.00692718,
|
|
"avg_time_3d": 3.91715e-05,
|
|
"fps": 139.937
|
|
}
|
|
{
|
|
"triangulator_calls": 222,
|
|
"init_time": 2.52929e-06,
|
|
"undistort_time": 5.93888e-06,
|
|
"project_time": 1.14659e-06,
|
|
"match_time": 3.00681e-06,
|
|
"pairs_time": 5.65194e-07,
|
|
"pair_scoring_time": 5.32196e-06,
|
|
"grouping_time": 1.0636e-06,
|
|
"full_time": 6.59306e-06,
|
|
"merge_time": 2.46157e-06,
|
|
"post_time": 5.43694e-06,
|
|
"convert_time": 9.90811e-08,
|
|
"total_time": 3.44024e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 222,
|
|
"total_labels": 376,
|
|
"total_preds": 446,
|
|
"considered_empty": 0,
|
|
"valid_preds": 376,
|
|
"invalid_preds": 70,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.15695,
|
|
"precision": 0.84305,
|
|
"recall": 1.0,
|
|
"f1": 0.91484,
|
|
"non_empty": 446
|
|
},
|
|
"mpjpe": {
|
|
"count": 376,
|
|
"mean": 0.078976,
|
|
"median": 0.075834,
|
|
"std": 0.019101,
|
|
"sem": 0.000986,
|
|
"min": 0.039602,
|
|
"max": 0.239068,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.005319,
|
|
"recall-0.1": 0.856383,
|
|
"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": 6.7e-05,
|
|
"ap-0.1": 0.743791,
|
|
"ap-0.15": 0.945207,
|
|
"ap-0.25": 0.947933,
|
|
"ap-0.5": 0.947933
|
|
},
|
|
"head": {
|
|
"count": 376,
|
|
"mean": 0.071716,
|
|
"median": 0.068379,
|
|
"std": 0.038672,
|
|
"sem": 0.001997,
|
|
"min": 0.009563,
|
|
"max": 0.371092,
|
|
"recall-0.025": 0.06383,
|
|
"recall-0.05": 0.271277,
|
|
"recall-0.1": 0.853723,
|
|
"recall-0.15": 0.970745,
|
|
"recall-0.25": 0.992021,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_left": {
|
|
"count": 376,
|
|
"mean": 0.070882,
|
|
"median": 0.063688,
|
|
"std": 0.033954,
|
|
"sem": 0.001753,
|
|
"min": 0.015715,
|
|
"max": 0.205461,
|
|
"recall-0.025": 0.029255,
|
|
"recall-0.05": 0.273936,
|
|
"recall-0.1": 0.840426,
|
|
"recall-0.15": 0.962766,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_right": {
|
|
"count": 376,
|
|
"mean": 0.07903,
|
|
"median": 0.072323,
|
|
"std": 0.042304,
|
|
"sem": 0.002185,
|
|
"min": 0.00637,
|
|
"max": 0.497202,
|
|
"recall-0.025": 0.023936,
|
|
"recall-0.05": 0.239362,
|
|
"recall-0.1": 0.792553,
|
|
"recall-0.15": 0.949468,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_left": {
|
|
"count": 376,
|
|
"mean": 0.091004,
|
|
"median": 0.074201,
|
|
"std": 0.053978,
|
|
"sem": 0.002787,
|
|
"min": 0.013639,
|
|
"max": 0.347903,
|
|
"recall-0.025": 0.026596,
|
|
"recall-0.05": 0.24734,
|
|
"recall-0.1": 0.638298,
|
|
"recall-0.15": 0.851064,
|
|
"recall-0.25": 0.986702,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_right": {
|
|
"count": 375,
|
|
"mean": 0.083686,
|
|
"median": 0.073562,
|
|
"std": 0.04521,
|
|
"sem": 0.002338,
|
|
"min": 0.003042,
|
|
"max": 0.220689,
|
|
"recall-0.025": 0.029255,
|
|
"recall-0.05": 0.268617,
|
|
"recall-0.1": 0.680851,
|
|
"recall-0.15": 0.898936,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_left": {
|
|
"count": 376,
|
|
"mean": 0.125638,
|
|
"median": 0.108673,
|
|
"std": 0.073704,
|
|
"sem": 0.003806,
|
|
"min": 0.010456,
|
|
"max": 0.484955,
|
|
"recall-0.025": 0.021277,
|
|
"recall-0.05": 0.093085,
|
|
"recall-0.1": 0.43617,
|
|
"recall-0.15": 0.699468,
|
|
"recall-0.25": 0.922872,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_right": {
|
|
"count": 376,
|
|
"mean": 0.113648,
|
|
"median": 0.105471,
|
|
"std": 0.049956,
|
|
"sem": 0.00258,
|
|
"min": 0.023352,
|
|
"max": 0.461637,
|
|
"recall-0.025": 0.00266,
|
|
"recall-0.05": 0.050532,
|
|
"recall-0.1": 0.43883,
|
|
"recall-0.15": 0.800532,
|
|
"recall-0.25": 0.992021,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_left": {
|
|
"count": 376,
|
|
"mean": 0.07165,
|
|
"median": 0.07114,
|
|
"std": 0.030041,
|
|
"sem": 0.001551,
|
|
"min": 0.003331,
|
|
"max": 0.152866,
|
|
"recall-0.025": 0.066489,
|
|
"recall-0.05": 0.25,
|
|
"recall-0.1": 0.821809,
|
|
"recall-0.15": 0.99734,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_right": {
|
|
"count": 376,
|
|
"mean": 0.076684,
|
|
"median": 0.075871,
|
|
"std": 0.032915,
|
|
"sem": 0.0017,
|
|
"min": 0.011684,
|
|
"max": 0.223548,
|
|
"recall-0.025": 0.026596,
|
|
"recall-0.05": 0.199468,
|
|
"recall-0.1": 0.821809,
|
|
"recall-0.15": 0.962766,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_left": {
|
|
"count": 376,
|
|
"mean": 0.053683,
|
|
"median": 0.048544,
|
|
"std": 0.024844,
|
|
"sem": 0.001283,
|
|
"min": 0.009972,
|
|
"max": 0.144659,
|
|
"recall-0.025": 0.085106,
|
|
"recall-0.05": 0.531915,
|
|
"recall-0.1": 0.946809,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_right": {
|
|
"count": 376,
|
|
"mean": 0.054356,
|
|
"median": 0.047863,
|
|
"std": 0.031168,
|
|
"sem": 0.00161,
|
|
"min": 0.008234,
|
|
"max": 0.228228,
|
|
"recall-0.025": 0.12234,
|
|
"recall-0.05": 0.547872,
|
|
"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": 0.066463,
|
|
"median": 0.052234,
|
|
"std": 0.050859,
|
|
"sem": 0.00263,
|
|
"min": 0.001478,
|
|
"max": 0.390192,
|
|
"recall-0.025": 0.101064,
|
|
"recall-0.05": 0.457447,
|
|
"recall-0.1": 0.869681,
|
|
"recall-0.15": 0.960106,
|
|
"recall-0.25": 0.976064,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_right": {
|
|
"count": 375,
|
|
"mean": 0.064537,
|
|
"median": 0.050159,
|
|
"std": 0.056272,
|
|
"sem": 0.00291,
|
|
"min": 0.0034,
|
|
"max": 0.392645,
|
|
"recall-0.025": 0.058511,
|
|
"recall-0.05": 0.494681,
|
|
"recall-0.1": 0.893617,
|
|
"recall-0.15": 0.954787,
|
|
"recall-0.25": 0.968085,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4888,
|
|
"recall-0.025": 0.0493,
|
|
"recall-0.05": 0.30074,
|
|
"recall-0.1": 0.76575,
|
|
"recall-0.15": 0.92062,
|
|
"recall-0.25": 0.98568,
|
|
"recall-0.5": 0.99877
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5264,
|
|
"correct_parts": 4939,
|
|
"pcp": 0.93826
|
|
}
|
|
```
|
|
|
|
### MVOR
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0112714,
|
|
"demosaicing": 0.000325633,
|
|
"avg_time_2d": 0.00810187,
|
|
"avg_time_3d": 4.53592e-05,
|
|
"fps": 118.024
|
|
}
|
|
{
|
|
"triangulator_calls": 629,
|
|
"init_time": 3.2222e-06,
|
|
"undistort_time": 6.07305e-06,
|
|
"project_time": 1.05136e-06,
|
|
"match_time": 2.86138e-06,
|
|
"pairs_time": 8.07431e-07,
|
|
"pair_scoring_time": 1.17048e-05,
|
|
"grouping_time": 1.37439e-06,
|
|
"full_time": 5.02742e-06,
|
|
"merge_time": 2.56259e-06,
|
|
"post_time": 5.75403e-06,
|
|
"convert_time": 1.0445e-07,
|
|
"total_time": 4.07769e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 629,
|
|
"total_labels": 1061,
|
|
"total_preds": 1127,
|
|
"considered_empty": 0,
|
|
"valid_preds": 820,
|
|
"invalid_preds": 307,
|
|
"missing": 241,
|
|
"invalid_fraction": 0.2724,
|
|
"precision": 0.7276,
|
|
"recall": 0.77286,
|
|
"f1": 0.74954,
|
|
"non_empty": 1127
|
|
},
|
|
"mpjpe": {
|
|
"count": 820,
|
|
"mean": 0.119448,
|
|
"median": 0.10014,
|
|
"std": 0.06641,
|
|
"sem": 0.002321,
|
|
"min": 0.040393,
|
|
"max": 0.498529,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.002828,
|
|
"recall-0.1": 0.384543,
|
|
"recall-0.15": 0.62771,
|
|
"recall-0.25": 0.737983,
|
|
"recall-0.5": 0.772856,
|
|
"num_labels": 1061,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 4.5e-05,
|
|
"ap-0.1": 0.234225,
|
|
"ap-0.15": 0.503606,
|
|
"ap-0.25": 0.660402,
|
|
"ap-0.5": 0.701985
|
|
},
|
|
"head": {
|
|
"count": 818,
|
|
"mean": 0.068912,
|
|
"median": 0.051827,
|
|
"std": 0.062882,
|
|
"sem": 0.0022,
|
|
"min": 0.004664,
|
|
"max": 0.496727,
|
|
"recall-0.025": 0.086711,
|
|
"recall-0.05": 0.366635,
|
|
"recall-0.1": 0.655042,
|
|
"recall-0.15": 0.71442,
|
|
"recall-0.25": 0.743638,
|
|
"recall-0.5": 0.770971,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_left": {
|
|
"count": 816,
|
|
"mean": 0.064317,
|
|
"median": 0.045366,
|
|
"std": 0.063681,
|
|
"sem": 0.002231,
|
|
"min": 0.003718,
|
|
"max": 0.488998,
|
|
"recall-0.025": 0.163054,
|
|
"recall-0.05": 0.421301,
|
|
"recall-0.1": 0.65033,
|
|
"recall-0.15": 0.71065,
|
|
"recall-0.25": 0.746466,
|
|
"recall-0.5": 0.769086,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_right": {
|
|
"count": 816,
|
|
"mean": 0.061446,
|
|
"median": 0.040976,
|
|
"std": 0.063204,
|
|
"sem": 0.002214,
|
|
"min": 0.003182,
|
|
"max": 0.453615,
|
|
"recall-0.025": 0.151744,
|
|
"recall-0.05": 0.469369,
|
|
"recall-0.1": 0.660697,
|
|
"recall-0.15": 0.719133,
|
|
"recall-0.25": 0.747408,
|
|
"recall-0.5": 0.769086,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_left": {
|
|
"count": 807,
|
|
"mean": 0.108949,
|
|
"median": 0.079853,
|
|
"std": 0.090043,
|
|
"sem": 0.003172,
|
|
"min": 0.004183,
|
|
"max": 0.483216,
|
|
"recall-0.025": 0.067861,
|
|
"recall-0.05": 0.234684,
|
|
"recall-0.1": 0.455231,
|
|
"recall-0.15": 0.573987,
|
|
"recall-0.25": 0.692743,
|
|
"recall-0.5": 0.760603,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_right": {
|
|
"count": 812,
|
|
"mean": 0.090795,
|
|
"median": 0.061349,
|
|
"std": 0.083915,
|
|
"sem": 0.002947,
|
|
"min": 0.004284,
|
|
"max": 0.484554,
|
|
"recall-0.025": 0.089538,
|
|
"recall-0.05": 0.299717,
|
|
"recall-0.1": 0.543827,
|
|
"recall-0.15": 0.649387,
|
|
"recall-0.25": 0.713478,
|
|
"recall-0.5": 0.765316,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_left": {
|
|
"count": 806,
|
|
"mean": 0.13052,
|
|
"median": 0.094758,
|
|
"std": 0.105598,
|
|
"sem": 0.003722,
|
|
"min": 0.006309,
|
|
"max": 0.495929,
|
|
"recall-0.025": 0.069746,
|
|
"recall-0.05": 0.193214,
|
|
"recall-0.1": 0.392083,
|
|
"recall-0.15": 0.504241,
|
|
"recall-0.25": 0.651272,
|
|
"recall-0.5": 0.759661,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_right": {
|
|
"count": 807,
|
|
"mean": 0.112371,
|
|
"median": 0.076093,
|
|
"std": 0.100928,
|
|
"sem": 0.003555,
|
|
"min": 0.005996,
|
|
"max": 0.48016,
|
|
"recall-0.025": 0.089538,
|
|
"recall-0.05": 0.256362,
|
|
"recall-0.1": 0.481621,
|
|
"recall-0.15": 0.561734,
|
|
"recall-0.25": 0.664467,
|
|
"recall-0.5": 0.760603,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_left": {
|
|
"count": 805,
|
|
"mean": 0.196422,
|
|
"median": 0.180237,
|
|
"std": 0.085037,
|
|
"sem": 0.002999,
|
|
"min": 0.028872,
|
|
"max": 0.494933,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.005655,
|
|
"recall-0.1": 0.057493,
|
|
"recall-0.15": 0.250707,
|
|
"recall-0.25": 0.594722,
|
|
"recall-0.5": 0.758718,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_right": {
|
|
"count": 798,
|
|
"mean": 0.187704,
|
|
"median": 0.172561,
|
|
"std": 0.077497,
|
|
"sem": 0.002745,
|
|
"min": 0.033974,
|
|
"max": 0.496836,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.002828,
|
|
"recall-0.1": 0.06409,
|
|
"recall-0.15": 0.264844,
|
|
"recall-0.25": 0.621112,
|
|
"recall-0.5": 0.752121,
|
|
"num_labels": 1061
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 9549,
|
|
"recall-0.025": 0.07959,
|
|
"recall-0.05": 0.24955,
|
|
"recall-0.1": 0.43963,
|
|
"recall-0.15": 0.54927,
|
|
"recall-0.25": 0.68562,
|
|
"recall-0.5": 0.76259
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10610,
|
|
"correct_parts": 6187,
|
|
"pcp": 0.583129
|
|
}
|
|
```
|
|
|
|
### Panoptic
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0469234,
|
|
"demosaicing": 0.00104152,
|
|
"avg_time_2d": 0.0167011,
|
|
"avg_time_3d": 0.000146036,
|
|
"fps": 55.9013
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 2.97937e-06,
|
|
"undistort_time": 1.63641e-05,
|
|
"project_time": 2.85499e-06,
|
|
"match_time": 1.26216e-05,
|
|
"pairs_time": 9.3965e-06,
|
|
"pair_scoring_time": 3.47372e-05,
|
|
"grouping_time": 5.82066e-06,
|
|
"full_time": 2.98699e-05,
|
|
"merge_time": 1.3583e-05,
|
|
"post_time": 7.56396e-06,
|
|
"convert_time": 1.56833e-07,
|
|
"total_time": 0.000136184
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1501,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1462,
|
|
"invalid_preds": 39,
|
|
"missing": 4,
|
|
"invalid_fraction": 0.02598,
|
|
"precision": 0.97402,
|
|
"recall": 0.99727,
|
|
"f1": 0.98551,
|
|
"non_empty": 1501
|
|
},
|
|
"mpjpe": {
|
|
"count": 1462,
|
|
"mean": 0.031793,
|
|
"median": 0.029086,
|
|
"std": 0.014062,
|
|
"sem": 0.000368,
|
|
"min": 0.009935,
|
|
"max": 0.125083,
|
|
"recall-0.025": 0.341064,
|
|
"recall-0.05": 0.908595,
|
|
"recall-0.1": 0.99045,
|
|
"recall-0.15": 0.997271,
|
|
"recall-0.25": 0.997271,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.184449,
|
|
"ap-0.05": 0.876096,
|
|
"ap-0.1": 0.980171,
|
|
"ap-0.15": 0.990745,
|
|
"ap-0.25": 0.990745,
|
|
"ap-0.5": 0.990745
|
|
},
|
|
"nose": {
|
|
"count": 1461,
|
|
"mean": 0.015309,
|
|
"median": 0.011501,
|
|
"std": 0.01786,
|
|
"sem": 0.000467,
|
|
"min": 0.001495,
|
|
"max": 0.276078,
|
|
"recall-0.025": 0.903623,
|
|
"recall-0.05": 0.966507,
|
|
"recall-0.1": 0.993848,
|
|
"recall-0.15": 0.995899,
|
|
"recall-0.25": 0.996582,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1462,
|
|
"mean": 0.016713,
|
|
"median": 0.014783,
|
|
"std": 0.010849,
|
|
"sem": 0.000284,
|
|
"min": 0.001451,
|
|
"max": 0.104098,
|
|
"recall-0.025": 0.843111,
|
|
"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": 0.0166,
|
|
"median": 0.014388,
|
|
"std": 0.011258,
|
|
"sem": 0.000295,
|
|
"min": 0.00119,
|
|
"max": 0.147753,
|
|
"recall-0.025": 0.835495,
|
|
"recall-0.05": 0.985666,
|
|
"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": 0.022007,
|
|
"median": 0.016468,
|
|
"std": 0.019558,
|
|
"sem": 0.000512,
|
|
"min": 0.000766,
|
|
"max": 0.231621,
|
|
"recall-0.025": 0.74471,
|
|
"recall-0.05": 0.917406,
|
|
"recall-0.1": 0.989078,
|
|
"recall-0.15": 0.995904,
|
|
"recall-0.25": 0.99727,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1461,
|
|
"mean": 0.020631,
|
|
"median": 0.015763,
|
|
"std": 0.016009,
|
|
"sem": 0.000419,
|
|
"min": 0.001514,
|
|
"max": 0.161231,
|
|
"recall-0.025": 0.794258,
|
|
"recall-0.05": 0.935065,
|
|
"recall-0.1": 0.997266,
|
|
"recall-0.15": 0.997949,
|
|
"recall-0.25": 0.998633,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1432,
|
|
"mean": 0.03502,
|
|
"median": 0.016617,
|
|
"std": 0.05351,
|
|
"sem": 0.001415,
|
|
"min": 0.000678,
|
|
"max": 0.450267,
|
|
"recall-0.025": 0.680614,
|
|
"recall-0.05": 0.843794,
|
|
"recall-0.1": 0.914226,
|
|
"recall-0.15": 0.956067,
|
|
"recall-0.25": 0.97629,
|
|
"recall-0.5": 0.998605,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1455,
|
|
"mean": 0.026332,
|
|
"median": 0.016539,
|
|
"std": 0.032321,
|
|
"sem": 0.000848,
|
|
"min": 0.001381,
|
|
"max": 0.280031,
|
|
"recall-0.025": 0.697802,
|
|
"recall-0.05": 0.889423,
|
|
"recall-0.1": 0.969093,
|
|
"recall-0.15": 0.982143,
|
|
"recall-0.25": 0.99794,
|
|
"recall-0.5": 0.999313,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1461,
|
|
"mean": 0.034996,
|
|
"median": 0.031238,
|
|
"std": 0.02016,
|
|
"sem": 0.000528,
|
|
"min": 0.002441,
|
|
"max": 0.195158,
|
|
"recall-0.025": 0.339932,
|
|
"recall-0.05": 0.830034,
|
|
"recall-0.1": 0.985666,
|
|
"recall-0.15": 0.995904,
|
|
"recall-0.25": 0.99727,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1462,
|
|
"mean": 0.037438,
|
|
"median": 0.032873,
|
|
"std": 0.023989,
|
|
"sem": 0.000628,
|
|
"min": 0.003165,
|
|
"max": 0.27157,
|
|
"recall-0.025": 0.316508,
|
|
"recall-0.05": 0.806276,
|
|
"recall-0.1": 0.974079,
|
|
"recall-0.15": 0.993861,
|
|
"recall-0.25": 0.996589,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1461,
|
|
"mean": 0.038669,
|
|
"median": 0.033137,
|
|
"std": 0.033745,
|
|
"sem": 0.000883,
|
|
"min": 0.004169,
|
|
"max": 0.487492,
|
|
"recall-0.025": 0.286689,
|
|
"recall-0.05": 0.804096,
|
|
"recall-0.1": 0.977474,
|
|
"recall-0.15": 0.984983,
|
|
"recall-0.25": 0.991126,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1455,
|
|
"mean": 0.038401,
|
|
"median": 0.031303,
|
|
"std": 0.027393,
|
|
"sem": 0.000718,
|
|
"min": 0.004215,
|
|
"max": 0.371875,
|
|
"recall-0.025": 0.352296,
|
|
"recall-0.05": 0.755312,
|
|
"recall-0.1": 0.966415,
|
|
"recall-0.15": 0.992461,
|
|
"recall-0.25": 0.995888,
|
|
"recall-0.5": 0.997258,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1459,
|
|
"mean": 0.054133,
|
|
"median": 0.033108,
|
|
"std": 0.060269,
|
|
"sem": 0.001578,
|
|
"min": 0.001995,
|
|
"max": 0.44695,
|
|
"recall-0.025": 0.354067,
|
|
"recall-0.05": 0.683527,
|
|
"recall-0.1": 0.867396,
|
|
"recall-0.15": 0.920027,
|
|
"recall-0.25": 0.97676,
|
|
"recall-0.5": 0.997266,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1446,
|
|
"mean": 0.051927,
|
|
"median": 0.030794,
|
|
"std": 0.064938,
|
|
"sem": 0.001708,
|
|
"min": 0.001857,
|
|
"max": 0.493842,
|
|
"recall-0.025": 0.386301,
|
|
"recall-0.05": 0.742466,
|
|
"recall-0.1": 0.871233,
|
|
"recall-0.15": 0.910274,
|
|
"recall-0.25": 0.961644,
|
|
"recall-0.5": 0.990411,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.57925,
|
|
"recall-0.05": 0.85692,
|
|
"recall-0.1": 0.96114,
|
|
"recall-0.15": 0.97825,
|
|
"recall-0.25": 0.99052,
|
|
"recall-0.5": 0.99695
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20215,
|
|
"pcp": 0.988799
|
|
}
|
|
```
|
|
|
|
##### 3 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0287833,
|
|
"demosaicing": 0.000644415,
|
|
"avg_time_2d": 0.0100827,
|
|
"avg_time_3d": 6.42313e-05,
|
|
"fps": 92.6666
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 2.88613e-06,
|
|
"undistort_time": 9.93951e-06,
|
|
"project_time": 1.50624e-06,
|
|
"match_time": 7.31735e-06,
|
|
"pairs_time": 2.81962e-06,
|
|
"pair_scoring_time": 1.11191e-05,
|
|
"grouping_time": 2.20671e-06,
|
|
"full_time": 1.02751e-05,
|
|
"merge_time": 4.18402e-06,
|
|
"post_time": 6.86521e-06,
|
|
"convert_time": 1.64188e-07,
|
|
"total_time": 5.95178e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1380,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1367,
|
|
"invalid_preds": 13,
|
|
"missing": 99,
|
|
"invalid_fraction": 0.00942,
|
|
"precision": 0.99058,
|
|
"recall": 0.93247,
|
|
"f1": 0.96065,
|
|
"non_empty": 1380
|
|
},
|
|
"mpjpe": {
|
|
"count": 1367,
|
|
"mean": 0.059399,
|
|
"median": 0.048157,
|
|
"std": 0.036615,
|
|
"sem": 0.000991,
|
|
"min": 0.018518,
|
|
"max": 0.279104,
|
|
"recall-0.025": 0.00955,
|
|
"recall-0.05": 0.500682,
|
|
"recall-0.1": 0.840382,
|
|
"recall-0.15": 0.901774,
|
|
"recall-0.25": 0.927012,
|
|
"recall-0.5": 0.932469,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.001611,
|
|
"ap-0.05": 0.392577,
|
|
"ap-0.1": 0.801887,
|
|
"ap-0.15": 0.887953,
|
|
"ap-0.25": 0.91762,
|
|
"ap-0.5": 0.924
|
|
},
|
|
"nose": {
|
|
"count": 1366,
|
|
"mean": 0.026681,
|
|
"median": 0.020287,
|
|
"std": 0.019145,
|
|
"sem": 0.000518,
|
|
"min": 0.001338,
|
|
"max": 0.155757,
|
|
"recall-0.025": 0.537252,
|
|
"recall-0.05": 0.818182,
|
|
"recall-0.1": 0.926863,
|
|
"recall-0.15": 0.932331,
|
|
"recall-0.25": 0.933698,
|
|
"recall-0.5": 0.933698,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1366,
|
|
"mean": 0.0206,
|
|
"median": 0.017638,
|
|
"std": 0.013929,
|
|
"sem": 0.000377,
|
|
"min": 0.000922,
|
|
"max": 0.114537,
|
|
"recall-0.025": 0.665075,
|
|
"recall-0.05": 0.906548,
|
|
"recall-0.1": 0.931105,
|
|
"recall-0.15": 0.931787,
|
|
"recall-0.25": 0.931787,
|
|
"recall-0.5": 0.931787,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1366,
|
|
"mean": 0.023551,
|
|
"median": 0.018265,
|
|
"std": 0.018815,
|
|
"sem": 0.000509,
|
|
"min": 0.001529,
|
|
"max": 0.215048,
|
|
"recall-0.025": 0.620478,
|
|
"recall-0.05": 0.881229,
|
|
"recall-0.1": 0.924232,
|
|
"recall-0.15": 0.929693,
|
|
"recall-0.25": 0.932423,
|
|
"recall-0.5": 0.932423,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1366,
|
|
"mean": 0.0348,
|
|
"median": 0.022764,
|
|
"std": 0.031887,
|
|
"sem": 0.000863,
|
|
"min": 0.000544,
|
|
"max": 0.2673,
|
|
"recall-0.025": 0.498976,
|
|
"recall-0.05": 0.738567,
|
|
"recall-0.1": 0.873038,
|
|
"recall-0.15": 0.926962,
|
|
"recall-0.25": 0.931058,
|
|
"recall-0.5": 0.932423,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1366,
|
|
"mean": 0.032267,
|
|
"median": 0.021257,
|
|
"std": 0.031252,
|
|
"sem": 0.000846,
|
|
"min": 0.001511,
|
|
"max": 0.335846,
|
|
"recall-0.025": 0.555024,
|
|
"recall-0.05": 0.768968,
|
|
"recall-0.1": 0.901572,
|
|
"recall-0.15": 0.922078,
|
|
"recall-0.25": 0.932331,
|
|
"recall-0.5": 0.933698,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1337,
|
|
"mean": 0.055068,
|
|
"median": 0.026056,
|
|
"std": 0.064226,
|
|
"sem": 0.001757,
|
|
"min": 0.001228,
|
|
"max": 0.451186,
|
|
"recall-0.025": 0.45258,
|
|
"recall-0.05": 0.616457,
|
|
"recall-0.1": 0.776151,
|
|
"recall-0.15": 0.838215,
|
|
"recall-0.25": 0.917713,
|
|
"recall-0.5": 0.932357,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1360,
|
|
"mean": 0.048958,
|
|
"median": 0.027163,
|
|
"std": 0.054749,
|
|
"sem": 0.001485,
|
|
"min": 0.001712,
|
|
"max": 0.353775,
|
|
"recall-0.025": 0.431319,
|
|
"recall-0.05": 0.635989,
|
|
"recall-0.1": 0.824176,
|
|
"recall-0.15": 0.876374,
|
|
"recall-0.25": 0.916209,
|
|
"recall-0.5": 0.934066,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1366,
|
|
"mean": 0.04317,
|
|
"median": 0.038689,
|
|
"std": 0.022537,
|
|
"sem": 0.00061,
|
|
"min": 0.000893,
|
|
"max": 0.201855,
|
|
"recall-0.025": 0.159727,
|
|
"recall-0.05": 0.65529,
|
|
"recall-0.1": 0.912628,
|
|
"recall-0.15": 0.930375,
|
|
"recall-0.25": 0.932423,
|
|
"recall-0.5": 0.932423,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1367,
|
|
"mean": 0.052646,
|
|
"median": 0.047757,
|
|
"std": 0.02999,
|
|
"sem": 0.000811,
|
|
"min": 0.002732,
|
|
"max": 0.27157,
|
|
"recall-0.025": 0.120737,
|
|
"recall-0.05": 0.495225,
|
|
"recall-0.1": 0.877217,
|
|
"recall-0.15": 0.921555,
|
|
"recall-0.25": 0.931787,
|
|
"recall-0.5": 0.932469,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1356,
|
|
"mean": 0.06141,
|
|
"median": 0.041705,
|
|
"std": 0.070109,
|
|
"sem": 0.001905,
|
|
"min": 0.003716,
|
|
"max": 0.479369,
|
|
"recall-0.025": 0.193174,
|
|
"recall-0.05": 0.601365,
|
|
"recall-0.1": 0.826621,
|
|
"recall-0.15": 0.851195,
|
|
"recall-0.25": 0.891468,
|
|
"recall-0.5": 0.925597,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1352,
|
|
"mean": 0.061637,
|
|
"median": 0.044476,
|
|
"std": 0.06361,
|
|
"sem": 0.001731,
|
|
"min": 0.004478,
|
|
"max": 0.385868,
|
|
"recall-0.025": 0.146676,
|
|
"recall-0.05": 0.562029,
|
|
"recall-0.1": 0.826594,
|
|
"recall-0.15": 0.860864,
|
|
"recall-0.25": 0.895819,
|
|
"recall-0.5": 0.926662,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1296,
|
|
"mean": 0.117985,
|
|
"median": 0.07964,
|
|
"std": 0.114177,
|
|
"sem": 0.003173,
|
|
"min": 0.001765,
|
|
"max": 0.492375,
|
|
"recall-0.025": 0.149692,
|
|
"recall-0.05": 0.345865,
|
|
"recall-0.1": 0.533151,
|
|
"recall-0.15": 0.631579,
|
|
"recall-0.25": 0.766917,
|
|
"recall-0.5": 0.885851,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1280,
|
|
"mean": 0.116062,
|
|
"median": 0.062521,
|
|
"std": 0.119734,
|
|
"sem": 0.003348,
|
|
"min": 0.002089,
|
|
"max": 0.499606,
|
|
"recall-0.025": 0.170548,
|
|
"recall-0.05": 0.372603,
|
|
"recall-0.1": 0.55137,
|
|
"recall-0.15": 0.628767,
|
|
"recall-0.25": 0.74726,
|
|
"recall-0.5": 0.876712,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.36124,
|
|
"recall-0.05": 0.64587,
|
|
"recall-0.1": 0.8218,
|
|
"recall-0.15": 0.85998,
|
|
"recall-0.25": 0.89658,
|
|
"recall-0.5": 0.92338
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 18308,
|
|
"pcp": 0.895519
|
|
}
|
|
```
|
|
|
|
##### 10 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0936901,
|
|
"demosaicing": 0.00227633,
|
|
"avg_time_2d": 0.0320164,
|
|
"avg_time_3d": 0.000489574,
|
|
"fps": 28.7502
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 4.90951e-06,
|
|
"undistort_time": 3.21224e-05,
|
|
"project_time": 5.83368e-06,
|
|
"match_time": 2.63441e-05,
|
|
"pairs_time": 4.63646e-05,
|
|
"pair_scoring_time": 0.000145143,
|
|
"grouping_time": 2.75832e-05,
|
|
"full_time": 0.000114867,
|
|
"merge_time": 5.18741e-05,
|
|
"post_time": 8.52941e-06,
|
|
"convert_time": 1.74767e-07,
|
|
"total_time": 0.000464042
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1485,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1463,
|
|
"invalid_preds": 22,
|
|
"missing": 3,
|
|
"invalid_fraction": 0.01481,
|
|
"precision": 0.98519,
|
|
"recall": 0.99795,
|
|
"f1": 0.99153,
|
|
"non_empty": 1485
|
|
},
|
|
"mpjpe": {
|
|
"count": 1463,
|
|
"mean": 0.025203,
|
|
"median": 0.022832,
|
|
"std": 0.009935,
|
|
"sem": 0.00026,
|
|
"min": 0.009558,
|
|
"max": 0.097873,
|
|
"recall-0.025": 0.630286,
|
|
"recall-0.05": 0.963165,
|
|
"recall-0.1": 0.997954,
|
|
"recall-0.15": 0.997954,
|
|
"recall-0.25": 0.997954,
|
|
"recall-0.5": 0.997954,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.495689,
|
|
"ap-0.05": 0.94258,
|
|
"ap-0.1": 0.990299,
|
|
"ap-0.15": 0.990299,
|
|
"ap-0.25": 0.990299,
|
|
"ap-0.5": 0.990299
|
|
},
|
|
"nose": {
|
|
"count": 1460,
|
|
"mean": 0.011231,
|
|
"median": 0.009664,
|
|
"std": 0.008021,
|
|
"sem": 0.00021,
|
|
"min": 0.000974,
|
|
"max": 0.09734,
|
|
"recall-0.025": 0.970608,
|
|
"recall-0.05": 0.987013,
|
|
"recall-0.1": 0.997949,
|
|
"recall-0.15": 0.997949,
|
|
"recall-0.25": 0.997949,
|
|
"recall-0.5": 0.997949,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1463,
|
|
"mean": 0.012776,
|
|
"median": 0.010967,
|
|
"std": 0.008122,
|
|
"sem": 0.000212,
|
|
"min": 0.000577,
|
|
"max": 0.091731,
|
|
"recall-0.025": 0.931105,
|
|
"recall-0.05": 0.994543,
|
|
"recall-0.1": 0.997954,
|
|
"recall-0.15": 0.997954,
|
|
"recall-0.25": 0.997954,
|
|
"recall-0.5": 0.997954,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1462,
|
|
"mean": 0.014181,
|
|
"median": 0.012272,
|
|
"std": 0.008538,
|
|
"sem": 0.000223,
|
|
"min": 0.001427,
|
|
"max": 0.070244,
|
|
"recall-0.025": 0.894198,
|
|
"recall-0.05": 0.993174,
|
|
"recall-0.1": 0.997952,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1462,
|
|
"mean": 0.017791,
|
|
"median": 0.014873,
|
|
"std": 0.012038,
|
|
"sem": 0.000315,
|
|
"min": 0.001627,
|
|
"max": 0.113216,
|
|
"recall-0.025": 0.82116,
|
|
"recall-0.05": 0.974744,
|
|
"recall-0.1": 0.995904,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1460,
|
|
"mean": 0.016569,
|
|
"median": 0.014471,
|
|
"std": 0.0147,
|
|
"sem": 0.000385,
|
|
"min": 0.000882,
|
|
"max": 0.35562,
|
|
"recall-0.025": 0.899522,
|
|
"recall-0.05": 0.977444,
|
|
"recall-0.1": 0.995215,
|
|
"recall-0.15": 0.995899,
|
|
"recall-0.25": 0.997266,
|
|
"recall-0.5": 0.997949,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1431,
|
|
"mean": 0.017822,
|
|
"median": 0.01243,
|
|
"std": 0.019473,
|
|
"sem": 0.000515,
|
|
"min": 0.000857,
|
|
"max": 0.201629,
|
|
"recall-0.025": 0.834728,
|
|
"recall-0.05": 0.960948,
|
|
"recall-0.1": 0.981172,
|
|
"recall-0.15": 0.993026,
|
|
"recall-0.25": 0.997908,
|
|
"recall-0.5": 0.997908,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1454,
|
|
"mean": 0.017397,
|
|
"median": 0.012625,
|
|
"std": 0.018722,
|
|
"sem": 0.000491,
|
|
"min": 0.000922,
|
|
"max": 0.294265,
|
|
"recall-0.025": 0.835852,
|
|
"recall-0.05": 0.959478,
|
|
"recall-0.1": 0.989011,
|
|
"recall-0.15": 0.995192,
|
|
"recall-0.25": 0.99794,
|
|
"recall-0.5": 0.998626,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1462,
|
|
"mean": 0.027462,
|
|
"median": 0.025256,
|
|
"std": 0.015052,
|
|
"sem": 0.000394,
|
|
"min": 0.00295,
|
|
"max": 0.11861,
|
|
"recall-0.025": 0.49215,
|
|
"recall-0.05": 0.934471,
|
|
"recall-0.1": 0.995904,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1463,
|
|
"mean": 0.027516,
|
|
"median": 0.025475,
|
|
"std": 0.012579,
|
|
"sem": 0.000329,
|
|
"min": 0.004251,
|
|
"max": 0.085236,
|
|
"recall-0.025": 0.484993,
|
|
"recall-0.05": 0.949523,
|
|
"recall-0.1": 0.997954,
|
|
"recall-0.15": 0.997954,
|
|
"recall-0.25": 0.997954,
|
|
"recall-0.5": 0.997954,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1462,
|
|
"mean": 0.028355,
|
|
"median": 0.025639,
|
|
"std": 0.014851,
|
|
"sem": 0.000389,
|
|
"min": 0.002805,
|
|
"max": 0.139707,
|
|
"recall-0.025": 0.483959,
|
|
"recall-0.05": 0.918771,
|
|
"recall-0.1": 0.99727,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1456,
|
|
"mean": 0.032127,
|
|
"median": 0.02788,
|
|
"std": 0.019816,
|
|
"sem": 0.000519,
|
|
"min": 0.00237,
|
|
"max": 0.191416,
|
|
"recall-0.025": 0.416038,
|
|
"recall-0.05": 0.874572,
|
|
"recall-0.1": 0.980809,
|
|
"recall-0.15": 0.995202,
|
|
"recall-0.25": 0.997944,
|
|
"recall-0.5": 0.997944,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1459,
|
|
"mean": 0.052817,
|
|
"median": 0.031962,
|
|
"std": 0.056735,
|
|
"sem": 0.001486,
|
|
"min": 0.001515,
|
|
"max": 0.386617,
|
|
"recall-0.025": 0.388243,
|
|
"recall-0.05": 0.675325,
|
|
"recall-0.1": 0.868763,
|
|
"recall-0.15": 0.92823,
|
|
"recall-0.25": 0.975393,
|
|
"recall-0.5": 0.997266,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1455,
|
|
"mean": 0.049961,
|
|
"median": 0.028975,
|
|
"std": 0.061037,
|
|
"sem": 0.001601,
|
|
"min": 0.002054,
|
|
"max": 0.472223,
|
|
"recall-0.025": 0.419863,
|
|
"recall-0.05": 0.722603,
|
|
"recall-0.1": 0.884932,
|
|
"recall-0.15": 0.932192,
|
|
"recall-0.25": 0.969863,
|
|
"recall-0.5": 0.996575,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.68178,
|
|
"recall-0.05": 0.91685,
|
|
"recall-0.1": 0.9752,
|
|
"recall-0.15": 0.98615,
|
|
"recall-0.25": 0.99363,
|
|
"recall-0.5": 0.99742
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20347,
|
|
"pcp": 0.995255
|
|
}
|
|
```
|
|
|
|
##### 31 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.323799,
|
|
"demosaicing": 0.011528,
|
|
"avg_time_2d": 0.0978827,
|
|
"avg_time_3d": 0.0051087,
|
|
"fps": 8.73215
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 1.48749e-05,
|
|
"undistort_time": 0.000100031,
|
|
"project_time": 1.93111e-05,
|
|
"match_time": 8.4165e-05,
|
|
"pairs_time": 0.000554208,
|
|
"pair_scoring_time": 0.00155573,
|
|
"grouping_time": 0.00083948,
|
|
"full_time": 0.00108976,
|
|
"merge_time": 0.00066878,
|
|
"post_time": 9.92854e-06,
|
|
"convert_time": 2.1015e-07,
|
|
"total_time": 0.00493674
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1510,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1465,
|
|
"invalid_preds": 45,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.0298,
|
|
"precision": 0.9702,
|
|
"recall": 0.99932,
|
|
"f1": 0.98454,
|
|
"non_empty": 1510
|
|
},
|
|
"mpjpe": {
|
|
"count": 1465,
|
|
"mean": 0.020211,
|
|
"median": 0.018762,
|
|
"std": 0.00708,
|
|
"sem": 0.000185,
|
|
"min": 0.009375,
|
|
"max": 0.104414,
|
|
"recall-0.025": 0.803547,
|
|
"recall-0.05": 0.997271,
|
|
"recall-0.1": 0.998636,
|
|
"recall-0.15": 0.999318,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.734463,
|
|
"ap-0.05": 0.985229,
|
|
"ap-0.1": 0.987536,
|
|
"ap-0.15": 0.989163,
|
|
"ap-0.25": 0.989163,
|
|
"ap-0.5": 0.989163
|
|
},
|
|
"nose": {
|
|
"count": 1462,
|
|
"mean": 0.009298,
|
|
"median": 0.008171,
|
|
"std": 0.00649,
|
|
"sem": 0.00017,
|
|
"min": 0.000399,
|
|
"max": 0.080284,
|
|
"recall-0.025": 0.982912,
|
|
"recall-0.05": 0.991114,
|
|
"recall-0.1": 0.999316,
|
|
"recall-0.15": 0.999316,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1465,
|
|
"mean": 0.010548,
|
|
"median": 0.009349,
|
|
"std": 0.006278,
|
|
"sem": 0.000164,
|
|
"min": 0.000514,
|
|
"max": 0.056519,
|
|
"recall-0.025": 0.961801,
|
|
"recall-0.05": 0.998636,
|
|
"recall-0.1": 0.999318,
|
|
"recall-0.15": 0.999318,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1464,
|
|
"mean": 0.011964,
|
|
"median": 0.010436,
|
|
"std": 0.00704,
|
|
"sem": 0.000184,
|
|
"min": 0.001042,
|
|
"max": 0.110042,
|
|
"recall-0.025": 0.961775,
|
|
"recall-0.05": 0.99727,
|
|
"recall-0.1": 0.998635,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1464,
|
|
"mean": 0.013815,
|
|
"median": 0.012283,
|
|
"std": 0.007906,
|
|
"sem": 0.000207,
|
|
"min": 0.0023,
|
|
"max": 0.063993,
|
|
"recall-0.025": 0.92901,
|
|
"recall-0.05": 0.993174,
|
|
"recall-0.1": 0.999317,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1462,
|
|
"mean": 0.013976,
|
|
"median": 0.012379,
|
|
"std": 0.008969,
|
|
"sem": 0.000235,
|
|
"min": 0.000147,
|
|
"max": 0.163362,
|
|
"recall-0.025": 0.927546,
|
|
"recall-0.05": 0.989064,
|
|
"recall-0.1": 0.998633,
|
|
"recall-0.15": 0.998633,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1433,
|
|
"mean": 0.014934,
|
|
"median": 0.010818,
|
|
"std": 0.016423,
|
|
"sem": 0.000434,
|
|
"min": 0.00093,
|
|
"max": 0.149006,
|
|
"recall-0.025": 0.892608,
|
|
"recall-0.05": 0.967225,
|
|
"recall-0.1": 0.990237,
|
|
"recall-0.15": 0.999303,
|
|
"recall-0.25": 0.999303,
|
|
"recall-0.5": 0.999303,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1456,
|
|
"mean": 0.014381,
|
|
"median": 0.010194,
|
|
"std": 0.013204,
|
|
"sem": 0.000346,
|
|
"min": 0.000671,
|
|
"max": 0.105661,
|
|
"recall-0.025": 0.87706,
|
|
"recall-0.05": 0.969093,
|
|
"recall-0.1": 0.999313,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1464,
|
|
"mean": 0.021363,
|
|
"median": 0.018874,
|
|
"std": 0.01164,
|
|
"sem": 0.000304,
|
|
"min": 0.001522,
|
|
"max": 0.088569,
|
|
"recall-0.025": 0.733788,
|
|
"recall-0.05": 0.964505,
|
|
"recall-0.1": 0.999317,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1465,
|
|
"mean": 0.022366,
|
|
"median": 0.021663,
|
|
"std": 0.011091,
|
|
"sem": 0.00029,
|
|
"min": 0.002635,
|
|
"max": 0.241863,
|
|
"recall-0.025": 0.631651,
|
|
"recall-0.05": 0.991814,
|
|
"recall-0.1": 0.998636,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1464,
|
|
"mean": 0.022662,
|
|
"median": 0.021007,
|
|
"std": 0.011829,
|
|
"sem": 0.000309,
|
|
"min": 0.001591,
|
|
"max": 0.112879,
|
|
"recall-0.025": 0.63959,
|
|
"recall-0.05": 0.971331,
|
|
"recall-0.1": 0.997952,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1458,
|
|
"mean": 0.025448,
|
|
"median": 0.023556,
|
|
"std": 0.015884,
|
|
"sem": 0.000416,
|
|
"min": 0.002479,
|
|
"max": 0.174875,
|
|
"recall-0.025": 0.543523,
|
|
"recall-0.05": 0.965045,
|
|
"recall-0.1": 0.986977,
|
|
"recall-0.15": 0.998629,
|
|
"recall-0.25": 0.999315,
|
|
"recall-0.5": 0.999315,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1462,
|
|
"mean": 0.038848,
|
|
"median": 0.027374,
|
|
"std": 0.033448,
|
|
"sem": 0.000875,
|
|
"min": 0.000691,
|
|
"max": 0.237364,
|
|
"recall-0.025": 0.465482,
|
|
"recall-0.05": 0.747095,
|
|
"recall-0.1": 0.930964,
|
|
"recall-0.15": 0.987697,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1458,
|
|
"mean": 0.041993,
|
|
"median": 0.025951,
|
|
"std": 0.040542,
|
|
"sem": 0.001062,
|
|
"min": 0.000505,
|
|
"max": 0.260212,
|
|
"recall-0.025": 0.484247,
|
|
"recall-0.05": 0.713699,
|
|
"recall-0.1": 0.89863,
|
|
"recall-0.15": 0.969178,
|
|
"recall-0.25": 0.99726,
|
|
"recall-0.5": 0.99863,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.7712,
|
|
"recall-0.05": 0.94265,
|
|
"recall-0.1": 0.98399,
|
|
"recall-0.15": 0.99563,
|
|
"recall-0.25": 0.99879,
|
|
"recall-0.5": 0.99889
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20406,
|
|
"pcp": 0.998141
|
|
}
|
|
```
|
|
|
|
### IkeaAsm
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0331992,
|
|
"demosaicing": 0.000665234,
|
|
"avg_time_2d": 0.00859652,
|
|
"avg_time_3d": 3.16495e-05,
|
|
"fps": 107.603
|
|
}
|
|
{
|
|
"triangulator_calls": 479,
|
|
"init_time": 2.97879e-06,
|
|
"undistort_time": 4.96341e-06,
|
|
"project_time": 4.24069e-07,
|
|
"match_time": 9.75025e-07,
|
|
"pairs_time": 3.82568e-07,
|
|
"pair_scoring_time": 6.92359e-06,
|
|
"grouping_time": 7.68313e-07,
|
|
"full_time": 3.8346e-06,
|
|
"merge_time": 1.76946e-06,
|
|
"post_time": 4.55531e-06,
|
|
"convert_time": 7.29624e-08,
|
|
"total_time": 2.78812e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 479,
|
|
"total_labels": 479,
|
|
"total_preds": 597,
|
|
"considered_empty": 0,
|
|
"valid_preds": 443,
|
|
"invalid_preds": 154,
|
|
"missing": 36,
|
|
"invalid_fraction": 0.25796,
|
|
"precision": 0.74204,
|
|
"recall": 0.92484,
|
|
"f1": 0.82342,
|
|
"non_empty": 597
|
|
},
|
|
"mpjpe": {
|
|
"count": 443,
|
|
"mean": 0.071439,
|
|
"median": 0.055593,
|
|
"std": 0.047397,
|
|
"sem": 0.002254,
|
|
"min": 0.010572,
|
|
"max": 0.355726,
|
|
"recall-0.025": 0.075157,
|
|
"recall-0.05": 0.4238,
|
|
"recall-0.1": 0.716075,
|
|
"recall-0.15": 0.860125,
|
|
"recall-0.25": 0.91858,
|
|
"recall-0.5": 0.924843,
|
|
"num_labels": 479,
|
|
"ap-0.025": 0.006362,
|
|
"ap-0.05": 0.194586,
|
|
"ap-0.1": 0.490691,
|
|
"ap-0.15": 0.68696,
|
|
"ap-0.25": 0.79156,
|
|
"ap-0.5": 0.802689
|
|
},
|
|
"head": {
|
|
"count": 421,
|
|
"mean": 0.029891,
|
|
"median": 0.025893,
|
|
"std": 0.017693,
|
|
"sem": 0.000863,
|
|
"min": 0.001558,
|
|
"max": 0.176477,
|
|
"recall-0.025": 0.426991,
|
|
"recall-0.05": 0.840708,
|
|
"recall-0.1": 0.926991,
|
|
"recall-0.15": 0.929204,
|
|
"recall-0.25": 0.931416,
|
|
"recall-0.5": 0.931416,
|
|
"num_labels": 452
|
|
},
|
|
"shoulder_left": {
|
|
"count": 420,
|
|
"mean": 0.038988,
|
|
"median": 0.034297,
|
|
"std": 0.018358,
|
|
"sem": 0.000897,
|
|
"min": 0.006045,
|
|
"max": 0.148262,
|
|
"recall-0.025": 0.125551,
|
|
"recall-0.05": 0.779736,
|
|
"recall-0.1": 0.900881,
|
|
"recall-0.15": 0.92511,
|
|
"recall-0.25": 0.92511,
|
|
"recall-0.5": 0.92511,
|
|
"num_labels": 454
|
|
},
|
|
"shoulder_right": {
|
|
"count": 433,
|
|
"mean": 0.029308,
|
|
"median": 0.028043,
|
|
"std": 0.00958,
|
|
"sem": 0.000461,
|
|
"min": 0.012271,
|
|
"max": 0.097244,
|
|
"recall-0.025": 0.319058,
|
|
"recall-0.05": 0.897216,
|
|
"recall-0.1": 0.927195,
|
|
"recall-0.15": 0.927195,
|
|
"recall-0.25": 0.927195,
|
|
"recall-0.5": 0.927195,
|
|
"num_labels": 467
|
|
},
|
|
"elbow_left": {
|
|
"count": 409,
|
|
"mean": 0.027931,
|
|
"median": 0.019425,
|
|
"std": 0.02633,
|
|
"sem": 0.001304,
|
|
"min": 0.001791,
|
|
"max": 0.194543,
|
|
"recall-0.025": 0.597254,
|
|
"recall-0.05": 0.816934,
|
|
"recall-0.1": 0.910755,
|
|
"recall-0.15": 0.926773,
|
|
"recall-0.25": 0.935927,
|
|
"recall-0.5": 0.935927,
|
|
"num_labels": 437
|
|
},
|
|
"elbow_right": {
|
|
"count": 413,
|
|
"mean": 0.023055,
|
|
"median": 0.018245,
|
|
"std": 0.018104,
|
|
"sem": 0.000892,
|
|
"min": 0.001957,
|
|
"max": 0.195409,
|
|
"recall-0.025": 0.662132,
|
|
"recall-0.05": 0.868481,
|
|
"recall-0.1": 0.931973,
|
|
"recall-0.15": 0.93424,
|
|
"recall-0.25": 0.936508,
|
|
"recall-0.5": 0.936508,
|
|
"num_labels": 441
|
|
},
|
|
"wrist_left": {
|
|
"count": 407,
|
|
"mean": 0.02754,
|
|
"median": 0.020769,
|
|
"std": 0.031606,
|
|
"sem": 0.001569,
|
|
"min": 0.001075,
|
|
"max": 0.378992,
|
|
"recall-0.025": 0.573394,
|
|
"recall-0.05": 0.837156,
|
|
"recall-0.1": 0.91055,
|
|
"recall-0.15": 0.919725,
|
|
"recall-0.25": 0.931193,
|
|
"recall-0.5": 0.933486,
|
|
"num_labels": 436
|
|
},
|
|
"wrist_right": {
|
|
"count": 415,
|
|
"mean": 0.023112,
|
|
"median": 0.015927,
|
|
"std": 0.027786,
|
|
"sem": 0.001366,
|
|
"min": 0.001069,
|
|
"max": 0.318677,
|
|
"recall-0.025": 0.697309,
|
|
"recall-0.05": 0.872197,
|
|
"recall-0.1": 0.910314,
|
|
"recall-0.15": 0.919283,
|
|
"recall-0.25": 0.928251,
|
|
"recall-0.5": 0.930493,
|
|
"num_labels": 446
|
|
},
|
|
"hip_left": {
|
|
"count": 297,
|
|
"mean": 0.097359,
|
|
"median": 0.090944,
|
|
"std": 0.033028,
|
|
"sem": 0.00192,
|
|
"min": 0.028402,
|
|
"max": 0.291192,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.015924,
|
|
"recall-0.1": 0.61465,
|
|
"recall-0.15": 0.888535,
|
|
"recall-0.25": 0.93949,
|
|
"recall-0.5": 0.94586,
|
|
"num_labels": 314
|
|
},
|
|
"hip_right": {
|
|
"count": 242,
|
|
"mean": 0.087756,
|
|
"median": 0.082133,
|
|
"std": 0.03298,
|
|
"sem": 0.002124,
|
|
"min": 0.021341,
|
|
"max": 0.295087,
|
|
"recall-0.025": 0.007692,
|
|
"recall-0.05": 0.053846,
|
|
"recall-0.1": 0.730769,
|
|
"recall-0.15": 0.884615,
|
|
"recall-0.25": 0.926923,
|
|
"recall-0.5": 0.930769,
|
|
"num_labels": 260
|
|
},
|
|
"knee_left": {
|
|
"count": 251,
|
|
"mean": 0.122524,
|
|
"median": 0.090424,
|
|
"std": 0.100851,
|
|
"sem": 0.006378,
|
|
"min": 0.008922,
|
|
"max": 0.49552,
|
|
"recall-0.025": 0.039855,
|
|
"recall-0.05": 0.184783,
|
|
"recall-0.1": 0.507246,
|
|
"recall-0.15": 0.684783,
|
|
"recall-0.25": 0.804348,
|
|
"recall-0.5": 0.90942,
|
|
"num_labels": 276
|
|
},
|
|
"knee_right": {
|
|
"count": 192,
|
|
"mean": 0.109016,
|
|
"median": 0.081017,
|
|
"std": 0.095955,
|
|
"sem": 0.006943,
|
|
"min": 0.011151,
|
|
"max": 0.484042,
|
|
"recall-0.025": 0.032558,
|
|
"recall-0.05": 0.227907,
|
|
"recall-0.1": 0.576744,
|
|
"recall-0.15": 0.75814,
|
|
"recall-0.25": 0.804651,
|
|
"recall-0.5": 0.893023,
|
|
"num_labels": 215
|
|
},
|
|
"ankle_left": {
|
|
"count": 69,
|
|
"mean": 0.334588,
|
|
"median": 0.365143,
|
|
"std": 0.120143,
|
|
"sem": 0.014569,
|
|
"min": 0.02336,
|
|
"max": 0.495692,
|
|
"recall-0.025": 0.007576,
|
|
"recall-0.05": 0.015152,
|
|
"recall-0.1": 0.030303,
|
|
"recall-0.15": 0.060606,
|
|
"recall-0.25": 0.106061,
|
|
"recall-0.5": 0.522727,
|
|
"num_labels": 132
|
|
},
|
|
"ankle_right": {
|
|
"count": 64,
|
|
"mean": 0.346003,
|
|
"median": 0.38619,
|
|
"std": 0.125211,
|
|
"sem": 0.015775,
|
|
"min": 0.024771,
|
|
"max": 0.497919,
|
|
"recall-0.025": 0.007874,
|
|
"recall-0.05": 0.015748,
|
|
"recall-0.1": 0.055118,
|
|
"recall-0.15": 0.070866,
|
|
"recall-0.25": 0.094488,
|
|
"recall-0.5": 0.503937,
|
|
"num_labels": 127
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4457,
|
|
"recall-0.025": 0.34261,
|
|
"recall-0.05": 0.6206,
|
|
"recall-0.1": 0.79022,
|
|
"recall-0.15": 0.84631,
|
|
"recall-0.25": 0.86762,
|
|
"recall-0.5": 0.90307
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4313,
|
|
"correct_parts": 3809,
|
|
"pcp": 0.883144
|
|
}
|
|
```
|
|
|
|
### CHI3D
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0169703,
|
|
"demosaicing": 0.000515061,
|
|
"avg_time_2d": 0.00981255,
|
|
"avg_time_3d": 6.18559e-05,
|
|
"fps": 96.2513
|
|
}
|
|
{
|
|
"triangulator_calls": 390,
|
|
"init_time": 3.34877e-06,
|
|
"undistort_time": 7.50805e-06,
|
|
"project_time": 1.48464e-06,
|
|
"match_time": 3.529e-06,
|
|
"pairs_time": 7.43731e-07,
|
|
"pair_scoring_time": 1.19455e-05,
|
|
"grouping_time": 2.20653e-06,
|
|
"full_time": 1.4654e-05,
|
|
"merge_time": 5.79215e-06,
|
|
"post_time": 5.2202e-06,
|
|
"convert_time": 9.65744e-08,
|
|
"total_time": 5.67689e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 390,
|
|
"total_labels": 780,
|
|
"total_preds": 777,
|
|
"considered_empty": 0,
|
|
"valid_preds": 777,
|
|
"invalid_preds": 0,
|
|
"missing": 3,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 0.99615,
|
|
"f1": 0.99807,
|
|
"non_empty": 777
|
|
},
|
|
"mpjpe": {
|
|
"count": 777,
|
|
"mean": 0.060536,
|
|
"median": 0.057443,
|
|
"std": 0.014371,
|
|
"sem": 0.000516,
|
|
"min": 0.043669,
|
|
"max": 0.26398,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.041026,
|
|
"recall-0.1": 0.984615,
|
|
"recall-0.15": 0.989744,
|
|
"recall-0.25": 0.994872,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 0.002358,
|
|
"ap-0.1": 0.984223,
|
|
"ap-0.15": 0.989463,
|
|
"ap-0.25": 0.994845,
|
|
"ap-0.5": 0.996154
|
|
},
|
|
"head": {
|
|
"count": 777,
|
|
"mean": 0.03923,
|
|
"median": 0.028368,
|
|
"std": 0.04507,
|
|
"sem": 0.001618,
|
|
"min": 0.002045,
|
|
"max": 0.357624,
|
|
"recall-0.025": 0.421795,
|
|
"recall-0.05": 0.839744,
|
|
"recall-0.1": 0.951282,
|
|
"recall-0.15": 0.960256,
|
|
"recall-0.25": 0.976923,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"shoulder_left": {
|
|
"count": 777,
|
|
"mean": 0.062532,
|
|
"median": 0.064795,
|
|
"std": 0.021911,
|
|
"sem": 0.000787,
|
|
"min": 0.009091,
|
|
"max": 0.162654,
|
|
"recall-0.025": 0.017949,
|
|
"recall-0.05": 0.316667,
|
|
"recall-0.1": 0.958974,
|
|
"recall-0.15": 0.992308,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"shoulder_right": {
|
|
"count": 777,
|
|
"mean": 0.066991,
|
|
"median": 0.065245,
|
|
"std": 0.021106,
|
|
"sem": 0.000758,
|
|
"min": 0.014587,
|
|
"max": 0.322867,
|
|
"recall-0.025": 0.008974,
|
|
"recall-0.05": 0.176923,
|
|
"recall-0.1": 0.946154,
|
|
"recall-0.15": 0.992308,
|
|
"recall-0.25": 0.994872,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"elbow_left": {
|
|
"count": 776,
|
|
"mean": 0.056701,
|
|
"median": 0.047986,
|
|
"std": 0.035003,
|
|
"sem": 0.001257,
|
|
"min": 0.016862,
|
|
"max": 0.425933,
|
|
"recall-0.025": 0.015385,
|
|
"recall-0.05": 0.544872,
|
|
"recall-0.1": 0.942308,
|
|
"recall-0.15": 0.973077,
|
|
"recall-0.25": 0.987179,
|
|
"recall-0.5": 0.994872,
|
|
"num_labels": 780
|
|
},
|
|
"elbow_right": {
|
|
"count": 777,
|
|
"mean": 0.063884,
|
|
"median": 0.061811,
|
|
"std": 0.022341,
|
|
"sem": 0.000802,
|
|
"min": 0.024328,
|
|
"max": 0.229178,
|
|
"recall-0.025": 0.001282,
|
|
"recall-0.05": 0.253846,
|
|
"recall-0.1": 0.937179,
|
|
"recall-0.15": 0.982051,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"wrist_left": {
|
|
"count": 773,
|
|
"mean": 0.049284,
|
|
"median": 0.044614,
|
|
"std": 0.034732,
|
|
"sem": 0.00125,
|
|
"min": 0.006308,
|
|
"max": 0.444649,
|
|
"recall-0.025": 0.132051,
|
|
"recall-0.05": 0.639744,
|
|
"recall-0.1": 0.944872,
|
|
"recall-0.15": 0.978205,
|
|
"recall-0.25": 0.985897,
|
|
"recall-0.5": 0.991026,
|
|
"num_labels": 780
|
|
},
|
|
"wrist_right": {
|
|
"count": 771,
|
|
"mean": 0.066866,
|
|
"median": 0.065082,
|
|
"std": 0.035568,
|
|
"sem": 0.001282,
|
|
"min": 0.01684,
|
|
"max": 0.320426,
|
|
"recall-0.025": 0.017949,
|
|
"recall-0.05": 0.315385,
|
|
"recall-0.1": 0.912821,
|
|
"recall-0.15": 0.953846,
|
|
"recall-0.25": 0.985897,
|
|
"recall-0.5": 0.988462,
|
|
"num_labels": 780
|
|
},
|
|
"hip_left": {
|
|
"count": 777,
|
|
"mean": 0.082351,
|
|
"median": 0.082373,
|
|
"std": 0.020106,
|
|
"sem": 0.000722,
|
|
"min": 0.033221,
|
|
"max": 0.142049,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.046154,
|
|
"recall-0.1": 0.807692,
|
|
"recall-0.15": 0.996154,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"hip_right": {
|
|
"count": 777,
|
|
"mean": 0.105455,
|
|
"median": 0.103328,
|
|
"std": 0.018351,
|
|
"sem": 0.000659,
|
|
"min": 0.063302,
|
|
"max": 0.172157,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.426923,
|
|
"recall-0.15": 0.982051,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"knee_left": {
|
|
"count": 777,
|
|
"mean": 0.047564,
|
|
"median": 0.046007,
|
|
"std": 0.019294,
|
|
"sem": 0.000693,
|
|
"min": 0.009691,
|
|
"max": 0.199379,
|
|
"recall-0.025": 0.060256,
|
|
"recall-0.05": 0.634615,
|
|
"recall-0.1": 0.95641,
|
|
"recall-0.15": 0.992308,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"knee_right": {
|
|
"count": 777,
|
|
"mean": 0.051655,
|
|
"median": 0.049224,
|
|
"std": 0.018512,
|
|
"sem": 0.000665,
|
|
"min": 0.013483,
|
|
"max": 0.129734,
|
|
"recall-0.025": 0.038462,
|
|
"recall-0.05": 0.521795,
|
|
"recall-0.1": 0.976923,
|
|
"recall-0.15": 0.996154,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"ankle_left": {
|
|
"count": 777,
|
|
"mean": 0.049656,
|
|
"median": 0.046333,
|
|
"std": 0.015782,
|
|
"sem": 0.000567,
|
|
"min": 0.014965,
|
|
"max": 0.208071,
|
|
"recall-0.025": 0.007692,
|
|
"recall-0.05": 0.634615,
|
|
"recall-0.1": 0.980769,
|
|
"recall-0.15": 0.99359,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"ankle_right": {
|
|
"count": 777,
|
|
"mean": 0.034325,
|
|
"median": 0.030186,
|
|
"std": 0.016032,
|
|
"sem": 0.000576,
|
|
"min": 0.007554,
|
|
"max": 0.173272,
|
|
"recall-0.025": 0.305128,
|
|
"recall-0.05": 0.869231,
|
|
"recall-0.1": 0.99359,
|
|
"recall-0.15": 0.994872,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 10140,
|
|
"recall-0.025": 0.0784,
|
|
"recall-0.05": 0.44527,
|
|
"recall-0.1": 0.90197,
|
|
"recall-0.15": 0.98314,
|
|
"recall-0.25": 0.99191,
|
|
"recall-0.5": 0.99507
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10920,
|
|
"correct_parts": 10718,
|
|
"pcp": 0.981502
|
|
}
|
|
```
|
|
|
|
### Tsinghua
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.107502,
|
|
"demosaicing": 0.00283729,
|
|
"avg_time_2d": 0.0181046,
|
|
"avg_time_3d": 0.000172954,
|
|
"fps": 47.3601
|
|
}
|
|
{
|
|
"triangulator_calls": 210,
|
|
"init_time": 3.17945e-06,
|
|
"undistort_time": 1.63248e-05,
|
|
"project_time": 2.83689e-06,
|
|
"match_time": 1.00995e-05,
|
|
"pairs_time": 5.91732e-06,
|
|
"pair_scoring_time": 4.17872e-05,
|
|
"grouping_time": 8.15357e-06,
|
|
"full_time": 4.9209e-05,
|
|
"merge_time": 1.87054e-05,
|
|
"post_time": 7.03514e-06,
|
|
"convert_time": 1.33229e-07,
|
|
"total_time": 0.00016362
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 210,
|
|
"total_labels": 630,
|
|
"total_preds": 633,
|
|
"considered_empty": 0,
|
|
"valid_preds": 630,
|
|
"invalid_preds": 3,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.00474,
|
|
"precision": 0.99526,
|
|
"recall": 1.0,
|
|
"f1": 0.99762,
|
|
"non_empty": 633
|
|
},
|
|
"mpjpe": {
|
|
"count": 630,
|
|
"mean": 0.053264,
|
|
"median": 0.049206,
|
|
"std": 0.017551,
|
|
"sem": 0.0007,
|
|
"min": 0.030486,
|
|
"max": 0.139071,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.526984,
|
|
"recall-0.1": 0.955556,
|
|
"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": 0.311092,
|
|
"ap-0.1": 0.928198,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 598,
|
|
"mean": 0.039975,
|
|
"median": 0.037984,
|
|
"std": 0.012912,
|
|
"sem": 0.000528,
|
|
"min": 0.012896,
|
|
"max": 0.116056,
|
|
"recall-0.025": 0.09699,
|
|
"recall-0.05": 0.792642,
|
|
"recall-0.1": 0.998328,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 598
|
|
},
|
|
"shoulder_left": {
|
|
"count": 630,
|
|
"mean": 0.059288,
|
|
"median": 0.056736,
|
|
"std": 0.018282,
|
|
"sem": 0.000729,
|
|
"min": 0.019823,
|
|
"max": 0.144114,
|
|
"recall-0.025": 0.012698,
|
|
"recall-0.05": 0.322222,
|
|
"recall-0.1": 0.980952,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"shoulder_right": {
|
|
"count": 630,
|
|
"mean": 0.061464,
|
|
"median": 0.060303,
|
|
"std": 0.019566,
|
|
"sem": 0.00078,
|
|
"min": 0.016616,
|
|
"max": 0.129988,
|
|
"recall-0.025": 0.004762,
|
|
"recall-0.05": 0.326984,
|
|
"recall-0.1": 0.953968,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_left": {
|
|
"count": 630,
|
|
"mean": 0.050374,
|
|
"median": 0.047939,
|
|
"std": 0.02017,
|
|
"sem": 0.000804,
|
|
"min": 0.005532,
|
|
"max": 0.149499,
|
|
"recall-0.025": 0.066667,
|
|
"recall-0.05": 0.555556,
|
|
"recall-0.1": 0.980952,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_right": {
|
|
"count": 629,
|
|
"mean": 0.052235,
|
|
"median": 0.047694,
|
|
"std": 0.028777,
|
|
"sem": 0.001148,
|
|
"min": 0.005348,
|
|
"max": 0.201518,
|
|
"recall-0.025": 0.112878,
|
|
"recall-0.05": 0.570747,
|
|
"recall-0.1": 0.934817,
|
|
"recall-0.15": 0.982512,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"wrist_left": {
|
|
"count": 630,
|
|
"mean": 0.047149,
|
|
"median": 0.041593,
|
|
"std": 0.026116,
|
|
"sem": 0.001041,
|
|
"min": 0.003699,
|
|
"max": 0.219096,
|
|
"recall-0.025": 0.150794,
|
|
"recall-0.05": 0.657143,
|
|
"recall-0.1": 0.957143,
|
|
"recall-0.15": 0.992063,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"wrist_right": {
|
|
"count": 625,
|
|
"mean": 0.052725,
|
|
"median": 0.04803,
|
|
"std": 0.025831,
|
|
"sem": 0.001034,
|
|
"min": 0.003803,
|
|
"max": 0.223356,
|
|
"recall-0.025": 0.0752,
|
|
"recall-0.05": 0.5344,
|
|
"recall-0.1": 0.9552,
|
|
"recall-0.15": 0.9936,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 625
|
|
},
|
|
"hip_left": {
|
|
"count": 630,
|
|
"mean": 0.051742,
|
|
"median": 0.048997,
|
|
"std": 0.020868,
|
|
"sem": 0.000832,
|
|
"min": 0.003514,
|
|
"max": 0.145202,
|
|
"recall-0.025": 0.071429,
|
|
"recall-0.05": 0.522222,
|
|
"recall-0.1": 0.969841,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"hip_right": {
|
|
"count": 629,
|
|
"mean": 0.052231,
|
|
"median": 0.049906,
|
|
"std": 0.023457,
|
|
"sem": 0.000936,
|
|
"min": 0.006901,
|
|
"max": 0.129598,
|
|
"recall-0.025": 0.119237,
|
|
"recall-0.05": 0.503975,
|
|
"recall-0.1": 0.952305,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"knee_left": {
|
|
"count": 628,
|
|
"mean": 0.047512,
|
|
"median": 0.036051,
|
|
"std": 0.045449,
|
|
"sem": 0.001815,
|
|
"min": 0.007924,
|
|
"max": 0.367366,
|
|
"recall-0.025": 0.229299,
|
|
"recall-0.05": 0.707006,
|
|
"recall-0.1": 0.941083,
|
|
"recall-0.15": 0.964968,
|
|
"recall-0.25": 0.984076,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 628
|
|
},
|
|
"knee_right": {
|
|
"count": 629,
|
|
"mean": 0.054935,
|
|
"median": 0.037564,
|
|
"std": 0.071625,
|
|
"sem": 0.002858,
|
|
"min": 0.003958,
|
|
"max": 0.495684,
|
|
"recall-0.025": 0.211447,
|
|
"recall-0.05": 0.72337,
|
|
"recall-0.1": 0.937997,
|
|
"recall-0.15": 0.952305,
|
|
"recall-0.25": 0.957075,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"ankle_left": {
|
|
"count": 619,
|
|
"mean": 0.057506,
|
|
"median": 0.04289,
|
|
"std": 0.070306,
|
|
"sem": 0.002828,
|
|
"min": 0.007568,
|
|
"max": 0.487523,
|
|
"recall-0.025": 0.084006,
|
|
"recall-0.05": 0.680129,
|
|
"recall-0.1": 0.951535,
|
|
"recall-0.15": 0.959612,
|
|
"recall-0.25": 0.966074,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 619
|
|
},
|
|
"ankle_right": {
|
|
"count": 602,
|
|
"mean": 0.047183,
|
|
"median": 0.041684,
|
|
"std": 0.044559,
|
|
"sem": 0.001818,
|
|
"min": 0.005996,
|
|
"max": 0.453644,
|
|
"recall-0.025": 0.170418,
|
|
"recall-0.05": 0.694534,
|
|
"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": 0.10764,
|
|
"recall-0.05": 0.58187,
|
|
"recall-0.1": 0.95707,
|
|
"recall-0.15": 0.98376,
|
|
"recall-0.25": 0.98917,
|
|
"recall-0.5": 0.99754
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 8725,
|
|
"correct_parts": 8596,
|
|
"pcp": 0.985215
|
|
}
|
|
```
|
|
|
|
### H3WB
|
|
|
|
##### default joints
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0237961,
|
|
"demosaicing": 0.000614795,
|
|
"avg_time_2d": 0.00829619,
|
|
"avg_time_3d": 3.31439e-05,
|
|
"fps": 111.805
|
|
}
|
|
{
|
|
"triangulator_calls": 200,
|
|
"init_time": 2.38789e-06,
|
|
"undistort_time": 3.87026e-06,
|
|
"project_time": 1.6185e-08,
|
|
"match_time": 1.6255e-08,
|
|
"pairs_time": 1.95465e-07,
|
|
"pair_scoring_time": 5.95505e-06,
|
|
"grouping_time": 9.36885e-07,
|
|
"full_time": 7.57055e-06,
|
|
"merge_time": 3.17569e-06,
|
|
"post_time": 4.01471e-06,
|
|
"convert_time": 5.971e-08,
|
|
"total_time": 2.84365e-05
|
|
}
|
|
{
|
|
"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": 0.023425,
|
|
"median": 0.021578,
|
|
"std": 0.010126,
|
|
"sem": 0.000718,
|
|
"min": 0.011623,
|
|
"max": 0.093708,
|
|
"recall-0.025": 0.67,
|
|
"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": 0.589809,
|
|
"ap-0.05": 0.984181,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.038895,
|
|
"median": 0.030352,
|
|
"std": 0.030467,
|
|
"sem": 0.00216,
|
|
"min": 0.004392,
|
|
"max": 0.237499,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.765,
|
|
"recall-0.1": 0.96,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.018108,
|
|
"median": 0.015435,
|
|
"std": 0.011095,
|
|
"sem": 0.000787,
|
|
"min": 0.00323,
|
|
"max": 0.070588,
|
|
"recall-0.025": 0.82,
|
|
"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": 0.022008,
|
|
"median": 0.019454,
|
|
"std": 0.012077,
|
|
"sem": 0.000856,
|
|
"min": 0.004411,
|
|
"max": 0.078211,
|
|
"recall-0.025": 0.65,
|
|
"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": 0.0159,
|
|
"median": 0.012776,
|
|
"std": 0.012186,
|
|
"sem": 0.000864,
|
|
"min": 0.00209,
|
|
"max": 0.087905,
|
|
"recall-0.025": 0.85,
|
|
"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": 0.021065,
|
|
"median": 0.01403,
|
|
"std": 0.020542,
|
|
"sem": 0.001456,
|
|
"min": 0.001823,
|
|
"max": 0.121785,
|
|
"recall-0.025": 0.74,
|
|
"recall-0.05": 0.93,
|
|
"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": 0.025765,
|
|
"median": 0.018359,
|
|
"std": 0.030487,
|
|
"sem": 0.002161,
|
|
"min": 0.002177,
|
|
"max": 0.285894,
|
|
"recall-0.025": 0.67,
|
|
"recall-0.05": 0.9,
|
|
"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": 0.029113,
|
|
"median": 0.021614,
|
|
"std": 0.023181,
|
|
"sem": 0.001643,
|
|
"min": 0.001235,
|
|
"max": 0.11765,
|
|
"recall-0.025": 0.54,
|
|
"recall-0.05": 0.85,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.030934,
|
|
"median": 0.028988,
|
|
"std": 0.016146,
|
|
"sem": 0.001145,
|
|
"min": 0.003583,
|
|
"max": 0.101141,
|
|
"recall-0.025": 0.42,
|
|
"recall-0.05": 0.9,
|
|
"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": 0.030239,
|
|
"median": 0.027913,
|
|
"std": 0.014084,
|
|
"sem": 0.000998,
|
|
"min": 0.002849,
|
|
"max": 0.079303,
|
|
"recall-0.025": 0.415,
|
|
"recall-0.05": 0.905,
|
|
"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": 0.02016,
|
|
"median": 0.014306,
|
|
"std": 0.027052,
|
|
"sem": 0.001918,
|
|
"min": 0.002161,
|
|
"max": 0.324628,
|
|
"recall-0.025": 0.78,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_right": {
|
|
"count": 200,
|
|
"mean": 0.018237,
|
|
"median": 0.013708,
|
|
"std": 0.031105,
|
|
"sem": 0.002205,
|
|
"min": 0.001313,
|
|
"max": 0.425741,
|
|
"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": 0.015519,
|
|
"median": 0.010472,
|
|
"std": 0.025892,
|
|
"sem": 0.001835,
|
|
"min": 0.002508,
|
|
"max": 0.327614,
|
|
"recall-0.025": 0.9,
|
|
"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": 0.016143,
|
|
"median": 0.01016,
|
|
"std": 0.028275,
|
|
"sem": 0.002009,
|
|
"min": 0.000578,
|
|
"max": 0.34853,
|
|
"recall-0.025": 0.875,
|
|
"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": 0.68654,
|
|
"recall-0.05": 0.92577,
|
|
"recall-0.1": 0.98923,
|
|
"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": 0.0234424,
|
|
"demosaicing": 0.000597094,
|
|
"avg_time_2d": 0.0198536,
|
|
"avg_time_3d": 0.000112059,
|
|
"fps": 48.6316
|
|
}
|
|
{
|
|
"triangulator_calls": 200,
|
|
"init_time": 2.70115e-06,
|
|
"undistort_time": 2.53665e-05,
|
|
"project_time": 1.6065e-08,
|
|
"match_time": 1.628e-08,
|
|
"pairs_time": 1.9413e-07,
|
|
"pair_scoring_time": 5.7196e-06,
|
|
"grouping_time": 1.00915e-06,
|
|
"full_time": 4.30448e-05,
|
|
"merge_time": 1.30653e-05,
|
|
"post_time": 1.55649e-05,
|
|
"convert_time": 5.80455e-07,
|
|
"total_time": 0.000107512
|
|
}
|
|
{
|
|
"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": 0.043132,
|
|
"median": 0.039387,
|
|
"std": 0.014072,
|
|
"sem": 0.000998,
|
|
"min": 0.021117,
|
|
"max": 0.085964,
|
|
"recall-0.025": 0.045,
|
|
"recall-0.05": 0.74,
|
|
"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": 0.003962,
|
|
"ap-0.05": 0.655422,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.049915,
|
|
"median": 0.042015,
|
|
"std": 0.036385,
|
|
"sem": 0.002579,
|
|
"min": 0.005973,
|
|
"max": 0.236845,
|
|
"recall-0.025": 0.275,
|
|
"recall-0.05": 0.64,
|
|
"recall-0.1": 0.9,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_left": {
|
|
"count": 200,
|
|
"mean": 0.044397,
|
|
"median": 0.036978,
|
|
"std": 0.029256,
|
|
"sem": 0.002074,
|
|
"min": 0.00171,
|
|
"max": 0.167538,
|
|
"recall-0.025": 0.325,
|
|
"recall-0.05": 0.63,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_right": {
|
|
"count": 200,
|
|
"mean": 0.056037,
|
|
"median": 0.045882,
|
|
"std": 0.039378,
|
|
"sem": 0.002791,
|
|
"min": 0.005924,
|
|
"max": 0.237486,
|
|
"recall-0.025": 0.215,
|
|
"recall-0.05": 0.535,
|
|
"recall-0.1": 0.875,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_left": {
|
|
"count": 200,
|
|
"mean": 0.034489,
|
|
"median": 0.028142,
|
|
"std": 0.025642,
|
|
"sem": 0.001818,
|
|
"min": 0.002823,
|
|
"max": 0.175177,
|
|
"recall-0.025": 0.42,
|
|
"recall-0.05": 0.805,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_right": {
|
|
"count": 200,
|
|
"mean": 0.042828,
|
|
"median": 0.037726,
|
|
"std": 0.026903,
|
|
"sem": 0.001907,
|
|
"min": 0.003675,
|
|
"max": 0.128287,
|
|
"recall-0.025": 0.295,
|
|
"recall-0.05": 0.645,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.020004,
|
|
"median": 0.016985,
|
|
"std": 0.012169,
|
|
"sem": 0.000863,
|
|
"min": 0.001094,
|
|
"max": 0.095807,
|
|
"recall-0.025": 0.755,
|
|
"recall-0.05": 0.955,
|
|
"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": 0.025171,
|
|
"median": 0.022359,
|
|
"std": 0.013883,
|
|
"sem": 0.000984,
|
|
"min": 0.004821,
|
|
"max": 0.080711,
|
|
"recall-0.025": 0.565,
|
|
"recall-0.05": 0.935,
|
|
"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": 0.020148,
|
|
"median": 0.014986,
|
|
"std": 0.01749,
|
|
"sem": 0.00124,
|
|
"min": 0.002167,
|
|
"max": 0.105529,
|
|
"recall-0.025": 0.765,
|
|
"recall-0.05": 0.95,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_right": {
|
|
"count": 200,
|
|
"mean": 0.02539,
|
|
"median": 0.016821,
|
|
"std": 0.026118,
|
|
"sem": 0.001851,
|
|
"min": 0.003005,
|
|
"max": 0.20572,
|
|
"recall-0.025": 0.69,
|
|
"recall-0.05": 0.885,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_left": {
|
|
"count": 200,
|
|
"mean": 0.027296,
|
|
"median": 0.019606,
|
|
"std": 0.023626,
|
|
"sem": 0.001675,
|
|
"min": 0.002541,
|
|
"max": 0.158682,
|
|
"recall-0.025": 0.625,
|
|
"recall-0.05": 0.875,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_right": {
|
|
"count": 200,
|
|
"mean": 0.040851,
|
|
"median": 0.025323,
|
|
"std": 0.048618,
|
|
"sem": 0.003446,
|
|
"min": 0.003706,
|
|
"max": 0.404037,
|
|
"recall-0.025": 0.485,
|
|
"recall-0.05": 0.77,
|
|
"recall-0.1": 0.92,
|
|
"recall-0.15": 0.95,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.030057,
|
|
"median": 0.027929,
|
|
"std": 0.014386,
|
|
"sem": 0.00102,
|
|
"min": 0.002476,
|
|
"max": 0.072983,
|
|
"recall-0.025": 0.405,
|
|
"recall-0.05": 0.88,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_right": {
|
|
"count": 200,
|
|
"mean": 0.030364,
|
|
"median": 0.027459,
|
|
"std": 0.016243,
|
|
"sem": 0.001151,
|
|
"min": 0.004434,
|
|
"max": 0.084628,
|
|
"recall-0.025": 0.445,
|
|
"recall-0.05": 0.86,
|
|
"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": 0.020583,
|
|
"median": 0.016293,
|
|
"std": 0.01915,
|
|
"sem": 0.001357,
|
|
"min": 0.000745,
|
|
"max": 0.164611,
|
|
"recall-0.025": 0.74,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_right": {
|
|
"count": 200,
|
|
"mean": 0.026148,
|
|
"median": 0.01449,
|
|
"std": 0.047287,
|
|
"sem": 0.003352,
|
|
"min": 0.001588,
|
|
"max": 0.345064,
|
|
"recall-0.025": 0.77,
|
|
"recall-0.05": 0.925,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 0.975,
|
|
"recall-0.25": 0.98,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_left": {
|
|
"count": 200,
|
|
"mean": 0.016567,
|
|
"median": 0.011604,
|
|
"std": 0.019439,
|
|
"sem": 0.001378,
|
|
"min": 0.001421,
|
|
"max": 0.137631,
|
|
"recall-0.025": 0.85,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_right": {
|
|
"count": 200,
|
|
"mean": 0.018085,
|
|
"median": 0.013044,
|
|
"std": 0.021785,
|
|
"sem": 0.001544,
|
|
"min": 0.000985,
|
|
"max": 0.172154,
|
|
"recall-0.025": 0.845,
|
|
"recall-0.05": 0.965,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_big_left": {
|
|
"count": 200,
|
|
"mean": 0.028829,
|
|
"median": 0.02154,
|
|
"std": 0.028841,
|
|
"sem": 0.002045,
|
|
"min": 0.00125,
|
|
"max": 0.217976,
|
|
"recall-0.025": 0.595,
|
|
"recall-0.05": 0.905,
|
|
"recall-0.1": 0.965,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_small_left": {
|
|
"count": 200,
|
|
"mean": 0.026583,
|
|
"median": 0.01933,
|
|
"std": 0.030992,
|
|
"sem": 0.002197,
|
|
"min": 0.00573,
|
|
"max": 0.290533,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.935,
|
|
"recall-0.1": 0.965,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_heel_left": {
|
|
"count": 200,
|
|
"mean": 0.024503,
|
|
"median": 0.017704,
|
|
"std": 0.024485,
|
|
"sem": 0.001736,
|
|
"min": 0.002178,
|
|
"max": 0.2162,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.935,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_big_right": {
|
|
"count": 200,
|
|
"mean": 0.032208,
|
|
"median": 0.024194,
|
|
"std": 0.032234,
|
|
"sem": 0.002285,
|
|
"min": 0.001342,
|
|
"max": 0.265315,
|
|
"recall-0.025": 0.52,
|
|
"recall-0.05": 0.87,
|
|
"recall-0.1": 0.96,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_small_right": {
|
|
"count": 200,
|
|
"mean": 0.031648,
|
|
"median": 0.024153,
|
|
"std": 0.029664,
|
|
"sem": 0.002103,
|
|
"min": 0.00475,
|
|
"max": 0.221386,
|
|
"recall-0.025": 0.525,
|
|
"recall-0.05": 0.87,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_heel_right": {
|
|
"count": 200,
|
|
"mean": 0.023614,
|
|
"median": 0.017623,
|
|
"std": 0.020827,
|
|
"sem": 0.001476,
|
|
"min": 0.001811,
|
|
"max": 0.138129,
|
|
"recall-0.025": 0.69,
|
|
"recall-0.05": 0.92,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_jaw_right_1": {
|
|
"count": 199,
|
|
"mean": 0.0898,
|
|
"median": 0.081206,
|
|
"std": 0.041723,
|
|
"sem": 0.002965,
|
|
"min": 0.027524,
|
|
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"recall-0.05": 0.62,
|
|
"recall-0.1": 0.895,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_14": {
|
|
"count": 200,
|
|
"mean": 0.041907,
|
|
"median": 0.034623,
|
|
"std": 0.031368,
|
|
"sem": 0.002224,
|
|
"min": 0.006452,
|
|
"max": 0.22009,
|
|
"recall-0.025": 0.31,
|
|
"recall-0.05": 0.71,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_15": {
|
|
"count": 200,
|
|
"mean": 0.037544,
|
|
"median": 0.031902,
|
|
"std": 0.02663,
|
|
"sem": 0.001888,
|
|
"min": 0.003938,
|
|
"max": 0.17102,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.74,
|
|
"recall-0.1": 0.965,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_16": {
|
|
"count": 200,
|
|
"mean": 0.033569,
|
|
"median": 0.028519,
|
|
"std": 0.022222,
|
|
"sem": 0.001575,
|
|
"min": 0.003713,
|
|
"max": 0.118315,
|
|
"recall-0.025": 0.42,
|
|
"recall-0.05": 0.81,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_17": {
|
|
"count": 200,
|
|
"mean": 0.036556,
|
|
"median": 0.028029,
|
|
"std": 0.026631,
|
|
"sem": 0.001888,
|
|
"min": 0.003469,
|
|
"max": 0.16206,
|
|
"recall-0.025": 0.425,
|
|
"recall-0.05": 0.75,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_18": {
|
|
"count": 200,
|
|
"mean": 0.031641,
|
|
"median": 0.025468,
|
|
"std": 0.024536,
|
|
"sem": 0.001739,
|
|
"min": 0.002915,
|
|
"max": 0.200336,
|
|
"recall-0.025": 0.49,
|
|
"recall-0.05": 0.85,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_19": {
|
|
"count": 200,
|
|
"mean": 0.033532,
|
|
"median": 0.026599,
|
|
"std": 0.026981,
|
|
"sem": 0.001913,
|
|
"min": 0.002392,
|
|
"max": 0.225828,
|
|
"recall-0.025": 0.48,
|
|
"recall-0.05": 0.795,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_mouth_20": {
|
|
"count": 200,
|
|
"mean": 0.039466,
|
|
"median": 0.031214,
|
|
"std": 0.028517,
|
|
"sem": 0.002022,
|
|
"min": 0.006261,
|
|
"max": 0.225434,
|
|
"recall-0.025": 0.39,
|
|
"recall-0.05": 0.71,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_wrist_left": {
|
|
"count": 200,
|
|
"mean": 0.034796,
|
|
"median": 0.021929,
|
|
"std": 0.03872,
|
|
"sem": 0.002745,
|
|
"min": 0.001469,
|
|
"max": 0.181711,
|
|
"recall-0.025": 0.58,
|
|
"recall-0.05": 0.825,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.96,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_wrist_right": {
|
|
"count": 200,
|
|
"mean": 0.045111,
|
|
"median": 0.024091,
|
|
"std": 0.060786,
|
|
"sem": 0.004309,
|
|
"min": 0.003195,
|
|
"max": 0.386514,
|
|
"recall-0.025": 0.515,
|
|
"recall-0.05": 0.77,
|
|
"recall-0.1": 0.885,
|
|
"recall-0.15": 0.945,
|
|
"recall-0.25": 0.975,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_middle": {
|
|
"count": 200,
|
|
"mean": 0.029545,
|
|
"median": 0.026042,
|
|
"std": 0.015188,
|
|
"sem": 0.001077,
|
|
"min": 0.003985,
|
|
"max": 0.099106,
|
|
"recall-0.025": 0.46,
|
|
"recall-0.05": 0.88,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_middle": {
|
|
"count": 200,
|
|
"mean": 0.018895,
|
|
"median": 0.017164,
|
|
"std": 0.009273,
|
|
"sem": 0.000657,
|
|
"min": 0.002107,
|
|
"max": 0.053975,
|
|
"recall-0.025": 0.77,
|
|
"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": 0.031599,
|
|
"median": 0.028287,
|
|
"std": 0.018928,
|
|
"sem": 0.001342,
|
|
"min": 0.002955,
|
|
"max": 0.112382,
|
|
"recall-0.025": 0.455,
|
|
"recall-0.05": 0.845,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"body_errors": {
|
|
"body": {
|
|
"count": 5200,
|
|
"mean": 0.029837,
|
|
"median": 0.023603,
|
|
"std": 0.02493,
|
|
"sem": 0.001767,
|
|
"min": 0.002892,
|
|
"max": 0.176457,
|
|
"num_labels": 5200
|
|
},
|
|
"face": {
|
|
"count": 13597,
|
|
"mean": 0.048196,
|
|
"median": 0.039482,
|
|
"std": 0.032806,
|
|
"sem": 0.002326,
|
|
"min": 0.005402,
|
|
"max": 0.220999,
|
|
"num_labels": 13600
|
|
},
|
|
"hand": {
|
|
"count": 400,
|
|
"mean": 0.039954,
|
|
"median": 0.02301,
|
|
"std": 0.049753,
|
|
"sem": 0.003527,
|
|
"min": 0.002332,
|
|
"max": 0.284113,
|
|
"num_labels": 400
|
|
}
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 19200,
|
|
"recall-0.025": 0.3799,
|
|
"recall-0.05": 0.7,
|
|
"recall-0.1": 0.92828,
|
|
"recall-0.15": 0.97974,
|
|
"recall-0.25": 0.99823,
|
|
"recall-0.5": 0.99984
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2791,
|
|
"pcp": 0.996786
|
|
}
|
|
```
|
|
|
|
### EgoHumans
|
|
|
|
##### tagging
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.310209,
|
|
"demosaicing": 0.0110243,
|
|
"avg_time_2d": 0.0272337,
|
|
"avg_time_3d": 0.000296995,
|
|
"fps": 25.937
|
|
}
|
|
{
|
|
"triangulator_calls": 100,
|
|
"init_time": 4.00208e-06,
|
|
"undistort_time": 2.43765e-05,
|
|
"project_time": 6.34821e-06,
|
|
"match_time": 2.05875e-05,
|
|
"pairs_time": 2.29192e-05,
|
|
"pair_scoring_time": 7.09368e-05,
|
|
"grouping_time": 1.40305e-05,
|
|
"full_time": 7.96369e-05,
|
|
"merge_time": 3.34965e-05,
|
|
"post_time": 9.34518e-06,
|
|
"convert_time": 2.4168e-07,
|
|
"total_time": 0.000286161
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 100,
|
|
"total_labels": 400,
|
|
"total_preds": 440,
|
|
"considered_empty": 0,
|
|
"valid_preds": 386,
|
|
"invalid_preds": 54,
|
|
"missing": 14,
|
|
"invalid_fraction": 0.12273,
|
|
"precision": 0.87727,
|
|
"recall": 0.965,
|
|
"f1": 0.91905,
|
|
"non_empty": 440
|
|
},
|
|
"mpjpe": {
|
|
"count": 386,
|
|
"mean": 0.045099,
|
|
"median": 0.032078,
|
|
"std": 0.040778,
|
|
"sem": 0.002078,
|
|
"min": 0.014227,
|
|
"max": 0.49573,
|
|
"recall-0.025": 0.2,
|
|
"recall-0.05": 0.76,
|
|
"recall-0.1": 0.9,
|
|
"recall-0.15": 0.9325,
|
|
"recall-0.25": 0.9625,
|
|
"recall-0.5": 0.965,
|
|
"num_labels": 400,
|
|
"ap-0.025": 0.04867,
|
|
"ap-0.05": 0.680659,
|
|
"ap-0.1": 0.880726,
|
|
"ap-0.15": 0.918552,
|
|
"ap-0.25": 0.949462,
|
|
"ap-0.5": 0.952193
|
|
},
|
|
"head": {
|
|
"count": 386,
|
|
"mean": 0.045726,
|
|
"median": 0.038747,
|
|
"std": 0.041773,
|
|
"sem": 0.002129,
|
|
"min": 0.004769,
|
|
"max": 0.495497,
|
|
"recall-0.025": 0.215,
|
|
"recall-0.05": 0.7,
|
|
"recall-0.1": 0.925,
|
|
"recall-0.15": 0.9475,
|
|
"recall-0.25": 0.955,
|
|
"recall-0.5": 0.965,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_left": {
|
|
"count": 385,
|
|
"mean": 0.036888,
|
|
"median": 0.03153,
|
|
"std": 0.028768,
|
|
"sem": 0.001468,
|
|
"min": 0.004969,
|
|
"max": 0.370043,
|
|
"recall-0.025": 0.3425,
|
|
"recall-0.05": 0.78,
|
|
"recall-0.1": 0.94,
|
|
"recall-0.15": 0.955,
|
|
"recall-0.25": 0.96,
|
|
"recall-0.5": 0.9625,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_right": {
|
|
"count": 385,
|
|
"mean": 0.038253,
|
|
"median": 0.031791,
|
|
"std": 0.030679,
|
|
"sem": 0.001566,
|
|
"min": 0.003899,
|
|
"max": 0.416756,
|
|
"recall-0.025": 0.2925,
|
|
"recall-0.05": 0.8,
|
|
"recall-0.1": 0.93,
|
|
"recall-0.15": 0.955,
|
|
"recall-0.25": 0.96,
|
|
"recall-0.5": 0.9625,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_left": {
|
|
"count": 385,
|
|
"mean": 0.028929,
|
|
"median": 0.024894,
|
|
"std": 0.024205,
|
|
"sem": 0.001235,
|
|
"min": 0.003988,
|
|
"max": 0.295528,
|
|
"recall-0.025": 0.485,
|
|
"recall-0.05": 0.8875,
|
|
"recall-0.1": 0.9475,
|
|
"recall-0.15": 0.95,
|
|
"recall-0.25": 0.96,
|
|
"recall-0.5": 0.9625,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_right": {
|
|
"count": 385,
|
|
"mean": 0.03738,
|
|
"median": 0.028979,
|
|
"std": 0.032702,
|
|
"sem": 0.001669,
|
|
"min": 0.005122,
|
|
"max": 0.365092,
|
|
"recall-0.025": 0.3675,
|
|
"recall-0.05": 0.8,
|
|
"recall-0.1": 0.925,
|
|
"recall-0.15": 0.945,
|
|
"recall-0.25": 0.96,
|
|
"recall-0.5": 0.9625,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_left": {
|
|
"count": 386,
|
|
"mean": 0.036971,
|
|
"median": 0.026926,
|
|
"std": 0.042403,
|
|
"sem": 0.002161,
|
|
"min": 0.001651,
|
|
"max": 0.459529,
|
|
"recall-0.025": 0.4275,
|
|
"recall-0.05": 0.8125,
|
|
"recall-0.1": 0.9225,
|
|
"recall-0.15": 0.945,
|
|
"recall-0.25": 0.9525,
|
|
"recall-0.5": 0.965,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_right": {
|
|
"count": 383,
|
|
"mean": 0.04009,
|
|
"median": 0.026257,
|
|
"std": 0.042137,
|
|
"sem": 0.002156,
|
|
"min": 0.001451,
|
|
"max": 0.269131,
|
|
"recall-0.025": 0.4525,
|
|
"recall-0.05": 0.7375,
|
|
"recall-0.1": 0.8975,
|
|
"recall-0.15": 0.925,
|
|
"recall-0.25": 0.95,
|
|
"recall-0.5": 0.9575,
|
|
"num_labels": 400
|
|
},
|
|
"hip_left": {
|
|
"count": 385,
|
|
"mean": 0.047588,
|
|
"median": 0.040146,
|
|
"std": 0.031679,
|
|
"sem": 0.001617,
|
|
"min": 0.004897,
|
|
"max": 0.255357,
|
|
"recall-0.025": 0.2375,
|
|
"recall-0.05": 0.6125,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.95,
|
|
"recall-0.25": 0.96,
|
|
"recall-0.5": 0.9625,
|
|
"num_labels": 400
|
|
},
|
|
"hip_right": {
|
|
"count": 386,
|
|
"mean": 0.051153,
|
|
"median": 0.03889,
|
|
"std": 0.040037,
|
|
"sem": 0.00204,
|
|
"min": 0.001325,
|
|
"max": 0.238013,
|
|
"recall-0.025": 0.22,
|
|
"recall-0.05": 0.6075,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.9275,
|
|
"recall-0.25": 0.965,
|
|
"recall-0.5": 0.965,
|
|
"num_labels": 400
|
|
},
|
|
"knee_left": {
|
|
"count": 384,
|
|
"mean": 0.035642,
|
|
"median": 0.024978,
|
|
"std": 0.046584,
|
|
"sem": 0.00238,
|
|
"min": 0.00327,
|
|
"max": 0.365998,
|
|
"recall-0.025": 0.4825,
|
|
"recall-0.05": 0.8425,
|
|
"recall-0.1": 0.92,
|
|
"recall-0.15": 0.9325,
|
|
"recall-0.25": 0.9375,
|
|
"recall-0.5": 0.96,
|
|
"num_labels": 400
|
|
},
|
|
"knee_right": {
|
|
"count": 381,
|
|
"mean": 0.041849,
|
|
"median": 0.025249,
|
|
"std": 0.072437,
|
|
"sem": 0.003716,
|
|
"min": 0.00254,
|
|
"max": 0.485743,
|
|
"recall-0.025": 0.47,
|
|
"recall-0.05": 0.8225,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.915,
|
|
"recall-0.25": 0.92,
|
|
"recall-0.5": 0.9525,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_left": {
|
|
"count": 381,
|
|
"mean": 0.035229,
|
|
"median": 0.025574,
|
|
"std": 0.046306,
|
|
"sem": 0.002375,
|
|
"min": 0.002257,
|
|
"max": 0.458632,
|
|
"recall-0.025": 0.46,
|
|
"recall-0.05": 0.81,
|
|
"recall-0.1": 0.9175,
|
|
"recall-0.15": 0.9375,
|
|
"recall-0.25": 0.94,
|
|
"recall-0.5": 0.9525,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_right": {
|
|
"count": 366,
|
|
"mean": 0.046296,
|
|
"median": 0.028993,
|
|
"std": 0.054021,
|
|
"sem": 0.002828,
|
|
"min": 0.002596,
|
|
"max": 0.434415,
|
|
"recall-0.025": 0.4025,
|
|
"recall-0.05": 0.6625,
|
|
"recall-0.1": 0.8325,
|
|
"recall-0.15": 0.88,
|
|
"recall-0.25": 0.9025,
|
|
"recall-0.5": 0.915,
|
|
"num_labels": 400
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 5200,
|
|
"recall-0.025": 0.37346,
|
|
"recall-0.05": 0.75962,
|
|
"recall-0.1": 0.90942,
|
|
"recall-0.15": 0.93577,
|
|
"recall-0.25": 0.94788,
|
|
"recall-0.5": 0.95731
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5600,
|
|
"correct_parts": 5277,
|
|
"pcp": 0.942321
|
|
}
|
|
```
|
|
|
|
##### legoassemble
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.278237,
|
|
"demosaicing": 0.0110612,
|
|
"avg_time_2d": 0.0240154,
|
|
"avg_time_3d": 0.000242046,
|
|
"fps": 28.3137
|
|
}
|
|
{
|
|
"triangulator_calls": 121,
|
|
"init_time": 3.4108e-06,
|
|
"undistort_time": 1.9004e-05,
|
|
"project_time": 3.96777e-06,
|
|
"match_time": 1.33092e-05,
|
|
"pairs_time": 1.08128e-05,
|
|
"pair_scoring_time": 6.1806e-05,
|
|
"grouping_time": 1.16601e-05,
|
|
"full_time": 7.14101e-05,
|
|
"merge_time": 3.26368e-05,
|
|
"post_time": 7.33497e-06,
|
|
"convert_time": 1.39355e-07,
|
|
"total_time": 0.00023573
|
|
}
|
|
{
|
|
"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": 0.025709,
|
|
"median": 0.024834,
|
|
"std": 0.007209,
|
|
"sem": 0.000379,
|
|
"min": 0.011746,
|
|
"max": 0.051988,
|
|
"recall-0.025": 0.515152,
|
|
"recall-0.05": 0.997245,
|
|
"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": 0.282931,
|
|
"ap-0.05": 0.996426,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 363,
|
|
"mean": 0.027303,
|
|
"median": 0.023105,
|
|
"std": 0.016677,
|
|
"sem": 0.000877,
|
|
"min": 0.001375,
|
|
"max": 0.086144,
|
|
"recall-0.025": 0.573003,
|
|
"recall-0.05": 0.900826,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"shoulder_left": {
|
|
"count": 363,
|
|
"mean": 0.027108,
|
|
"median": 0.022,
|
|
"std": 0.020752,
|
|
"sem": 0.001091,
|
|
"min": 0.002767,
|
|
"max": 0.150529,
|
|
"recall-0.025": 0.592287,
|
|
"recall-0.05": 0.892562,
|
|
"recall-0.1": 0.986226,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"shoulder_right": {
|
|
"count": 363,
|
|
"mean": 0.02312,
|
|
"median": 0.020238,
|
|
"std": 0.012706,
|
|
"sem": 0.000668,
|
|
"min": 0.002849,
|
|
"max": 0.10193,
|
|
"recall-0.025": 0.62259,
|
|
"recall-0.05": 0.966942,
|
|
"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": 0.022561,
|
|
"median": 0.019468,
|
|
"std": 0.015633,
|
|
"sem": 0.000822,
|
|
"min": 0.001582,
|
|
"max": 0.207353,
|
|
"recall-0.025": 0.68595,
|
|
"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": 0.018544,
|
|
"median": 0.016655,
|
|
"std": 0.010242,
|
|
"sem": 0.000538,
|
|
"min": 0.002603,
|
|
"max": 0.082689,
|
|
"recall-0.025": 0.807163,
|
|
"recall-0.05": 0.988981,
|
|
"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": 0.023435,
|
|
"median": 0.018811,
|
|
"std": 0.018148,
|
|
"sem": 0.000954,
|
|
"min": 0.0023,
|
|
"max": 0.200226,
|
|
"recall-0.025": 0.688705,
|
|
"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": 0.019636,
|
|
"median": 0.017778,
|
|
"std": 0.011098,
|
|
"sem": 0.000583,
|
|
"min": 0.003242,
|
|
"max": 0.077536,
|
|
"recall-0.025": 0.76584,
|
|
"recall-0.05": 0.980716,
|
|
"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": 0.031051,
|
|
"median": 0.026439,
|
|
"std": 0.016983,
|
|
"sem": 0.000893,
|
|
"min": 0.005104,
|
|
"max": 0.117092,
|
|
"recall-0.025": 0.446281,
|
|
"recall-0.05": 0.853994,
|
|
"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": 0.031582,
|
|
"median": 0.028644,
|
|
"std": 0.017376,
|
|
"sem": 0.000913,
|
|
"min": 0.003061,
|
|
"max": 0.138503,
|
|
"recall-0.025": 0.366391,
|
|
"recall-0.05": 0.892562,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_left": {
|
|
"count": 363,
|
|
"mean": 0.028515,
|
|
"median": 0.021075,
|
|
"std": 0.023189,
|
|
"sem": 0.001219,
|
|
"min": 0.00224,
|
|
"max": 0.123462,
|
|
"recall-0.025": 0.61708,
|
|
"recall-0.05": 0.853994,
|
|
"recall-0.1": 0.972452,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_right": {
|
|
"count": 363,
|
|
"mean": 0.023905,
|
|
"median": 0.020469,
|
|
"std": 0.013552,
|
|
"sem": 0.000712,
|
|
"min": 0.00231,
|
|
"max": 0.067798,
|
|
"recall-0.025": 0.586777,
|
|
"recall-0.05": 0.939394,
|
|
"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": 0.028076,
|
|
"median": 0.022154,
|
|
"std": 0.022505,
|
|
"sem": 0.001183,
|
|
"min": 0.002848,
|
|
"max": 0.178544,
|
|
"recall-0.025": 0.575758,
|
|
"recall-0.05": 0.900826,
|
|
"recall-0.1": 0.980716,
|
|
"recall-0.15": 0.99449,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"ankle_right": {
|
|
"count": 363,
|
|
"mean": 0.029383,
|
|
"median": 0.022253,
|
|
"std": 0.026946,
|
|
"sem": 0.001416,
|
|
"min": 0.003171,
|
|
"max": 0.279154,
|
|
"recall-0.025": 0.573003,
|
|
"recall-0.05": 0.870523,
|
|
"recall-0.1": 0.975207,
|
|
"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": 0.60691,
|
|
"recall-0.05": 0.91651,
|
|
"recall-0.1": 0.99068,
|
|
"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": 0.303957,
|
|
"demosaicing": 0.0124639,
|
|
"avg_time_2d": 0.028774,
|
|
"avg_time_3d": 0.000427253,
|
|
"fps": 24.0009
|
|
}
|
|
{
|
|
"triangulator_calls": 166,
|
|
"init_time": 4.4167e-06,
|
|
"undistort_time": 2.639e-05,
|
|
"project_time": 5.98478e-06,
|
|
"match_time": 2.41609e-05,
|
|
"pairs_time": 2.84968e-05,
|
|
"pair_scoring_time": 0.000108731,
|
|
"grouping_time": 2.2923e-05,
|
|
"full_time": 0.000133892,
|
|
"merge_time": 5.43871e-05,
|
|
"post_time": 8.74764e-06,
|
|
"convert_time": 1.87614e-07,
|
|
"total_time": 0.000418557
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 166,
|
|
"total_labels": 332,
|
|
"total_preds": 664,
|
|
"considered_empty": 0,
|
|
"valid_preds": 332,
|
|
"invalid_preds": 332,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.5,
|
|
"precision": 0.5,
|
|
"recall": 1.0,
|
|
"f1": 0.66667,
|
|
"non_empty": 664
|
|
},
|
|
"mpjpe": {
|
|
"count": 332,
|
|
"mean": 0.024425,
|
|
"median": 0.021271,
|
|
"std": 0.008542,
|
|
"sem": 0.00047,
|
|
"min": 0.011864,
|
|
"max": 0.05374,
|
|
"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": 0.345599,
|
|
"ap-0.05": 0.628717,
|
|
"ap-0.1": 0.654377,
|
|
"ap-0.15": 0.654377,
|
|
"ap-0.25": 0.654377,
|
|
"ap-0.5": 0.654377
|
|
},
|
|
"head": {
|
|
"count": 332,
|
|
"mean": 0.039882,
|
|
"median": 0.039905,
|
|
"std": 0.020357,
|
|
"sem": 0.001119,
|
|
"min": 0.00252,
|
|
"max": 0.100623,
|
|
"recall-0.025": 0.298193,
|
|
"recall-0.05": 0.677711,
|
|
"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": 0.023024,
|
|
"median": 0.020257,
|
|
"std": 0.01221,
|
|
"sem": 0.000671,
|
|
"min": 0.001095,
|
|
"max": 0.078755,
|
|
"recall-0.025": 0.707831,
|
|
"recall-0.05": 0.954819,
|
|
"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": 0.028515,
|
|
"median": 0.02123,
|
|
"std": 0.02201,
|
|
"sem": 0.00121,
|
|
"min": 0.002349,
|
|
"max": 0.150413,
|
|
"recall-0.025": 0.626506,
|
|
"recall-0.05": 0.870482,
|
|
"recall-0.1": 0.987952,
|
|
"recall-0.15": 0.996988,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"elbow_left": {
|
|
"count": 332,
|
|
"mean": 0.019324,
|
|
"median": 0.016468,
|
|
"std": 0.010797,
|
|
"sem": 0.000593,
|
|
"min": 0.003763,
|
|
"max": 0.074035,
|
|
"recall-0.025": 0.771084,
|
|
"recall-0.05": 0.978916,
|
|
"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": 0.023678,
|
|
"median": 0.019658,
|
|
"std": 0.015704,
|
|
"sem": 0.000863,
|
|
"min": 0.002643,
|
|
"max": 0.115356,
|
|
"recall-0.025": 0.695783,
|
|
"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": 0.019812,
|
|
"median": 0.013198,
|
|
"std": 0.01932,
|
|
"sem": 0.001062,
|
|
"min": 0.00177,
|
|
"max": 0.131494,
|
|
"recall-0.025": 0.759036,
|
|
"recall-0.05": 0.927711,
|
|
"recall-0.1": 0.987952,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"wrist_right": {
|
|
"count": 332,
|
|
"mean": 0.028082,
|
|
"median": 0.020659,
|
|
"std": 0.022301,
|
|
"sem": 0.001226,
|
|
"min": 0.003582,
|
|
"max": 0.177319,
|
|
"recall-0.025": 0.611446,
|
|
"recall-0.05": 0.876506,
|
|
"recall-0.1": 0.978916,
|
|
"recall-0.15": 0.996988,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_left": {
|
|
"count": 332,
|
|
"mean": 0.029313,
|
|
"median": 0.024921,
|
|
"std": 0.017145,
|
|
"sem": 0.000942,
|
|
"min": 0.002577,
|
|
"max": 0.113372,
|
|
"recall-0.025": 0.503012,
|
|
"recall-0.05": 0.891566,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_right": {
|
|
"count": 332,
|
|
"mean": 0.029537,
|
|
"median": 0.02664,
|
|
"std": 0.015658,
|
|
"sem": 0.000861,
|
|
"min": 0.001439,
|
|
"max": 0.105894,
|
|
"recall-0.025": 0.442771,
|
|
"recall-0.05": 0.918675,
|
|
"recall-0.1": 0.993976,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"knee_left": {
|
|
"count": 332,
|
|
"mean": 0.020974,
|
|
"median": 0.015503,
|
|
"std": 0.015422,
|
|
"sem": 0.000848,
|
|
"min": 0.000939,
|
|
"max": 0.099795,
|
|
"recall-0.025": 0.75,
|
|
"recall-0.05": 0.930723,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"knee_right": {
|
|
"count": 332,
|
|
"mean": 0.019021,
|
|
"median": 0.013273,
|
|
"std": 0.015966,
|
|
"sem": 0.000878,
|
|
"min": 0.001757,
|
|
"max": 0.104421,
|
|
"recall-0.025": 0.75,
|
|
"recall-0.05": 0.954819,
|
|
"recall-0.1": 0.993976,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"ankle_left": {
|
|
"count": 332,
|
|
"mean": 0.013638,
|
|
"median": 0.010547,
|
|
"std": 0.009849,
|
|
"sem": 0.000541,
|
|
"min": 0.001846,
|
|
"max": 0.06429,
|
|
"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": 0.022724,
|
|
"median": 0.020629,
|
|
"std": 0.013353,
|
|
"sem": 0.000734,
|
|
"min": 0.001949,
|
|
"max": 0.107535,
|
|
"recall-0.025": 0.783133,
|
|
"recall-0.05": 0.954819,
|
|
"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": 0.65871,
|
|
"recall-0.05": 0.91057,
|
|
"recall-0.1": 0.99444,
|
|
"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": 0.298966,
|
|
"demosaicing": 0.0113474,
|
|
"avg_time_2d": 0.0280345,
|
|
"avg_time_3d": 0.000433696,
|
|
"fps": 25.1158
|
|
}
|
|
{
|
|
"triangulator_calls": 110,
|
|
"init_time": 3.95514e-06,
|
|
"undistort_time": 2.53e-05,
|
|
"project_time": 5.29397e-06,
|
|
"match_time": 2.4653e-05,
|
|
"pairs_time": 2.7177e-05,
|
|
"pair_scoring_time": 0.000113083,
|
|
"grouping_time": 3.83683e-05,
|
|
"full_time": 0.000129254,
|
|
"merge_time": 4.6897e-05,
|
|
"post_time": 9.29975e-06,
|
|
"convert_time": 1.91573e-07,
|
|
"total_time": 0.000423714
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 110,
|
|
"total_labels": 330,
|
|
"total_preds": 449,
|
|
"considered_empty": 0,
|
|
"valid_preds": 330,
|
|
"invalid_preds": 119,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.26503,
|
|
"precision": 0.73497,
|
|
"recall": 1.0,
|
|
"f1": 0.84724,
|
|
"non_empty": 449
|
|
},
|
|
"mpjpe": {
|
|
"count": 330,
|
|
"mean": 0.041063,
|
|
"median": 0.036866,
|
|
"std": 0.015367,
|
|
"sem": 0.000847,
|
|
"min": 0.018212,
|
|
"max": 0.103604,
|
|
"recall-0.025": 0.10303,
|
|
"recall-0.05": 0.760606,
|
|
"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": 0.017154,
|
|
"ap-0.05": 0.489974,
|
|
"ap-0.1": 0.742996,
|
|
"ap-0.15": 0.747355,
|
|
"ap-0.25": 0.747355,
|
|
"ap-0.5": 0.747355
|
|
},
|
|
"head": {
|
|
"count": 330,
|
|
"mean": 0.048055,
|
|
"median": 0.042068,
|
|
"std": 0.025825,
|
|
"sem": 0.001424,
|
|
"min": 0.005872,
|
|
"max": 0.151981,
|
|
"recall-0.025": 0.163636,
|
|
"recall-0.05": 0.615152,
|
|
"recall-0.1": 0.954545,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_left": {
|
|
"count": 330,
|
|
"mean": 0.046432,
|
|
"median": 0.042123,
|
|
"std": 0.024892,
|
|
"sem": 0.001372,
|
|
"min": 0.004769,
|
|
"max": 0.163066,
|
|
"recall-0.025": 0.178788,
|
|
"recall-0.05": 0.633333,
|
|
"recall-0.1": 0.972727,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_right": {
|
|
"count": 330,
|
|
"mean": 0.041224,
|
|
"median": 0.036008,
|
|
"std": 0.023223,
|
|
"sem": 0.00128,
|
|
"min": 0.00437,
|
|
"max": 0.136017,
|
|
"recall-0.025": 0.242424,
|
|
"recall-0.05": 0.760606,
|
|
"recall-0.1": 0.969697,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_left": {
|
|
"count": 330,
|
|
"mean": 0.045598,
|
|
"median": 0.039718,
|
|
"std": 0.028504,
|
|
"sem": 0.001571,
|
|
"min": 0.005659,
|
|
"max": 0.199871,
|
|
"recall-0.025": 0.230303,
|
|
"recall-0.05": 0.654545,
|
|
"recall-0.1": 0.939394,
|
|
"recall-0.15": 0.993939,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_right": {
|
|
"count": 330,
|
|
"mean": 0.042717,
|
|
"median": 0.036098,
|
|
"std": 0.028046,
|
|
"sem": 0.001546,
|
|
"min": 0.003197,
|
|
"max": 0.235706,
|
|
"recall-0.025": 0.254545,
|
|
"recall-0.05": 0.69697,
|
|
"recall-0.1": 0.957576,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_left": {
|
|
"count": 330,
|
|
"mean": 0.048578,
|
|
"median": 0.040402,
|
|
"std": 0.037102,
|
|
"sem": 0.002045,
|
|
"min": 0.004103,
|
|
"max": 0.361979,
|
|
"recall-0.025": 0.215152,
|
|
"recall-0.05": 0.618182,
|
|
"recall-0.1": 0.936364,
|
|
"recall-0.15": 0.981818,
|
|
"recall-0.25": 0.993939,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_right": {
|
|
"count": 330,
|
|
"mean": 0.049619,
|
|
"median": 0.04227,
|
|
"std": 0.033048,
|
|
"sem": 0.001822,
|
|
"min": 0.007026,
|
|
"max": 0.315362,
|
|
"recall-0.025": 0.184848,
|
|
"recall-0.05": 0.648485,
|
|
"recall-0.1": 0.939394,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"hip_left": {
|
|
"count": 330,
|
|
"mean": 0.0425,
|
|
"median": 0.039894,
|
|
"std": 0.022271,
|
|
"sem": 0.001228,
|
|
"min": 0.003933,
|
|
"max": 0.142151,
|
|
"recall-0.025": 0.227273,
|
|
"recall-0.05": 0.69697,
|
|
"recall-0.1": 0.978788,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"hip_right": {
|
|
"count": 330,
|
|
"mean": 0.040343,
|
|
"median": 0.037497,
|
|
"std": 0.022022,
|
|
"sem": 0.001214,
|
|
"min": 0.003119,
|
|
"max": 0.129649,
|
|
"recall-0.025": 0.290909,
|
|
"recall-0.05": 0.687879,
|
|
"recall-0.1": 0.981818,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"knee_left": {
|
|
"count": 330,
|
|
"mean": 0.033065,
|
|
"median": 0.028782,
|
|
"std": 0.020784,
|
|
"sem": 0.001146,
|
|
"min": 0.002685,
|
|
"max": 0.129199,
|
|
"recall-0.025": 0.415152,
|
|
"recall-0.05": 0.809091,
|
|
"recall-0.1": 0.987879,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"knee_right": {
|
|
"count": 330,
|
|
"mean": 0.034365,
|
|
"median": 0.02907,
|
|
"std": 0.021004,
|
|
"sem": 0.001158,
|
|
"min": 0.002824,
|
|
"max": 0.144819,
|
|
"recall-0.025": 0.390909,
|
|
"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": 0.031349,
|
|
"median": 0.025941,
|
|
"std": 0.023478,
|
|
"sem": 0.001294,
|
|
"min": 0.002203,
|
|
"max": 0.166806,
|
|
"recall-0.025": 0.481818,
|
|
"recall-0.05": 0.833333,
|
|
"recall-0.1": 0.975758,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_right": {
|
|
"count": 330,
|
|
"mean": 0.02998,
|
|
"median": 0.025332,
|
|
"std": 0.019723,
|
|
"sem": 0.001087,
|
|
"min": 0.00102,
|
|
"max": 0.120766,
|
|
"recall-0.025": 0.493939,
|
|
"recall-0.05": 0.872727,
|
|
"recall-0.1": 0.990909,
|
|
"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": 0.28788,
|
|
"recall-0.05": 0.71608,
|
|
"recall-0.1": 0.9662,
|
|
"recall-0.15": 0.9951,
|
|
"recall-0.25": 0.99907,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4620,
|
|
"correct_parts": 4602,
|
|
"pcp": 0.996104
|
|
}
|
|
```
|
|
|
|
##### volleyball
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.459734,
|
|
"demosaicing": 0.017871,
|
|
"avg_time_2d": 0.0512688,
|
|
"avg_time_3d": 0.00104949,
|
|
"fps": 14.2472
|
|
}
|
|
{
|
|
"triangulator_calls": 121,
|
|
"init_time": 7.09261e-06,
|
|
"undistort_time": 5.16316e-05,
|
|
"project_time": 9.59474e-06,
|
|
"match_time": 3.9339e-05,
|
|
"pairs_time": 8.66918e-05,
|
|
"pair_scoring_time": 0.000306317,
|
|
"grouping_time": 0.000199618,
|
|
"full_time": 0.000260053,
|
|
"merge_time": 7.86561e-05,
|
|
"post_time": 9.62402e-06,
|
|
"convert_time": 2.1781e-07,
|
|
"total_time": 0.00104908
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 121,
|
|
"total_labels": 484,
|
|
"total_preds": 486,
|
|
"considered_empty": 0,
|
|
"valid_preds": 480,
|
|
"invalid_preds": 6,
|
|
"missing": 4,
|
|
"invalid_fraction": 0.01235,
|
|
"precision": 0.98765,
|
|
"recall": 0.99174,
|
|
"f1": 0.98969,
|
|
"non_empty": 486
|
|
},
|
|
"mpjpe": {
|
|
"count": 480,
|
|
"mean": 0.029849,
|
|
"median": 0.028051,
|
|
"std": 0.010079,
|
|
"sem": 0.000461,
|
|
"min": 0.013138,
|
|
"max": 0.086341,
|
|
"recall-0.025": 0.347107,
|
|
"recall-0.05": 0.944215,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484,
|
|
"ap-0.025": 0.128128,
|
|
"ap-0.05": 0.89161,
|
|
"ap-0.1": 0.980385,
|
|
"ap-0.15": 0.980385,
|
|
"ap-0.25": 0.980385,
|
|
"ap-0.5": 0.980385
|
|
},
|
|
"head": {
|
|
"count": 480,
|
|
"mean": 0.03045,
|
|
"median": 0.026039,
|
|
"std": 0.019004,
|
|
"sem": 0.000868,
|
|
"min": 0.001683,
|
|
"max": 0.155456,
|
|
"recall-0.025": 0.466942,
|
|
"recall-0.05": 0.840909,
|
|
"recall-0.1": 0.989669,
|
|
"recall-0.15": 0.989669,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"shoulder_left": {
|
|
"count": 480,
|
|
"mean": 0.030474,
|
|
"median": 0.025899,
|
|
"std": 0.017821,
|
|
"sem": 0.000814,
|
|
"min": 0.004913,
|
|
"max": 0.104684,
|
|
"recall-0.025": 0.471074,
|
|
"recall-0.05": 0.853306,
|
|
"recall-0.1": 0.989669,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"shoulder_right": {
|
|
"count": 480,
|
|
"mean": 0.030255,
|
|
"median": 0.025788,
|
|
"std": 0.019962,
|
|
"sem": 0.000912,
|
|
"min": 0.002077,
|
|
"max": 0.144106,
|
|
"recall-0.025": 0.47314,
|
|
"recall-0.05": 0.865702,
|
|
"recall-0.1": 0.979339,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"elbow_left": {
|
|
"count": 480,
|
|
"mean": 0.031086,
|
|
"median": 0.026898,
|
|
"std": 0.01782,
|
|
"sem": 0.000814,
|
|
"min": 0.004827,
|
|
"max": 0.138679,
|
|
"recall-0.025": 0.438017,
|
|
"recall-0.05": 0.863636,
|
|
"recall-0.1": 0.987603,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"elbow_right": {
|
|
"count": 480,
|
|
"mean": 0.032084,
|
|
"median": 0.025951,
|
|
"std": 0.024617,
|
|
"sem": 0.001125,
|
|
"min": 0.001514,
|
|
"max": 0.199247,
|
|
"recall-0.025": 0.475207,
|
|
"recall-0.05": 0.865702,
|
|
"recall-0.1": 0.96281,
|
|
"recall-0.15": 0.983471,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"wrist_left": {
|
|
"count": 480,
|
|
"mean": 0.036838,
|
|
"median": 0.030874,
|
|
"std": 0.026141,
|
|
"sem": 0.001194,
|
|
"min": 0.002116,
|
|
"max": 0.202987,
|
|
"recall-0.025": 0.378099,
|
|
"recall-0.05": 0.768595,
|
|
"recall-0.1": 0.964876,
|
|
"recall-0.15": 0.979339,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"wrist_right": {
|
|
"count": 480,
|
|
"mean": 0.037543,
|
|
"median": 0.029696,
|
|
"std": 0.030892,
|
|
"sem": 0.001412,
|
|
"min": 0.002364,
|
|
"max": 0.286283,
|
|
"recall-0.025": 0.382231,
|
|
"recall-0.05": 0.770661,
|
|
"recall-0.1": 0.958678,
|
|
"recall-0.15": 0.979339,
|
|
"recall-0.25": 0.987603,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"hip_left": {
|
|
"count": 480,
|
|
"mean": 0.035469,
|
|
"median": 0.033235,
|
|
"std": 0.016523,
|
|
"sem": 0.000755,
|
|
"min": 0.005628,
|
|
"max": 0.1194,
|
|
"recall-0.025": 0.285124,
|
|
"recall-0.05": 0.82438,
|
|
"recall-0.1": 0.989669,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"hip_right": {
|
|
"count": 480,
|
|
"mean": 0.037169,
|
|
"median": 0.031737,
|
|
"std": 0.022461,
|
|
"sem": 0.001026,
|
|
"min": 0.004121,
|
|
"max": 0.133569,
|
|
"recall-0.025": 0.311983,
|
|
"recall-0.05": 0.799587,
|
|
"recall-0.1": 0.964876,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"knee_left": {
|
|
"count": 480,
|
|
"mean": 0.02087,
|
|
"median": 0.01723,
|
|
"std": 0.013743,
|
|
"sem": 0.000628,
|
|
"min": 0.003726,
|
|
"max": 0.142375,
|
|
"recall-0.025": 0.727273,
|
|
"recall-0.05": 0.954545,
|
|
"recall-0.1": 0.989669,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"knee_right": {
|
|
"count": 480,
|
|
"mean": 0.023378,
|
|
"median": 0.019293,
|
|
"std": 0.015425,
|
|
"sem": 0.000705,
|
|
"min": 0.002083,
|
|
"max": 0.092417,
|
|
"recall-0.025": 0.663223,
|
|
"recall-0.05": 0.92562,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"ankle_left": {
|
|
"count": 480,
|
|
"mean": 0.020647,
|
|
"median": 0.017383,
|
|
"std": 0.013171,
|
|
"sem": 0.000602,
|
|
"min": 0.002292,
|
|
"max": 0.118335,
|
|
"recall-0.025": 0.739669,
|
|
"recall-0.05": 0.958678,
|
|
"recall-0.1": 0.989669,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"ankle_right": {
|
|
"count": 480,
|
|
"mean": 0.021779,
|
|
"median": 0.018461,
|
|
"std": 0.013334,
|
|
"sem": 0.000609,
|
|
"min": 0.001779,
|
|
"max": 0.09571,
|
|
"recall-0.025": 0.71281,
|
|
"recall-0.05": 0.946281,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.991736,
|
|
"recall-0.5": 0.991736,
|
|
"num_labels": 484
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 6292,
|
|
"recall-0.025": 0.50064,
|
|
"recall-0.05": 0.86316,
|
|
"recall-0.1": 0.9795,
|
|
"recall-0.15": 0.98872,
|
|
"recall-0.25": 0.99126,
|
|
"recall-0.5": 0.99174
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6776,
|
|
"correct_parts": 6715,
|
|
"pcp": 0.990998
|
|
}
|
|
```
|
|
|
|
##### badminton
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.452032,
|
|
"demosaicing": 0.0177035,
|
|
"avg_time_2d": 0.0439512,
|
|
"avg_time_3d": 0.000726597,
|
|
"fps": 16.0304
|
|
}
|
|
{
|
|
"triangulator_calls": 183,
|
|
"init_time": 6.71268e-06,
|
|
"undistort_time": 4.29741e-05,
|
|
"project_time": 8.26797e-06,
|
|
"match_time": 3.34986e-05,
|
|
"pairs_time": 6.2742e-05,
|
|
"pair_scoring_time": 0.000192444,
|
|
"grouping_time": 5.69908e-05,
|
|
"full_time": 0.000215974,
|
|
"merge_time": 8.97259e-05,
|
|
"post_time": 9.68145e-06,
|
|
"convert_time": 2.04923e-07,
|
|
"total_time": 0.000719457
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 183,
|
|
"total_labels": 732,
|
|
"total_preds": 733,
|
|
"considered_empty": 0,
|
|
"valid_preds": 732,
|
|
"invalid_preds": 1,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.00136,
|
|
"precision": 0.99864,
|
|
"recall": 1.0,
|
|
"f1": 0.99932,
|
|
"non_empty": 733
|
|
},
|
|
"mpjpe": {
|
|
"count": 732,
|
|
"mean": 0.025045,
|
|
"median": 0.023879,
|
|
"std": 0.007244,
|
|
"sem": 0.000268,
|
|
"min": 0.009835,
|
|
"max": 0.074011,
|
|
"recall-0.025": 0.586066,
|
|
"recall-0.05": 0.991803,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732,
|
|
"ap-0.025": 0.392784,
|
|
"ap-0.05": 0.988954,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 732,
|
|
"mean": 0.028793,
|
|
"median": 0.023127,
|
|
"std": 0.022529,
|
|
"sem": 0.000833,
|
|
"min": 0.001802,
|
|
"max": 0.230778,
|
|
"recall-0.025": 0.545082,
|
|
"recall-0.05": 0.903005,
|
|
"recall-0.1": 0.98224,
|
|
"recall-0.15": 0.991803,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_left": {
|
|
"count": 732,
|
|
"mean": 0.033397,
|
|
"median": 0.028657,
|
|
"std": 0.020754,
|
|
"sem": 0.000768,
|
|
"min": 0.002947,
|
|
"max": 0.140869,
|
|
"recall-0.025": 0.400273,
|
|
"recall-0.05": 0.842896,
|
|
"recall-0.1": 0.980874,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_right": {
|
|
"count": 732,
|
|
"mean": 0.026944,
|
|
"median": 0.022838,
|
|
"std": 0.016999,
|
|
"sem": 0.000629,
|
|
"min": 0.001387,
|
|
"max": 0.146663,
|
|
"recall-0.025": 0.57377,
|
|
"recall-0.05": 0.90847,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_left": {
|
|
"count": 732,
|
|
"mean": 0.025678,
|
|
"median": 0.021632,
|
|
"std": 0.016698,
|
|
"sem": 0.000618,
|
|
"min": 0.002481,
|
|
"max": 0.126534,
|
|
"recall-0.025": 0.603825,
|
|
"recall-0.05": 0.928962,
|
|
"recall-0.1": 0.994536,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_right": {
|
|
"count": 732,
|
|
"mean": 0.02324,
|
|
"median": 0.019452,
|
|
"std": 0.01496,
|
|
"sem": 0.000553,
|
|
"min": 0.001163,
|
|
"max": 0.108799,
|
|
"recall-0.025": 0.674863,
|
|
"recall-0.05": 0.935792,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_left": {
|
|
"count": 732,
|
|
"mean": 0.02799,
|
|
"median": 0.02417,
|
|
"std": 0.019722,
|
|
"sem": 0.000729,
|
|
"min": 0.001877,
|
|
"max": 0.191519,
|
|
"recall-0.025": 0.512295,
|
|
"recall-0.05": 0.901639,
|
|
"recall-0.1": 0.987705,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_right": {
|
|
"count": 732,
|
|
"mean": 0.027309,
|
|
"median": 0.023765,
|
|
"std": 0.018701,
|
|
"sem": 0.000692,
|
|
"min": 0.003028,
|
|
"max": 0.190869,
|
|
"recall-0.025": 0.554645,
|
|
"recall-0.05": 0.919399,
|
|
"recall-0.1": 0.991803,
|
|
"recall-0.15": 0.995902,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"hip_left": {
|
|
"count": 732,
|
|
"mean": 0.028161,
|
|
"median": 0.02632,
|
|
"std": 0.013789,
|
|
"sem": 0.00051,
|
|
"min": 0.001235,
|
|
"max": 0.089993,
|
|
"recall-0.025": 0.460383,
|
|
"recall-0.05": 0.931694,
|
|
"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": 0.025779,
|
|
"median": 0.023306,
|
|
"std": 0.013216,
|
|
"sem": 0.000489,
|
|
"min": 0.001685,
|
|
"max": 0.102776,
|
|
"recall-0.025": 0.550546,
|
|
"recall-0.05": 0.952186,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"knee_left": {
|
|
"count": 732,
|
|
"mean": 0.017759,
|
|
"median": 0.016651,
|
|
"std": 0.008706,
|
|
"sem": 0.000322,
|
|
"min": 0.001064,
|
|
"max": 0.070855,
|
|
"recall-0.025": 0.845628,
|
|
"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": 0.020326,
|
|
"median": 0.018666,
|
|
"std": 0.009851,
|
|
"sem": 0.000364,
|
|
"min": 0.003068,
|
|
"max": 0.068674,
|
|
"recall-0.025": 0.736339,
|
|
"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
|
|
},
|
|
"ankle_left": {
|
|
"count": 732,
|
|
"mean": 0.019616,
|
|
"median": 0.017733,
|
|
"std": 0.010576,
|
|
"sem": 0.000391,
|
|
"min": 0.002067,
|
|
"max": 0.089748,
|
|
"recall-0.025": 0.763661,
|
|
"recall-0.05": 0.980874,
|
|
"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": 0.020598,
|
|
"median": 0.018718,
|
|
"std": 0.010451,
|
|
"sem": 0.000387,
|
|
"min": 0.001614,
|
|
"max": 0.096862,
|
|
"recall-0.025": 0.741803,
|
|
"recall-0.05": 0.980874,
|
|
"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": 0.6116,
|
|
"recall-0.05": 0.93485,
|
|
"recall-0.1": 0.99433,
|
|
"recall-0.15": 0.99884,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10248,
|
|
"correct_parts": 10240,
|
|
"pcp": 0.999219
|
|
}
|
|
```
|
|
|
|
##### tennis
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.709753,
|
|
"demosaicing": 0.0273543,
|
|
"avg_time_2d": 0.0514816,
|
|
"avg_time_3d": 0.000600378,
|
|
"fps": 12.5887
|
|
}
|
|
{
|
|
"triangulator_calls": 181,
|
|
"init_time": 7.6806e-06,
|
|
"undistort_time": 3.2454e-05,
|
|
"project_time": 7.43999e-06,
|
|
"match_time": 1.63477e-05,
|
|
"pairs_time": 2.52535e-05,
|
|
"pair_scoring_time": 0.000159535,
|
|
"grouping_time": 4.8064e-05,
|
|
"full_time": 0.000186023,
|
|
"merge_time": 8.50171e-05,
|
|
"post_time": 7.13875e-06,
|
|
"convert_time": 1.27978e-07,
|
|
"total_time": 0.000575325
|
|
}
|
|
{
|
|
"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": 0.023213,
|
|
"median": 0.021801,
|
|
"std": 0.009521,
|
|
"sem": 0.000501,
|
|
"min": 0.012045,
|
|
"max": 0.12733,
|
|
"recall-0.025": 0.729282,
|
|
"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": 0.626324,
|
|
"ap-0.05": 0.985941,
|
|
"ap-0.1": 0.997154,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 362,
|
|
"mean": 0.036211,
|
|
"median": 0.035651,
|
|
"std": 0.015366,
|
|
"sem": 0.000809,
|
|
"min": 0.004166,
|
|
"max": 0.103865,
|
|
"recall-0.025": 0.234807,
|
|
"recall-0.05": 0.853591,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_left": {
|
|
"count": 362,
|
|
"mean": 0.023498,
|
|
"median": 0.01984,
|
|
"std": 0.014335,
|
|
"sem": 0.000754,
|
|
"min": 0.003033,
|
|
"max": 0.120766,
|
|
"recall-0.025": 0.632597,
|
|
"recall-0.05": 0.953039,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_right": {
|
|
"count": 362,
|
|
"mean": 0.02675,
|
|
"median": 0.024194,
|
|
"std": 0.01403,
|
|
"sem": 0.000738,
|
|
"min": 0.002454,
|
|
"max": 0.098238,
|
|
"recall-0.025": 0.516575,
|
|
"recall-0.05": 0.939227,
|
|
"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": 0.02072,
|
|
"median": 0.017227,
|
|
"std": 0.013419,
|
|
"sem": 0.000706,
|
|
"min": 0.001056,
|
|
"max": 0.098447,
|
|
"recall-0.025": 0.745856,
|
|
"recall-0.05": 0.955801,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"elbow_right": {
|
|
"count": 362,
|
|
"mean": 0.024697,
|
|
"median": 0.022139,
|
|
"std": 0.015501,
|
|
"sem": 0.000816,
|
|
"min": 0.001285,
|
|
"max": 0.147551,
|
|
"recall-0.025": 0.60221,
|
|
"recall-0.05": 0.953039,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"wrist_left": {
|
|
"count": 362,
|
|
"mean": 0.022039,
|
|
"median": 0.018331,
|
|
"std": 0.014347,
|
|
"sem": 0.000755,
|
|
"min": 0.003252,
|
|
"max": 0.095115,
|
|
"recall-0.025": 0.701657,
|
|
"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
|
|
},
|
|
"wrist_right": {
|
|
"count": 362,
|
|
"mean": 0.028362,
|
|
"median": 0.022899,
|
|
"std": 0.02836,
|
|
"sem": 0.001493,
|
|
"min": 0.002325,
|
|
"max": 0.315152,
|
|
"recall-0.025": 0.555249,
|
|
"recall-0.05": 0.903315,
|
|
"recall-0.1": 0.986188,
|
|
"recall-0.15": 0.991713,
|
|
"recall-0.25": 0.994475,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"hip_left": {
|
|
"count": 362,
|
|
"mean": 0.024894,
|
|
"median": 0.022278,
|
|
"std": 0.014487,
|
|
"sem": 0.000762,
|
|
"min": 0.002017,
|
|
"max": 0.143551,
|
|
"recall-0.025": 0.588398,
|
|
"recall-0.05": 0.955801,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"hip_right": {
|
|
"count": 362,
|
|
"mean": 0.02466,
|
|
"median": 0.02231,
|
|
"std": 0.016469,
|
|
"sem": 0.000867,
|
|
"min": 0.000903,
|
|
"max": 0.190926,
|
|
"recall-0.025": 0.588398,
|
|
"recall-0.05": 0.947514,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"knee_left": {
|
|
"count": 362,
|
|
"mean": 0.015667,
|
|
"median": 0.014287,
|
|
"std": 0.007999,
|
|
"sem": 0.000421,
|
|
"min": 0.002177,
|
|
"max": 0.050713,
|
|
"recall-0.025": 0.88674,
|
|
"recall-0.05": 0.997238,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"knee_right": {
|
|
"count": 362,
|
|
"mean": 0.016797,
|
|
"median": 0.014334,
|
|
"std": 0.016153,
|
|
"sem": 0.00085,
|
|
"min": 0.002523,
|
|
"max": 0.256658,
|
|
"recall-0.025": 0.875691,
|
|
"recall-0.05": 0.991713,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 0.997238,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"ankle_left": {
|
|
"count": 362,
|
|
"mean": 0.018588,
|
|
"median": 0.016165,
|
|
"std": 0.011049,
|
|
"sem": 0.000582,
|
|
"min": 0.001739,
|
|
"max": 0.08852,
|
|
"recall-0.025": 0.801105,
|
|
"recall-0.05": 0.975138,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"ankle_right": {
|
|
"count": 362,
|
|
"mean": 0.018893,
|
|
"median": 0.014002,
|
|
"std": 0.028283,
|
|
"sem": 0.001489,
|
|
"min": 0.000791,
|
|
"max": 0.49458,
|
|
"recall-0.025": 0.825967,
|
|
"recall-0.05": 0.966851,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 0.997238,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4706,
|
|
"recall-0.025": 0.65746,
|
|
"recall-0.05": 0.94794,
|
|
"recall-0.1": 0.99575,
|
|
"recall-0.15": 0.99873,
|
|
"recall-0.25": 0.99894,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5068,
|
|
"correct_parts": 5064,
|
|
"pcp": 0.999211
|
|
}
|
|
```
|