7992 lines
171 KiB
Markdown
7992 lines
171 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": 0.0210844,
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"demosaicing": 0.000613385,
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"avg_time_2d": 0.00826702,
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"avg_time_3d": 3.67275e-05,
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"fps": 112.144
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}
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{
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"triangulator_calls": 600,
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"init_time": 2.66098e-06,
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"undistort_time": 3.72397e-06,
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"project_time": 7.0124e-07,
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"match_time": 1.19658e-06,
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"pairs_time": 2.10813e-07,
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"pair_scoring_time": 5.9247e-06,
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"grouping_time": 1.35449e-06,
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"full_time": 7.78258e-06,
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"merge_time": 3.15914e-06,
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"post_time": 4.86037e-06,
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"convert_time": 5.47233e-08,
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"total_time": 3.18622e-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": 0.060496,
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"median": 0.053051,
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"std": 0.028242,
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"sem": 0.001154,
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"min": 0.036391,
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"max": 0.191685,
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"recall-0.025": 0.0,
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"recall-0.05": 0.335,
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"recall-0.1": 0.945,
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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": 0.189462,
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"ap-0.1": 0.906596,
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"ap-0.15": 0.914939,
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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": 0.106551,
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"median": 0.095236,
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"std": 0.039752,
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"sem": 0.001624,
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"min": 0.014823,
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"max": 0.277586,
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"recall-0.025": 0.003333,
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"recall-0.05": 0.021667,
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"recall-0.1": 0.585,
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"recall-0.15": 0.855,
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"recall-0.25": 0.988333,
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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": 0.038602,
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"median": 0.027579,
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"std": 0.034741,
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"sem": 0.001419,
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"min": 0.001432,
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"max": 0.172853,
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"recall-0.025": 0.418333,
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"recall-0.05": 0.811667,
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"recall-0.1": 0.931667,
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"recall-0.15": 0.965,
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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": 0.045855,
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"median": 0.034435,
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"std": 0.039731,
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"sem": 0.001623,
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"min": 0.006883,
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"max": 0.240549,
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"recall-0.025": 0.298333,
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"recall-0.05": 0.775,
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"recall-0.1": 0.908333,
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"recall-0.15": 0.945,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"elbow_left": {
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"count": 600,
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"mean": 0.045211,
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"median": 0.033767,
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"std": 0.037653,
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"sem": 0.001538,
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"min": 0.004845,
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"max": 0.194312,
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"recall-0.025": 0.26,
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"recall-0.05": 0.781667,
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"recall-0.1": 0.923333,
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"recall-0.15": 0.951667,
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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": 0.044041,
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"median": 0.032214,
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"std": 0.038365,
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"sem": 0.001568,
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"min": 0.004559,
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"max": 0.407069,
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"recall-0.025": 0.27,
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"recall-0.05": 0.795,
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"recall-0.1": 0.928333,
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"recall-0.15": 0.941667,
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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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"wrist_left": {
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"count": 600,
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"mean": 0.03991,
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"median": 0.022309,
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"std": 0.04422,
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"sem": 0.001807,
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"min": 0.003241,
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"max": 0.252773,
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"recall-0.025": 0.548333,
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"recall-0.05": 0.761667,
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"recall-0.1": 0.91,
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"recall-0.15": 0.928333,
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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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"wrist_right": {
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"count": 598,
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"mean": 0.04073,
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"median": 0.025187,
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"std": 0.044602,
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"sem": 0.001825,
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"min": 0.003514,
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"max": 0.308979,
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"recall-0.025": 0.491667,
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"recall-0.05": 0.791667,
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"recall-0.1": 0.913333,
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"recall-0.15": 0.925,
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"recall-0.25": 0.993333,
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"recall-0.5": 0.996667,
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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": 0.070231,
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"median": 0.058914,
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"std": 0.035311,
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"sem": 0.001443,
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"min": 0.02269,
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"max": 0.216665,
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"recall-0.025": 0.001667,
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"recall-0.05": 0.22,
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"recall-0.1": 0.875,
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"recall-0.15": 0.946667,
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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": 0.086387,
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"median": 0.083718,
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"std": 0.02924,
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"sem": 0.001195,
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"min": 0.010679,
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"max": 0.219502,
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"recall-0.025": 0.011667,
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"recall-0.05": 0.058333,
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"recall-0.1": 0.865,
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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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"knee_left": {
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"count": 598,
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"mean": 0.052822,
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"median": 0.04235,
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"std": 0.046029,
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"sem": 0.001884,
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"min": 0.01399,
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"max": 0.493631,
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"recall-0.025": 0.058333,
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"recall-0.05": 0.701667,
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"recall-0.1": 0.926667,
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"recall-0.15": 0.941667,
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"recall-0.25": 0.991667,
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"recall-0.5": 0.996667,
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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": 0.045515,
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"median": 0.034198,
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"std": 0.037407,
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"sem": 0.001528,
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"min": 0.009795,
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"max": 0.29659,
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"recall-0.025": 0.095,
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"recall-0.05": 0.813333,
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"recall-0.1": 0.928333,
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"recall-0.15": 0.948333,
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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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"ankle_left": {
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"count": 598,
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"mean": 0.088855,
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"median": 0.082483,
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"std": 0.030683,
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"sem": 0.001256,
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"min": 0.046704,
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"max": 0.353694,
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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": 0.875,
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"recall-0.15": 0.943333,
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"recall-0.25": 0.993333,
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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": 600,
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"mean": 0.077006,
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"median": 0.066672,
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"std": 0.037945,
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"sem": 0.00155,
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"min": 0.035939,
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"max": 0.277096,
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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": 0.908333,
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"recall-0.15": 0.931667,
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"recall-0.25": 0.993333,
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"recall-0.5": 1.0,
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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": 0.18833,
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"recall-0.05": 0.50474,
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"recall-0.1": 0.88218,
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"recall-0.15": 0.93577,
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"recall-0.25": 0.99564,
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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": 8133,
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"pcp": 0.968214
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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": 0.0415539,
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"demosaicing": 0.000729576,
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"avg_time_2d": 0.0147618,
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"avg_time_3d": 0.000120587,
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"fps": 64.0536
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}
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{
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"triangulator_calls": 301,
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"init_time": 2.88489e-06,
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"undistort_time": 1.4084e-05,
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"project_time": 2.09862e-06,
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"match_time": 8.48508e-06,
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"pairs_time": 3.70267e-06,
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"pair_scoring_time": 2.68451e-05,
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"grouping_time": 6.3545e-06,
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"full_time": 2.70454e-05,
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"merge_time": 1.16283e-05,
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"post_time": 7.58572e-06,
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"convert_time": 1.18993e-07,
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"total_time": 0.000111068
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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": 824,
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"considered_empty": 0,
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"valid_preds": 477,
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"invalid_preds": 347,
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"missing": 0,
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"invalid_fraction": 0.42112,
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"precision": 0.57888,
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"recall": 1.0,
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"f1": 0.73328,
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"non_empty": 824
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},
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"mpjpe": {
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"count": 477,
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"mean": 0.047573,
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"median": 0.042506,
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"std": 0.014988,
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"sem": 0.000687,
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"min": 0.028778,
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"max": 0.118939,
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"recall-0.025": 0.0,
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"recall-0.05": 0.72327,
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"recall-0.1": 0.987421,
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"recall-0.15": 1.0,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 477,
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"ap-0.025": 0.0,
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"ap-0.05": 0.45546,
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"ap-0.1": 0.752725,
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"ap-0.15": 0.761685,
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"ap-0.25": 0.761685,
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"ap-0.5": 0.761685
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},
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"head": {
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"count": 477,
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"mean": 0.052991,
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"median": 0.048986,
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"std": 0.025142,
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"sem": 0.001152,
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"min": 0.006559,
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"max": 0.183673,
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"recall-0.025": 0.106918,
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"recall-0.05": 0.522013,
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"recall-0.1": 0.937107,
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"recall-0.15": 0.993711,
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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": 0.041955,
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"median": 0.037041,
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"std": 0.020741,
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"sem": 0.000951,
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"min": 0.004368,
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"max": 0.132918,
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"recall-0.025": 0.174004,
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"recall-0.05": 0.754717,
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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": 0.049593,
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"median": 0.046469,
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"std": 0.022897,
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"sem": 0.001049,
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"min": 0.005334,
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"max": 0.148157,
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"recall-0.025": 0.100629,
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"recall-0.05": 0.561845,
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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": 0.04052,
|
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"median": 0.03197,
|
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"std": 0.028831,
|
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"sem": 0.001321,
|
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"min": 0.003618,
|
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"max": 0.309844,
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|
"recall-0.025": 0.312369,
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|
"recall-0.05": 0.756813,
|
|
"recall-0.1": 0.953878,
|
|
"recall-0.15": 0.997904,
|
|
"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,
|
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"mean": 0.053225,
|
|
"median": 0.043315,
|
|
"std": 0.040534,
|
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"sem": 0.001858,
|
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"min": 0.003567,
|
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"max": 0.242994,
|
|
"recall-0.025": 0.27044,
|
|
"recall-0.05": 0.561845,
|
|
"recall-0.1": 0.897275,
|
|
"recall-0.15": 0.962264,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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},
|
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"wrist_left": {
|
|
"count": 477,
|
|
"mean": 0.059302,
|
|
"median": 0.054034,
|
|
"std": 0.038636,
|
|
"sem": 0.001771,
|
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"min": 0.00164,
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"max": 0.32449,
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"recall-0.025": 0.146751,
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"recall-0.05": 0.412998,
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"recall-0.1": 0.909853,
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"recall-0.15": 0.964361,
|
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"recall-0.25": 0.991614,
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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": {
|
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"count": 477,
|
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"mean": 0.05829,
|
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"median": 0.053472,
|
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"std": 0.034177,
|
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"sem": 0.001566,
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"min": 0.008622,
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"max": 0.382984,
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"recall-0.025": 0.113208,
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"recall-0.05": 0.440252,
|
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"recall-0.1": 0.90566,
|
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"recall-0.15": 0.981132,
|
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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": {
|
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"count": 477,
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"mean": 0.047691,
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"median": 0.042435,
|
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"std": 0.025943,
|
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"sem": 0.001189,
|
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"min": 0.008125,
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"max": 0.145941,
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"recall-0.025": 0.186583,
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"recall-0.05": 0.628931,
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"recall-0.1": 0.958071,
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"recall-0.15": 1.0,
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"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"hip_right": {
|
|
"count": 477,
|
|
"mean": 0.057591,
|
|
"median": 0.058504,
|
|
"std": 0.023873,
|
|
"sem": 0.001094,
|
|
"min": 0.006301,
|
|
"max": 0.132422,
|
|
"recall-0.025": 0.102725,
|
|
"recall-0.05": 0.354298,
|
|
"recall-0.1": 0.943396,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"knee_left": {
|
|
"count": 477,
|
|
"mean": 0.040294,
|
|
"median": 0.037394,
|
|
"std": 0.024582,
|
|
"sem": 0.001127,
|
|
"min": 0.00468,
|
|
"max": 0.190112,
|
|
"recall-0.025": 0.264151,
|
|
"recall-0.05": 0.752621,
|
|
"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": 0.039683,
|
|
"median": 0.035562,
|
|
"std": 0.023058,
|
|
"sem": 0.001057,
|
|
"min": 0.005833,
|
|
"max": 0.184978,
|
|
"recall-0.025": 0.318658,
|
|
"recall-0.05": 0.735849,
|
|
"recall-0.1": 0.974843,
|
|
"recall-0.15": 0.997904,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"ankle_left": {
|
|
"count": 477,
|
|
"mean": 0.036416,
|
|
"median": 0.027617,
|
|
"std": 0.030557,
|
|
"sem": 0.001401,
|
|
"min": 0.004893,
|
|
"max": 0.223793,
|
|
"recall-0.025": 0.42348,
|
|
"recall-0.05": 0.819706,
|
|
"recall-0.1": 0.947589,
|
|
"recall-0.15": 0.983229,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"ankle_right": {
|
|
"count": 477,
|
|
"mean": 0.040896,
|
|
"median": 0.030845,
|
|
"std": 0.037576,
|
|
"sem": 0.001722,
|
|
"min": 0.003445,
|
|
"max": 0.28852,
|
|
"recall-0.025": 0.301887,
|
|
"recall-0.05": 0.807128,
|
|
"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": 0.21609,
|
|
"recall-0.05": 0.62329,
|
|
"recall-0.1": 0.94291,
|
|
"recall-0.15": 0.9871,
|
|
"recall-0.25": 0.99871,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6678,
|
|
"correct_parts": 6623,
|
|
"pcp": 0.991764
|
|
}
|
|
{
|
|
"total_parts": {
|
|
"1": 2790,
|
|
"3": 1610,
|
|
"2": 370,
|
|
"sum": 4770
|
|
},
|
|
"correct_parts": {
|
|
"1": 2783,
|
|
"3": 1574,
|
|
"2": 351,
|
|
"sum": 4708
|
|
},
|
|
"pcp": {
|
|
"1": 0.997491,
|
|
"3": 0.97764,
|
|
"2": 0.948649,
|
|
"avg": 0.974593
|
|
}
|
|
}
|
|
```
|
|
|
|
### Campus
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.00473995,
|
|
"demosaicing": 0.000176621,
|
|
"avg_time_2d": 0.0069666,
|
|
"avg_time_3d": 3.95759e-05,
|
|
"fps": 139.222
|
|
}
|
|
{
|
|
"triangulator_calls": 222,
|
|
"init_time": 2.30386e-06,
|
|
"undistort_time": 5.79863e-06,
|
|
"project_time": 1.05762e-06,
|
|
"match_time": 2.8811e-06,
|
|
"pairs_time": 4.73671e-07,
|
|
"pair_scoring_time": 5.02461e-06,
|
|
"grouping_time": 1.36539e-06,
|
|
"full_time": 6.40501e-06,
|
|
"merge_time": 3.01859e-06,
|
|
"post_time": 6.25936e-06,
|
|
"convert_time": 1.01095e-07,
|
|
"total_time": 3.49216e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 222,
|
|
"total_labels": 376,
|
|
"total_preds": 442,
|
|
"considered_empty": 0,
|
|
"valid_preds": 376,
|
|
"invalid_preds": 66,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.14932,
|
|
"precision": 0.85068,
|
|
"recall": 1.0,
|
|
"f1": 0.91932,
|
|
"non_empty": 442
|
|
},
|
|
"mpjpe": {
|
|
"count": 376,
|
|
"mean": 0.075547,
|
|
"median": 0.072512,
|
|
"std": 0.016669,
|
|
"sem": 0.000861,
|
|
"min": 0.039602,
|
|
"max": 0.239068,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.00266,
|
|
"recall-0.1": 0.930851,
|
|
"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": 4e-05,
|
|
"ap-0.1": 0.851885,
|
|
"ap-0.15": 0.965231,
|
|
"ap-0.25": 0.967694,
|
|
"ap-0.5": 0.967694
|
|
},
|
|
"head": {
|
|
"count": 376,
|
|
"mean": 0.062777,
|
|
"median": 0.061742,
|
|
"std": 0.025212,
|
|
"sem": 0.001302,
|
|
"min": 0.009563,
|
|
"max": 0.198442,
|
|
"recall-0.025": 0.050532,
|
|
"recall-0.05": 0.305851,
|
|
"recall-0.1": 0.933511,
|
|
"recall-0.15": 0.994681,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_left": {
|
|
"count": 376,
|
|
"mean": 0.067112,
|
|
"median": 0.064801,
|
|
"std": 0.030176,
|
|
"sem": 0.001558,
|
|
"min": 0.013559,
|
|
"max": 0.205286,
|
|
"recall-0.025": 0.045213,
|
|
"recall-0.05": 0.321809,
|
|
"recall-0.1": 0.882979,
|
|
"recall-0.15": 0.981383,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_right": {
|
|
"count": 376,
|
|
"mean": 0.070564,
|
|
"median": 0.06227,
|
|
"std": 0.038676,
|
|
"sem": 0.001997,
|
|
"min": 0.017146,
|
|
"max": 0.497202,
|
|
"recall-0.025": 0.018617,
|
|
"recall-0.05": 0.31117,
|
|
"recall-0.1": 0.840426,
|
|
"recall-0.15": 0.968085,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_left": {
|
|
"count": 376,
|
|
"mean": 0.090691,
|
|
"median": 0.073021,
|
|
"std": 0.054828,
|
|
"sem": 0.002831,
|
|
"min": 0.013567,
|
|
"max": 0.347903,
|
|
"recall-0.025": 0.026596,
|
|
"recall-0.05": 0.236702,
|
|
"recall-0.1": 0.646277,
|
|
"recall-0.15": 0.864362,
|
|
"recall-0.25": 0.986702,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_right": {
|
|
"count": 375,
|
|
"mean": 0.077657,
|
|
"median": 0.070602,
|
|
"std": 0.037828,
|
|
"sem": 0.001956,
|
|
"min": 0.001558,
|
|
"max": 0.184804,
|
|
"recall-0.025": 0.037234,
|
|
"recall-0.05": 0.276596,
|
|
"recall-0.1": 0.723404,
|
|
"recall-0.15": 0.93883,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 0.99734,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_left": {
|
|
"count": 376,
|
|
"mean": 0.130122,
|
|
"median": 0.115218,
|
|
"std": 0.069844,
|
|
"sem": 0.003607,
|
|
"min": 0.017061,
|
|
"max": 0.459038,
|
|
"recall-0.025": 0.013298,
|
|
"recall-0.05": 0.077128,
|
|
"recall-0.1": 0.398936,
|
|
"recall-0.15": 0.675532,
|
|
"recall-0.25": 0.920213,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_right": {
|
|
"count": 376,
|
|
"mean": 0.103967,
|
|
"median": 0.097173,
|
|
"std": 0.050063,
|
|
"sem": 0.002585,
|
|
"min": 0.00426,
|
|
"max": 0.461637,
|
|
"recall-0.025": 0.005319,
|
|
"recall-0.05": 0.101064,
|
|
"recall-0.1": 0.515957,
|
|
"recall-0.15": 0.851064,
|
|
"recall-0.25": 0.986702,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_left": {
|
|
"count": 376,
|
|
"mean": 0.067438,
|
|
"median": 0.064184,
|
|
"std": 0.024754,
|
|
"sem": 0.001278,
|
|
"min": 0.014493,
|
|
"max": 0.166706,
|
|
"recall-0.025": 0.018617,
|
|
"recall-0.05": 0.239362,
|
|
"recall-0.1": 0.893617,
|
|
"recall-0.15": 0.994681,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_right": {
|
|
"count": 376,
|
|
"mean": 0.063234,
|
|
"median": 0.061541,
|
|
"std": 0.027789,
|
|
"sem": 0.001435,
|
|
"min": 0.011516,
|
|
"max": 0.197949,
|
|
"recall-0.025": 0.045213,
|
|
"recall-0.05": 0.367021,
|
|
"recall-0.1": 0.917553,
|
|
"recall-0.15": 0.989362,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_left": {
|
|
"count": 376,
|
|
"mean": 0.057101,
|
|
"median": 0.055438,
|
|
"std": 0.023745,
|
|
"sem": 0.001226,
|
|
"min": 0.006714,
|
|
"max": 0.175629,
|
|
"recall-0.025": 0.071809,
|
|
"recall-0.05": 0.390957,
|
|
"recall-0.1": 0.954787,
|
|
"recall-0.15": 0.992021,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_right": {
|
|
"count": 376,
|
|
"mean": 0.054065,
|
|
"median": 0.049743,
|
|
"std": 0.027363,
|
|
"sem": 0.001413,
|
|
"min": 0.011142,
|
|
"max": 0.228754,
|
|
"recall-0.025": 0.077128,
|
|
"recall-0.05": 0.505319,
|
|
"recall-0.1": 0.952128,
|
|
"recall-0.15": 0.989362,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_left": {
|
|
"count": 376,
|
|
"mean": 0.070912,
|
|
"median": 0.064896,
|
|
"std": 0.044349,
|
|
"sem": 0.00229,
|
|
"min": 0.010298,
|
|
"max": 0.401341,
|
|
"recall-0.025": 0.045213,
|
|
"recall-0.05": 0.329787,
|
|
"recall-0.1": 0.875,
|
|
"recall-0.15": 0.968085,
|
|
"recall-0.25": 0.986702,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_right": {
|
|
"count": 376,
|
|
"mean": 0.065105,
|
|
"median": 0.052692,
|
|
"std": 0.049817,
|
|
"sem": 0.002573,
|
|
"min": 0.0034,
|
|
"max": 0.378972,
|
|
"recall-0.025": 0.066489,
|
|
"recall-0.05": 0.43617,
|
|
"recall-0.1": 0.880319,
|
|
"recall-0.15": 0.957447,
|
|
"recall-0.25": 0.984043,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4888,
|
|
"recall-0.025": 0.03908,
|
|
"recall-0.05": 0.29828,
|
|
"recall-0.1": 0.79971,
|
|
"recall-0.15": 0.93515,
|
|
"recall-0.25": 0.98813,
|
|
"recall-0.5": 0.99959
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5264,
|
|
"correct_parts": 5005,
|
|
"pcp": 0.950798
|
|
}
|
|
```
|
|
|
|
### MVOR
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0112842,
|
|
"demosaicing": 0.0002937,
|
|
"avg_time_2d": 0.00802104,
|
|
"avg_time_3d": 4.47021e-05,
|
|
"fps": 119.625
|
|
}
|
|
{
|
|
"triangulator_calls": 629,
|
|
"init_time": 2.94223e-06,
|
|
"undistort_time": 6.10058e-06,
|
|
"project_time": 9.93347e-07,
|
|
"match_time": 2.58504e-06,
|
|
"pairs_time": 6.79809e-07,
|
|
"pair_scoring_time": 1.11914e-05,
|
|
"grouping_time": 1.97036e-06,
|
|
"full_time": 4.47083e-06,
|
|
"merge_time": 2.49551e-06,
|
|
"post_time": 6.14432e-06,
|
|
"convert_time": 9.18299e-08,
|
|
"total_time": 3.99006e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 629,
|
|
"total_labels": 1061,
|
|
"total_preds": 1050,
|
|
"considered_empty": 0,
|
|
"valid_preds": 825,
|
|
"invalid_preds": 225,
|
|
"missing": 236,
|
|
"invalid_fraction": 0.21429,
|
|
"precision": 0.78571,
|
|
"recall": 0.77757,
|
|
"f1": 0.78162,
|
|
"non_empty": 1050
|
|
},
|
|
"mpjpe": {
|
|
"count": 825,
|
|
"mean": 0.119337,
|
|
"median": 0.098377,
|
|
"std": 0.070877,
|
|
"sem": 0.002469,
|
|
"min": 0.04872,
|
|
"max": 0.491718,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.00377,
|
|
"recall-0.1": 0.401508,
|
|
"recall-0.15": 0.63902,
|
|
"recall-0.25": 0.738926,
|
|
"recall-0.5": 0.777568,
|
|
"num_labels": 1061,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 9e-05,
|
|
"ap-0.1": 0.271938,
|
|
"ap-0.15": 0.542185,
|
|
"ap-0.25": 0.676521,
|
|
"ap-0.5": 0.718642
|
|
},
|
|
"head": {
|
|
"count": 819,
|
|
"mean": 0.068329,
|
|
"median": 0.052317,
|
|
"std": 0.067437,
|
|
"sem": 0.002358,
|
|
"min": 0.002475,
|
|
"max": 0.480278,
|
|
"recall-0.025": 0.099906,
|
|
"recall-0.05": 0.363808,
|
|
"recall-0.1": 0.667295,
|
|
"recall-0.15": 0.721018,
|
|
"recall-0.25": 0.745523,
|
|
"recall-0.5": 0.771913,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_left": {
|
|
"count": 819,
|
|
"mean": 0.06186,
|
|
"median": 0.043083,
|
|
"std": 0.063876,
|
|
"sem": 0.002233,
|
|
"min": 0.003718,
|
|
"max": 0.488998,
|
|
"recall-0.025": 0.179076,
|
|
"recall-0.05": 0.453346,
|
|
"recall-0.1": 0.664467,
|
|
"recall-0.15": 0.719133,
|
|
"recall-0.25": 0.744581,
|
|
"recall-0.5": 0.771913,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_right": {
|
|
"count": 820,
|
|
"mean": 0.061407,
|
|
"median": 0.040702,
|
|
"std": 0.066413,
|
|
"sem": 0.002321,
|
|
"min": 0.004707,
|
|
"max": 0.455456,
|
|
"recall-0.025": 0.148916,
|
|
"recall-0.05": 0.477851,
|
|
"recall-0.1": 0.666352,
|
|
"recall-0.15": 0.727615,
|
|
"recall-0.25": 0.747408,
|
|
"recall-0.5": 0.772856,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_left": {
|
|
"count": 809,
|
|
"mean": 0.107177,
|
|
"median": 0.076085,
|
|
"std": 0.090417,
|
|
"sem": 0.003181,
|
|
"min": 0.004829,
|
|
"max": 0.486117,
|
|
"recall-0.025": 0.063148,
|
|
"recall-0.05": 0.250707,
|
|
"recall-0.1": 0.470311,
|
|
"recall-0.15": 0.572102,
|
|
"recall-0.25": 0.69934,
|
|
"recall-0.5": 0.762488,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_right": {
|
|
"count": 814,
|
|
"mean": 0.089325,
|
|
"median": 0.061903,
|
|
"std": 0.084838,
|
|
"sem": 0.002975,
|
|
"min": 0.004284,
|
|
"max": 0.489631,
|
|
"recall-0.025": 0.099906,
|
|
"recall-0.05": 0.307257,
|
|
"recall-0.1": 0.553252,
|
|
"recall-0.15": 0.65033,
|
|
"recall-0.25": 0.719133,
|
|
"recall-0.5": 0.767201,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_left": {
|
|
"count": 806,
|
|
"mean": 0.128427,
|
|
"median": 0.094458,
|
|
"std": 0.106105,
|
|
"sem": 0.00374,
|
|
"min": 0.006274,
|
|
"max": 0.494712,
|
|
"recall-0.025": 0.070688,
|
|
"recall-0.05": 0.224317,
|
|
"recall-0.1": 0.395853,
|
|
"recall-0.15": 0.507069,
|
|
"recall-0.25": 0.656927,
|
|
"recall-0.5": 0.759661,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_right": {
|
|
"count": 805,
|
|
"mean": 0.110827,
|
|
"median": 0.074243,
|
|
"std": 0.099388,
|
|
"sem": 0.003505,
|
|
"min": 0.003687,
|
|
"max": 0.464818,
|
|
"recall-0.025": 0.094251,
|
|
"recall-0.05": 0.268615,
|
|
"recall-0.1": 0.476909,
|
|
"recall-0.15": 0.558907,
|
|
"recall-0.25": 0.667295,
|
|
"recall-0.5": 0.758718,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_left": {
|
|
"count": 813,
|
|
"mean": 0.193263,
|
|
"median": 0.174425,
|
|
"std": 0.084701,
|
|
"sem": 0.002972,
|
|
"min": 0.042393,
|
|
"max": 0.494933,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.004713,
|
|
"recall-0.1": 0.059378,
|
|
"recall-0.15": 0.27427,
|
|
"recall-0.25": 0.61263,
|
|
"recall-0.5": 0.766258,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_right": {
|
|
"count": 807,
|
|
"mean": 0.187515,
|
|
"median": 0.172762,
|
|
"std": 0.07808,
|
|
"sem": 0.00275,
|
|
"min": 0.033064,
|
|
"max": 0.487878,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.002828,
|
|
"recall-0.1": 0.069746,
|
|
"recall-0.15": 0.27427,
|
|
"recall-0.25": 0.626767,
|
|
"recall-0.5": 0.760603,
|
|
"num_labels": 1061
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 9549,
|
|
"recall-0.025": 0.08367,
|
|
"recall-0.05": 0.26128,
|
|
"recall-0.1": 0.44664,
|
|
"recall-0.15": 0.55597,
|
|
"recall-0.25": 0.69044,
|
|
"recall-0.5": 0.76511
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10610,
|
|
"correct_parts": 6255,
|
|
"pcp": 0.589538
|
|
}
|
|
```
|
|
|
|
### Panoptic
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0472362,
|
|
"demosaicing": 0.00104078,
|
|
"avg_time_2d": 0.016779,
|
|
"avg_time_3d": 0.000147258,
|
|
"fps": 55.6575
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 2.83825e-06,
|
|
"undistort_time": 1.62245e-05,
|
|
"project_time": 2.73635e-06,
|
|
"match_time": 1.22068e-05,
|
|
"pairs_time": 7.67092e-06,
|
|
"pair_scoring_time": 3.49176e-05,
|
|
"grouping_time": 7.59939e-06,
|
|
"full_time": 2.92463e-05,
|
|
"merge_time": 1.35496e-05,
|
|
"post_time": 8.52639e-06,
|
|
"convert_time": 1.49119e-07,
|
|
"total_time": 0.000135899
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1488,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1462,
|
|
"invalid_preds": 26,
|
|
"missing": 4,
|
|
"invalid_fraction": 0.01747,
|
|
"precision": 0.98253,
|
|
"recall": 0.99727,
|
|
"f1": 0.98984,
|
|
"non_empty": 1488
|
|
},
|
|
"mpjpe": {
|
|
"count": 1462,
|
|
"mean": 0.030476,
|
|
"median": 0.028098,
|
|
"std": 0.012636,
|
|
"sem": 0.000331,
|
|
"min": 0.01063,
|
|
"max": 0.124385,
|
|
"recall-0.025": 0.372442,
|
|
"recall-0.05": 0.931105,
|
|
"recall-0.1": 0.993179,
|
|
"recall-0.15": 0.997271,
|
|
"recall-0.25": 0.997271,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.245129,
|
|
"ap-0.05": 0.91649,
|
|
"ap-0.1": 0.98951,
|
|
"ap-0.15": 0.99524,
|
|
"ap-0.25": 0.99524,
|
|
"ap-0.5": 0.99524
|
|
},
|
|
"nose": {
|
|
"count": 1461,
|
|
"mean": 0.015022,
|
|
"median": 0.011489,
|
|
"std": 0.017364,
|
|
"sem": 0.000454,
|
|
"min": 0.00149,
|
|
"max": 0.276078,
|
|
"recall-0.025": 0.91866,
|
|
"recall-0.05": 0.968558,
|
|
"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": 0.016638,
|
|
"median": 0.014664,
|
|
"std": 0.01071,
|
|
"sem": 0.00028,
|
|
"min": 0.000564,
|
|
"max": 0.104098,
|
|
"recall-0.025": 0.844475,
|
|
"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": 0.016577,
|
|
"median": 0.014272,
|
|
"std": 0.01107,
|
|
"sem": 0.00029,
|
|
"min": 0.001248,
|
|
"max": 0.147753,
|
|
"recall-0.025": 0.833447,
|
|
"recall-0.05": 0.986348,
|
|
"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": 0.021948,
|
|
"median": 0.015896,
|
|
"std": 0.020832,
|
|
"sem": 0.000545,
|
|
"min": 0.00084,
|
|
"max": 0.281775,
|
|
"recall-0.025": 0.752901,
|
|
"recall-0.05": 0.916041,
|
|
"recall-0.1": 0.990444,
|
|
"recall-0.15": 0.994539,
|
|
"recall-0.25": 0.995904,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1461,
|
|
"mean": 0.020304,
|
|
"median": 0.015715,
|
|
"std": 0.015619,
|
|
"sem": 0.000409,
|
|
"min": 0.001752,
|
|
"max": 0.161231,
|
|
"recall-0.025": 0.801777,
|
|
"recall-0.05": 0.945318,
|
|
"recall-0.1": 0.996582,
|
|
"recall-0.15": 0.997949,
|
|
"recall-0.25": 0.998633,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1431,
|
|
"mean": 0.03238,
|
|
"median": 0.015898,
|
|
"std": 0.048121,
|
|
"sem": 0.001273,
|
|
"min": 0.00015,
|
|
"max": 0.400667,
|
|
"recall-0.025": 0.698047,
|
|
"recall-0.05": 0.856346,
|
|
"recall-0.1": 0.926778,
|
|
"recall-0.15": 0.961646,
|
|
"recall-0.25": 0.981869,
|
|
"recall-0.5": 0.997908,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1455,
|
|
"mean": 0.025471,
|
|
"median": 0.016112,
|
|
"std": 0.031698,
|
|
"sem": 0.000831,
|
|
"min": 0.001381,
|
|
"max": 0.279434,
|
|
"recall-0.025": 0.703297,
|
|
"recall-0.05": 0.904533,
|
|
"recall-0.1": 0.971154,
|
|
"recall-0.15": 0.984203,
|
|
"recall-0.25": 0.99794,
|
|
"recall-0.5": 0.999313,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1461,
|
|
"mean": 0.035183,
|
|
"median": 0.030449,
|
|
"std": 0.023031,
|
|
"sem": 0.000603,
|
|
"min": 0.002484,
|
|
"max": 0.231182,
|
|
"recall-0.025": 0.346075,
|
|
"recall-0.05": 0.842321,
|
|
"recall-0.1": 0.980887,
|
|
"recall-0.15": 0.991809,
|
|
"recall-0.25": 0.99727,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1462,
|
|
"mean": 0.036793,
|
|
"median": 0.032149,
|
|
"std": 0.024013,
|
|
"sem": 0.000628,
|
|
"min": 0.003239,
|
|
"max": 0.27157,
|
|
"recall-0.025": 0.33015,
|
|
"recall-0.05": 0.804911,
|
|
"recall-0.1": 0.97749,
|
|
"recall-0.15": 0.993861,
|
|
"recall-0.25": 0.996589,
|
|
"recall-0.5": 0.997271,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1461,
|
|
"mean": 0.037426,
|
|
"median": 0.032762,
|
|
"std": 0.029219,
|
|
"sem": 0.000765,
|
|
"min": 0.00406,
|
|
"max": 0.464241,
|
|
"recall-0.025": 0.296928,
|
|
"recall-0.05": 0.812969,
|
|
"recall-0.1": 0.979522,
|
|
"recall-0.15": 0.989078,
|
|
"recall-0.25": 0.993174,
|
|
"recall-0.5": 0.99727,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1455,
|
|
"mean": 0.03731,
|
|
"median": 0.031019,
|
|
"std": 0.025418,
|
|
"sem": 0.000667,
|
|
"min": 0.004194,
|
|
"max": 0.363111,
|
|
"recall-0.025": 0.371487,
|
|
"recall-0.05": 0.76902,
|
|
"recall-0.1": 0.969842,
|
|
"recall-0.15": 0.994517,
|
|
"recall-0.25": 0.996573,
|
|
"recall-0.5": 0.997258,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1459,
|
|
"mean": 0.050406,
|
|
"median": 0.031859,
|
|
"std": 0.054672,
|
|
"sem": 0.001432,
|
|
"min": 0.003265,
|
|
"max": 0.439571,
|
|
"recall-0.025": 0.370472,
|
|
"recall-0.05": 0.700615,
|
|
"recall-0.1": 0.882433,
|
|
"recall-0.15": 0.944634,
|
|
"recall-0.25": 0.980861,
|
|
"recall-0.5": 0.997266,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1452,
|
|
"mean": 0.048536,
|
|
"median": 0.031361,
|
|
"std": 0.058339,
|
|
"sem": 0.001532,
|
|
"min": 0.002507,
|
|
"max": 0.485436,
|
|
"recall-0.025": 0.367808,
|
|
"recall-0.05": 0.757534,
|
|
"recall-0.1": 0.895205,
|
|
"recall-0.15": 0.926712,
|
|
"recall-0.25": 0.974658,
|
|
"recall-0.5": 0.994521,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.58668,
|
|
"recall-0.05": 0.86493,
|
|
"recall-0.1": 0.96551,
|
|
"recall-0.15": 0.98194,
|
|
"recall-0.25": 0.99236,
|
|
"recall-0.5": 0.99726
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20243,
|
|
"pcp": 0.990168
|
|
}
|
|
```
|
|
|
|
##### 3 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0292945,
|
|
"demosaicing": 0.000700228,
|
|
"avg_time_2d": 0.0100312,
|
|
"avg_time_3d": 6.66628e-05,
|
|
"fps": 92.6094
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 2.95553e-06,
|
|
"undistort_time": 9.92935e-06,
|
|
"project_time": 1.49162e-06,
|
|
"match_time": 7.1829e-06,
|
|
"pairs_time": 2.24381e-06,
|
|
"pair_scoring_time": 1.12116e-05,
|
|
"grouping_time": 2.81234e-06,
|
|
"full_time": 1.00224e-05,
|
|
"merge_time": 5.28941e-06,
|
|
"post_time": 7.89963e-06,
|
|
"convert_time": 1.68905e-07,
|
|
"total_time": 6.14426e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1379,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1366,
|
|
"invalid_preds": 13,
|
|
"missing": 100,
|
|
"invalid_fraction": 0.00943,
|
|
"precision": 0.99057,
|
|
"recall": 0.93179,
|
|
"f1": 0.96028,
|
|
"non_empty": 1379
|
|
},
|
|
"mpjpe": {
|
|
"count": 1366,
|
|
"mean": 0.056595,
|
|
"median": 0.045554,
|
|
"std": 0.03804,
|
|
"sem": 0.00103,
|
|
"min": 0.018518,
|
|
"max": 0.348157,
|
|
"recall-0.025": 0.018417,
|
|
"recall-0.05": 0.547067,
|
|
"recall-0.1": 0.84925,
|
|
"recall-0.15": 0.902456,
|
|
"recall-0.25": 0.925648,
|
|
"recall-0.5": 0.931787,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.004947,
|
|
"ap-0.05": 0.4475,
|
|
"ap-0.1": 0.826634,
|
|
"ap-0.15": 0.892219,
|
|
"ap-0.25": 0.917603,
|
|
"ap-0.5": 0.924455
|
|
},
|
|
"nose": {
|
|
"count": 1365,
|
|
"mean": 0.023824,
|
|
"median": 0.018351,
|
|
"std": 0.017653,
|
|
"sem": 0.000478,
|
|
"min": 0.00138,
|
|
"max": 0.130817,
|
|
"recall-0.025": 0.611073,
|
|
"recall-0.05": 0.848257,
|
|
"recall-0.1": 0.926863,
|
|
"recall-0.15": 0.933014,
|
|
"recall-0.25": 0.933014,
|
|
"recall-0.5": 0.933014,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1366,
|
|
"mean": 0.020138,
|
|
"median": 0.016525,
|
|
"std": 0.014325,
|
|
"sem": 0.000388,
|
|
"min": 0.000838,
|
|
"max": 0.118475,
|
|
"recall-0.025": 0.701228,
|
|
"recall-0.05": 0.901774,
|
|
"recall-0.1": 0.927694,
|
|
"recall-0.15": 0.931787,
|
|
"recall-0.25": 0.931787,
|
|
"recall-0.5": 0.931787,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1365,
|
|
"mean": 0.022731,
|
|
"median": 0.017688,
|
|
"std": 0.018447,
|
|
"sem": 0.000499,
|
|
"min": 0.002084,
|
|
"max": 0.215048,
|
|
"recall-0.025": 0.653242,
|
|
"recall-0.05": 0.87372,
|
|
"recall-0.1": 0.926962,
|
|
"recall-0.15": 0.928328,
|
|
"recall-0.25": 0.931741,
|
|
"recall-0.5": 0.931741,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1365,
|
|
"mean": 0.032839,
|
|
"median": 0.021354,
|
|
"std": 0.031501,
|
|
"sem": 0.000853,
|
|
"min": 0.00105,
|
|
"max": 0.2673,
|
|
"recall-0.025": 0.546758,
|
|
"recall-0.05": 0.757679,
|
|
"recall-0.1": 0.877133,
|
|
"recall-0.15": 0.926962,
|
|
"recall-0.25": 0.929693,
|
|
"recall-0.5": 0.931741,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1365,
|
|
"mean": 0.031128,
|
|
"median": 0.021108,
|
|
"std": 0.031112,
|
|
"sem": 0.000842,
|
|
"min": 0.002016,
|
|
"max": 0.325627,
|
|
"recall-0.025": 0.57553,
|
|
"recall-0.05": 0.788107,
|
|
"recall-0.1": 0.901572,
|
|
"recall-0.15": 0.924129,
|
|
"recall-0.25": 0.930964,
|
|
"recall-0.5": 0.933014,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1336,
|
|
"mean": 0.052095,
|
|
"median": 0.02347,
|
|
"std": 0.063364,
|
|
"sem": 0.001734,
|
|
"min": 0.001228,
|
|
"max": 0.492913,
|
|
"recall-0.025": 0.486053,
|
|
"recall-0.05": 0.651325,
|
|
"recall-0.1": 0.778243,
|
|
"recall-0.15": 0.837517,
|
|
"recall-0.25": 0.91841,
|
|
"recall-0.5": 0.93166,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1359,
|
|
"mean": 0.047294,
|
|
"median": 0.024005,
|
|
"std": 0.059423,
|
|
"sem": 0.001613,
|
|
"min": 0.001712,
|
|
"max": 0.353775,
|
|
"recall-0.025": 0.486951,
|
|
"recall-0.05": 0.679945,
|
|
"recall-0.1": 0.820742,
|
|
"recall-0.15": 0.873626,
|
|
"recall-0.25": 0.907967,
|
|
"recall-0.5": 0.933379,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1365,
|
|
"mean": 0.042968,
|
|
"median": 0.037811,
|
|
"std": 0.026631,
|
|
"sem": 0.000721,
|
|
"min": 0.001201,
|
|
"max": 0.370723,
|
|
"recall-0.025": 0.201365,
|
|
"recall-0.05": 0.666894,
|
|
"recall-0.1": 0.908532,
|
|
"recall-0.15": 0.927645,
|
|
"recall-0.25": 0.930375,
|
|
"recall-0.5": 0.931741,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1366,
|
|
"mean": 0.05136,
|
|
"median": 0.043963,
|
|
"std": 0.032543,
|
|
"sem": 0.000881,
|
|
"min": 0.004905,
|
|
"max": 0.27157,
|
|
"recall-0.025": 0.154161,
|
|
"recall-0.05": 0.542974,
|
|
"recall-0.1": 0.873806,
|
|
"recall-0.15": 0.918145,
|
|
"recall-0.25": 0.929741,
|
|
"recall-0.5": 0.931787,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1353,
|
|
"mean": 0.057829,
|
|
"median": 0.04077,
|
|
"std": 0.064952,
|
|
"sem": 0.001766,
|
|
"min": 0.003716,
|
|
"max": 0.396038,
|
|
"recall-0.025": 0.217065,
|
|
"recall-0.05": 0.590444,
|
|
"recall-0.1": 0.837543,
|
|
"recall-0.15": 0.868259,
|
|
"recall-0.25": 0.895563,
|
|
"recall-0.5": 0.923549,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1350,
|
|
"mean": 0.063263,
|
|
"median": 0.045916,
|
|
"std": 0.063862,
|
|
"sem": 0.001739,
|
|
"min": 0.006358,
|
|
"max": 0.413608,
|
|
"recall-0.025": 0.141193,
|
|
"recall-0.05": 0.514736,
|
|
"recall-0.1": 0.833448,
|
|
"recall-0.15": 0.860178,
|
|
"recall-0.25": 0.893763,
|
|
"recall-0.5": 0.925291,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1298,
|
|
"mean": 0.108053,
|
|
"median": 0.070214,
|
|
"std": 0.110487,
|
|
"sem": 0.003068,
|
|
"min": 0.002475,
|
|
"max": 0.497978,
|
|
"recall-0.025": 0.168148,
|
|
"recall-0.05": 0.367738,
|
|
"recall-0.1": 0.576213,
|
|
"recall-0.15": 0.682843,
|
|
"recall-0.25": 0.768968,
|
|
"recall-0.5": 0.887218,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1283,
|
|
"mean": 0.108268,
|
|
"median": 0.051324,
|
|
"std": 0.117911,
|
|
"sem": 0.003293,
|
|
"min": 0.002089,
|
|
"max": 0.499606,
|
|
"recall-0.025": 0.173288,
|
|
"recall-0.05": 0.426027,
|
|
"recall-0.1": 0.585616,
|
|
"recall-0.15": 0.641781,
|
|
"recall-0.25": 0.743151,
|
|
"recall-0.5": 0.878767,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.39331,
|
|
"recall-0.05": 0.66198,
|
|
"recall-0.1": 0.82854,
|
|
"recall-0.15": 0.86535,
|
|
"recall-0.25": 0.89547,
|
|
"recall-0.5": 0.92296
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 18282,
|
|
"pcp": 0.894248
|
|
}
|
|
```
|
|
|
|
##### 7 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0691732,
|
|
"demosaicing": 0.00157471,
|
|
"avg_time_2d": 0.0235997,
|
|
"avg_time_3d": 0.000278223,
|
|
"fps": 39.2887
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 4.45287e-06,
|
|
"undistort_time": 2.29917e-05,
|
|
"project_time": 4.28683e-06,
|
|
"match_time": 1.83516e-05,
|
|
"pairs_time": 1.81177e-05,
|
|
"pair_scoring_time": 7.50915e-05,
|
|
"grouping_time": 1.66607e-05,
|
|
"full_time": 6.10801e-05,
|
|
"merge_time": 2.87935e-05,
|
|
"post_time": 9.30181e-06,
|
|
"convert_time": 1.58762e-07,
|
|
"total_time": 0.000259525
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1516,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1463,
|
|
"invalid_preds": 53,
|
|
"missing": 3,
|
|
"invalid_fraction": 0.03496,
|
|
"precision": 0.96504,
|
|
"recall": 0.99795,
|
|
"f1": 0.98122,
|
|
"non_empty": 1516
|
|
},
|
|
"mpjpe": {
|
|
"count": 1463,
|
|
"mean": 0.02777,
|
|
"median": 0.024836,
|
|
"std": 0.010928,
|
|
"sem": 0.000286,
|
|
"min": 0.010042,
|
|
"max": 0.100122,
|
|
"recall-0.025": 0.508186,
|
|
"recall-0.05": 0.952933,
|
|
"recall-0.1": 0.997271,
|
|
"recall-0.15": 0.997954,
|
|
"recall-0.25": 0.997954,
|
|
"recall-0.5": 0.997954,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.363178,
|
|
"ap-0.05": 0.931973,
|
|
"ap-0.1": 0.988724,
|
|
"ap-0.15": 0.990273,
|
|
"ap-0.25": 0.990273,
|
|
"ap-0.5": 0.990273
|
|
},
|
|
"nose": {
|
|
"count": 1460,
|
|
"mean": 0.013217,
|
|
"median": 0.010495,
|
|
"std": 0.014266,
|
|
"sem": 0.000373,
|
|
"min": 0.002442,
|
|
"max": 0.276078,
|
|
"recall-0.025": 0.931647,
|
|
"recall-0.05": 0.984279,
|
|
"recall-0.1": 0.995899,
|
|
"recall-0.15": 0.995899,
|
|
"recall-0.25": 0.995899,
|
|
"recall-0.5": 0.997949,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1463,
|
|
"mean": 0.014306,
|
|
"median": 0.01258,
|
|
"std": 0.008789,
|
|
"sem": 0.00023,
|
|
"min": 0.000678,
|
|
"max": 0.066125,
|
|
"recall-0.025": 0.889495,
|
|
"recall-0.05": 0.991132,
|
|
"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": 0.015837,
|
|
"median": 0.013118,
|
|
"std": 0.010557,
|
|
"sem": 0.000276,
|
|
"min": 0.000866,
|
|
"max": 0.108435,
|
|
"recall-0.025": 0.845734,
|
|
"recall-0.05": 0.983618,
|
|
"recall-0.1": 0.99727,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1462,
|
|
"mean": 0.018735,
|
|
"median": 0.015662,
|
|
"std": 0.013059,
|
|
"sem": 0.000342,
|
|
"min": 0.000432,
|
|
"max": 0.142625,
|
|
"recall-0.025": 0.799317,
|
|
"recall-0.05": 0.96587,
|
|
"recall-0.1": 0.996587,
|
|
"recall-0.15": 0.997952,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1460,
|
|
"mean": 0.018781,
|
|
"median": 0.015557,
|
|
"std": 0.013965,
|
|
"sem": 0.000366,
|
|
"min": 0.001389,
|
|
"max": 0.15785,
|
|
"recall-0.025": 0.840055,
|
|
"recall-0.05": 0.958305,
|
|
"recall-0.1": 0.993848,
|
|
"recall-0.15": 0.997266,
|
|
"recall-0.25": 0.997949,
|
|
"recall-0.5": 0.997949,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1431,
|
|
"mean": 0.023223,
|
|
"median": 0.01503,
|
|
"std": 0.026136,
|
|
"sem": 0.000691,
|
|
"min": 0.000898,
|
|
"max": 0.222116,
|
|
"recall-0.025": 0.737099,
|
|
"recall-0.05": 0.911437,
|
|
"recall-0.1": 0.967922,
|
|
"recall-0.15": 0.987448,
|
|
"recall-0.25": 0.997908,
|
|
"recall-0.5": 0.997908,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1455,
|
|
"mean": 0.022685,
|
|
"median": 0.01411,
|
|
"std": 0.029711,
|
|
"sem": 0.000779,
|
|
"min": 0.001174,
|
|
"max": 0.311362,
|
|
"recall-0.025": 0.76511,
|
|
"recall-0.05": 0.923764,
|
|
"recall-0.1": 0.973901,
|
|
"recall-0.15": 0.98489,
|
|
"recall-0.25": 0.996566,
|
|
"recall-0.5": 0.999313,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1462,
|
|
"mean": 0.029493,
|
|
"median": 0.027594,
|
|
"std": 0.015436,
|
|
"sem": 0.000404,
|
|
"min": 0.001996,
|
|
"max": 0.12705,
|
|
"recall-0.025": 0.436177,
|
|
"recall-0.05": 0.897611,
|
|
"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": 0.032338,
|
|
"median": 0.028867,
|
|
"std": 0.01861,
|
|
"sem": 0.000487,
|
|
"min": 0.001585,
|
|
"max": 0.196952,
|
|
"recall-0.025": 0.389495,
|
|
"recall-0.05": 0.866985,
|
|
"recall-0.1": 0.991814,
|
|
"recall-0.15": 0.994543,
|
|
"recall-0.25": 0.997954,
|
|
"recall-0.5": 0.997954,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1462,
|
|
"mean": 0.031934,
|
|
"median": 0.028307,
|
|
"std": 0.018752,
|
|
"sem": 0.000491,
|
|
"min": 0.002743,
|
|
"max": 0.153637,
|
|
"recall-0.025": 0.416382,
|
|
"recall-0.05": 0.864846,
|
|
"recall-0.1": 0.989078,
|
|
"recall-0.15": 0.996587,
|
|
"recall-0.25": 0.997952,
|
|
"recall-0.5": 0.997952,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1457,
|
|
"mean": 0.034476,
|
|
"median": 0.03083,
|
|
"std": 0.019836,
|
|
"sem": 0.00052,
|
|
"min": 0.002456,
|
|
"max": 0.205948,
|
|
"recall-0.025": 0.374914,
|
|
"recall-0.05": 0.818369,
|
|
"recall-0.1": 0.986292,
|
|
"recall-0.15": 0.997944,
|
|
"recall-0.25": 0.998629,
|
|
"recall-0.5": 0.998629,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1459,
|
|
"mean": 0.054458,
|
|
"median": 0.033123,
|
|
"std": 0.059469,
|
|
"sem": 0.001557,
|
|
"min": 0.002262,
|
|
"max": 0.458662,
|
|
"recall-0.025": 0.367054,
|
|
"recall-0.05": 0.663021,
|
|
"recall-0.1": 0.856459,
|
|
"recall-0.15": 0.920711,
|
|
"recall-0.25": 0.978127,
|
|
"recall-0.5": 0.997266,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1455,
|
|
"mean": 0.049672,
|
|
"median": 0.029994,
|
|
"std": 0.06081,
|
|
"sem": 0.001595,
|
|
"min": 0.001983,
|
|
"max": 0.48623,
|
|
"recall-0.025": 0.381507,
|
|
"recall-0.05": 0.75274,
|
|
"recall-0.1": 0.887671,
|
|
"recall-0.15": 0.933562,
|
|
"recall-0.25": 0.971918,
|
|
"recall-0.5": 0.996575,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.62823,
|
|
"recall-0.05": 0.89073,
|
|
"recall-0.1": 0.9712,
|
|
"recall-0.15": 0.98441,
|
|
"recall-0.25": 0.99384,
|
|
"recall-0.5": 0.99747
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20328,
|
|
"pcp": 0.994326
|
|
}
|
|
```
|
|
|
|
##### 10 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0918391,
|
|
"demosaicing": 0.00234244,
|
|
"avg_time_2d": 0.032068,
|
|
"avg_time_3d": 0.000509022,
|
|
"fps": 28.6373
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 5.07809e-06,
|
|
"undistort_time": 3.17605e-05,
|
|
"project_time": 6.21849e-06,
|
|
"match_time": 2.64733e-05,
|
|
"pairs_time": 4.0161e-05,
|
|
"pair_scoring_time": 0.000154257,
|
|
"grouping_time": 3.21627e-05,
|
|
"full_time": 0.000113045,
|
|
"merge_time": 5.76427e-05,
|
|
"post_time": 9.86215e-06,
|
|
"convert_time": 1.75738e-07,
|
|
"total_time": 0.000477074
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1507,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1465,
|
|
"invalid_preds": 42,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.02787,
|
|
"precision": 0.97213,
|
|
"recall": 0.99932,
|
|
"f1": 0.98554,
|
|
"non_empty": 1507
|
|
},
|
|
"mpjpe": {
|
|
"count": 1465,
|
|
"mean": 0.023772,
|
|
"median": 0.021615,
|
|
"std": 0.008777,
|
|
"sem": 0.000229,
|
|
"min": 0.009663,
|
|
"max": 0.096886,
|
|
"recall-0.025": 0.683492,
|
|
"recall-0.05": 0.982947,
|
|
"recall-0.1": 0.999318,
|
|
"recall-0.15": 0.999318,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.586004,
|
|
"ap-0.05": 0.975414,
|
|
"ap-0.1": 0.996807,
|
|
"ap-0.15": 0.996807,
|
|
"ap-0.25": 0.996807,
|
|
"ap-0.5": 0.996807
|
|
},
|
|
"nose": {
|
|
"count": 1462,
|
|
"mean": 0.010782,
|
|
"median": 0.009544,
|
|
"std": 0.007008,
|
|
"sem": 0.000183,
|
|
"min": 0.001122,
|
|
"max": 0.086262,
|
|
"recall-0.025": 0.976077,
|
|
"recall-0.05": 0.991798,
|
|
"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": 0.012724,
|
|
"median": 0.010939,
|
|
"std": 0.008208,
|
|
"sem": 0.000215,
|
|
"min": 0.000842,
|
|
"max": 0.087706,
|
|
"recall-0.025": 0.927694,
|
|
"recall-0.05": 0.994543,
|
|
"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": 0.013941,
|
|
"median": 0.012155,
|
|
"std": 0.008239,
|
|
"sem": 0.000215,
|
|
"min": 0.001171,
|
|
"max": 0.080622,
|
|
"recall-0.025": 0.905119,
|
|
"recall-0.05": 0.995222,
|
|
"recall-0.1": 0.999317,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1464,
|
|
"mean": 0.016635,
|
|
"median": 0.014151,
|
|
"std": 0.010417,
|
|
"sem": 0.000272,
|
|
"min": 0.001207,
|
|
"max": 0.104334,
|
|
"recall-0.025": 0.847782,
|
|
"recall-0.05": 0.98157,
|
|
"recall-0.1": 0.998635,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1462,
|
|
"mean": 0.015649,
|
|
"median": 0.013987,
|
|
"std": 0.011082,
|
|
"sem": 0.00029,
|
|
"min": 0.001251,
|
|
"max": 0.166764,
|
|
"recall-0.025": 0.917293,
|
|
"recall-0.05": 0.984279,
|
|
"recall-0.1": 0.995899,
|
|
"recall-0.15": 0.997949,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1433,
|
|
"mean": 0.0165,
|
|
"median": 0.011812,
|
|
"std": 0.018503,
|
|
"sem": 0.000489,
|
|
"min": 0.000716,
|
|
"max": 0.179281,
|
|
"recall-0.025": 0.875174,
|
|
"recall-0.05": 0.964435,
|
|
"recall-0.1": 0.984658,
|
|
"recall-0.15": 0.994421,
|
|
"recall-0.25": 0.999303,
|
|
"recall-0.5": 0.999303,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1456,
|
|
"mean": 0.016116,
|
|
"median": 0.012142,
|
|
"std": 0.016424,
|
|
"sem": 0.000431,
|
|
"min": 0.000362,
|
|
"max": 0.236957,
|
|
"recall-0.025": 0.864011,
|
|
"recall-0.05": 0.969093,
|
|
"recall-0.1": 0.992445,
|
|
"recall-0.15": 0.99794,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1464,
|
|
"mean": 0.027235,
|
|
"median": 0.0248,
|
|
"std": 0.014897,
|
|
"sem": 0.000389,
|
|
"min": 0.002087,
|
|
"max": 0.11068,
|
|
"recall-0.025": 0.50785,
|
|
"recall-0.05": 0.930375,
|
|
"recall-0.1": 0.99727,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1465,
|
|
"mean": 0.027224,
|
|
"median": 0.025357,
|
|
"std": 0.01308,
|
|
"sem": 0.000342,
|
|
"min": 0.001421,
|
|
"max": 0.161695,
|
|
"recall-0.025": 0.49045,
|
|
"recall-0.05": 0.954297,
|
|
"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": 0.02793,
|
|
"median": 0.025703,
|
|
"std": 0.014731,
|
|
"sem": 0.000385,
|
|
"min": 0.001888,
|
|
"max": 0.107717,
|
|
"recall-0.025": 0.478498,
|
|
"recall-0.05": 0.928328,
|
|
"recall-0.1": 0.99727,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1458,
|
|
"mean": 0.031086,
|
|
"median": 0.027085,
|
|
"std": 0.018138,
|
|
"sem": 0.000475,
|
|
"min": 0.001948,
|
|
"max": 0.159891,
|
|
"recall-0.025": 0.43523,
|
|
"recall-0.05": 0.881426,
|
|
"recall-0.1": 0.988348,
|
|
"recall-0.15": 0.998629,
|
|
"recall-0.25": 0.999315,
|
|
"recall-0.5": 0.999315,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1461,
|
|
"mean": 0.046212,
|
|
"median": 0.029973,
|
|
"std": 0.04745,
|
|
"sem": 0.001242,
|
|
"min": 0.002652,
|
|
"max": 0.385631,
|
|
"recall-0.025": 0.41285,
|
|
"recall-0.05": 0.711552,
|
|
"recall-0.1": 0.900889,
|
|
"recall-0.15": 0.947368,
|
|
"recall-0.25": 0.991114,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1458,
|
|
"mean": 0.045464,
|
|
"median": 0.027247,
|
|
"std": 0.054105,
|
|
"sem": 0.001417,
|
|
"min": 0.002526,
|
|
"max": 0.431889,
|
|
"recall-0.025": 0.44863,
|
|
"recall-0.05": 0.776027,
|
|
"recall-0.1": 0.9,
|
|
"recall-0.15": 0.941781,
|
|
"recall-0.25": 0.981507,
|
|
"recall-0.5": 0.99863,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.69831,
|
|
"recall-0.05": 0.92765,
|
|
"recall-0.1": 0.98067,
|
|
"recall-0.15": 0.98973,
|
|
"recall-0.25": 0.997,
|
|
"recall-0.5": 0.99889
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20388,
|
|
"pcp": 0.997261
|
|
}
|
|
```
|
|
|
|
##### 31 cameras
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.319281,
|
|
"demosaicing": 0.0108859,
|
|
"avg_time_2d": 0.097923,
|
|
"avg_time_3d": 0.00507466,
|
|
"fps": 8.7809
|
|
}
|
|
{
|
|
"triangulator_calls": 420,
|
|
"init_time": 1.43217e-05,
|
|
"undistort_time": 9.91696e-05,
|
|
"project_time": 1.87331e-05,
|
|
"match_time": 8.19258e-05,
|
|
"pairs_time": 0.000455438,
|
|
"pair_scoring_time": 0.0021466,
|
|
"grouping_time": 0.000299827,
|
|
"full_time": 0.00104798,
|
|
"merge_time": 0.00067489,
|
|
"post_time": 1.1215e-05,
|
|
"convert_time": 1.93167e-07,
|
|
"total_time": 0.00485053
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1507,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1465,
|
|
"invalid_preds": 42,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.02787,
|
|
"precision": 0.97213,
|
|
"recall": 0.99932,
|
|
"f1": 0.98554,
|
|
"non_empty": 1507
|
|
},
|
|
"mpjpe": {
|
|
"count": 1465,
|
|
"mean": 0.019183,
|
|
"median": 0.017921,
|
|
"std": 0.006796,
|
|
"sem": 0.000178,
|
|
"min": 0.008759,
|
|
"max": 0.110571,
|
|
"recall-0.025": 0.845839,
|
|
"recall-0.05": 0.996589,
|
|
"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": 0.790961,
|
|
"ap-0.05": 0.988824,
|
|
"ap-0.1": 0.991856,
|
|
"ap-0.15": 0.993465,
|
|
"ap-0.25": 0.993465,
|
|
"ap-0.5": 0.993465
|
|
},
|
|
"nose": {
|
|
"count": 1462,
|
|
"mean": 0.009202,
|
|
"median": 0.008072,
|
|
"std": 0.006421,
|
|
"sem": 0.000168,
|
|
"min": 0.000316,
|
|
"max": 0.078737,
|
|
"recall-0.025": 0.983595,
|
|
"recall-0.05": 0.991798,
|
|
"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": 0.010479,
|
|
"median": 0.009473,
|
|
"std": 0.006154,
|
|
"sem": 0.000161,
|
|
"min": 0.000509,
|
|
"max": 0.055245,
|
|
"recall-0.025": 0.965894,
|
|
"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": 0.012072,
|
|
"median": 0.010542,
|
|
"std": 0.00732,
|
|
"sem": 0.000191,
|
|
"min": 0.001145,
|
|
"max": 0.131999,
|
|
"recall-0.025": 0.958362,
|
|
"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": 0.01323,
|
|
"median": 0.01193,
|
|
"std": 0.007403,
|
|
"sem": 0.000194,
|
|
"min": 0.001236,
|
|
"max": 0.064667,
|
|
"recall-0.025": 0.939932,
|
|
"recall-0.05": 0.995222,
|
|
"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": 0.013621,
|
|
"median": 0.012222,
|
|
"std": 0.008791,
|
|
"sem": 0.00023,
|
|
"min": 0.000584,
|
|
"max": 0.179166,
|
|
"recall-0.025": 0.93985,
|
|
"recall-0.05": 0.990431,
|
|
"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": 0.014097,
|
|
"median": 0.010201,
|
|
"std": 0.016478,
|
|
"sem": 0.000435,
|
|
"min": 0.000725,
|
|
"max": 0.147509,
|
|
"recall-0.025": 0.900279,
|
|
"recall-0.05": 0.970711,
|
|
"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": 0.014067,
|
|
"median": 0.010358,
|
|
"std": 0.013166,
|
|
"sem": 0.000345,
|
|
"min": 0.000904,
|
|
"max": 0.104131,
|
|
"recall-0.025": 0.89011,
|
|
"recall-0.05": 0.975275,
|
|
"recall-0.1": 0.998626,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1464,
|
|
"mean": 0.021179,
|
|
"median": 0.018677,
|
|
"std": 0.011676,
|
|
"sem": 0.000305,
|
|
"min": 0.001625,
|
|
"max": 0.087413,
|
|
"recall-0.025": 0.743345,
|
|
"recall-0.05": 0.96587,
|
|
"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": 0.022227,
|
|
"median": 0.021685,
|
|
"std": 0.011141,
|
|
"sem": 0.000291,
|
|
"min": 0.001131,
|
|
"max": 0.241688,
|
|
"recall-0.025": 0.626876,
|
|
"recall-0.05": 0.991132,
|
|
"recall-0.1": 0.997954,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1464,
|
|
"mean": 0.022631,
|
|
"median": 0.021197,
|
|
"std": 0.011455,
|
|
"sem": 0.000299,
|
|
"min": 0.001447,
|
|
"max": 0.11389,
|
|
"recall-0.025": 0.645051,
|
|
"recall-0.05": 0.980205,
|
|
"recall-0.1": 0.996587,
|
|
"recall-0.15": 0.999317,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1458,
|
|
"mean": 0.025106,
|
|
"median": 0.023777,
|
|
"std": 0.015218,
|
|
"sem": 0.000399,
|
|
"min": 0.001766,
|
|
"max": 0.177469,
|
|
"recall-0.025": 0.543523,
|
|
"recall-0.05": 0.967101,
|
|
"recall-0.1": 0.989719,
|
|
"recall-0.15": 0.997944,
|
|
"recall-0.25": 0.999315,
|
|
"recall-0.5": 0.999315,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1462,
|
|
"mean": 0.034903,
|
|
"median": 0.023878,
|
|
"std": 0.031775,
|
|
"sem": 0.000831,
|
|
"min": 0.001969,
|
|
"max": 0.245439,
|
|
"recall-0.025": 0.527683,
|
|
"recall-0.05": 0.805878,
|
|
"recall-0.1": 0.93985,
|
|
"recall-0.15": 0.993165,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1458,
|
|
"mean": 0.035343,
|
|
"median": 0.024611,
|
|
"std": 0.032968,
|
|
"sem": 0.000864,
|
|
"min": 0.001251,
|
|
"max": 0.285853,
|
|
"recall-0.025": 0.508904,
|
|
"recall-0.05": 0.787671,
|
|
"recall-0.1": 0.94589,
|
|
"recall-0.15": 0.981507,
|
|
"recall-0.25": 0.99726,
|
|
"recall-0.5": 0.99863,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.78231,
|
|
"recall-0.05": 0.95492,
|
|
"recall-0.1": 0.98836,
|
|
"recall-0.15": 0.99705,
|
|
"recall-0.25": 0.99879,
|
|
"recall-0.5": 0.99889
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20407,
|
|
"pcp": 0.99819
|
|
}
|
|
```
|
|
|
|
### IkeaAsm
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0333032,
|
|
"demosaicing": 0.000678538,
|
|
"avg_time_2d": 0.00855362,
|
|
"avg_time_3d": 3.34318e-05,
|
|
"fps": 107.926
|
|
}
|
|
{
|
|
"triangulator_calls": 479,
|
|
"init_time": 2.85557e-06,
|
|
"undistort_time": 5.00831e-06,
|
|
"project_time": 1.57223e-08,
|
|
"match_time": 1.63528e-08,
|
|
"pairs_time": 2.45347e-07,
|
|
"pair_scoring_time": 8.26703e-06,
|
|
"grouping_time": 1.86644e-06,
|
|
"full_time": 3.91752e-06,
|
|
"merge_time": 1.97073e-06,
|
|
"post_time": 5.02243e-06,
|
|
"convert_time": 6.73194e-08,
|
|
"total_time": 2.94875e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 479,
|
|
"total_labels": 479,
|
|
"total_preds": 536,
|
|
"considered_empty": 0,
|
|
"valid_preds": 450,
|
|
"invalid_preds": 86,
|
|
"missing": 29,
|
|
"invalid_fraction": 0.16045,
|
|
"precision": 0.83955,
|
|
"recall": 0.93946,
|
|
"f1": 0.8867,
|
|
"non_empty": 536
|
|
},
|
|
"mpjpe": {
|
|
"count": 450,
|
|
"mean": 0.069548,
|
|
"median": 0.053796,
|
|
"std": 0.046737,
|
|
"sem": 0.002206,
|
|
"min": 0.018892,
|
|
"max": 0.466521,
|
|
"recall-0.025": 0.029228,
|
|
"recall-0.05": 0.411273,
|
|
"recall-0.1": 0.772443,
|
|
"recall-0.15": 0.895616,
|
|
"recall-0.25": 0.931106,
|
|
"recall-0.5": 0.939457,
|
|
"num_labels": 479,
|
|
"ap-0.025": 0.000907,
|
|
"ap-0.05": 0.188984,
|
|
"ap-0.1": 0.601213,
|
|
"ap-0.15": 0.797465,
|
|
"ap-0.25": 0.858608,
|
|
"ap-0.5": 0.869387
|
|
},
|
|
"head": {
|
|
"count": 427,
|
|
"mean": 0.038565,
|
|
"median": 0.033179,
|
|
"std": 0.030443,
|
|
"sem": 0.001475,
|
|
"min": 0.001558,
|
|
"max": 0.409887,
|
|
"recall-0.025": 0.30531,
|
|
"recall-0.05": 0.730088,
|
|
"recall-0.1": 0.933628,
|
|
"recall-0.15": 0.938053,
|
|
"recall-0.25": 0.940265,
|
|
"recall-0.5": 0.94469,
|
|
"num_labels": 452
|
|
},
|
|
"shoulder_left": {
|
|
"count": 428,
|
|
"mean": 0.042418,
|
|
"median": 0.03683,
|
|
"std": 0.020828,
|
|
"sem": 0.001008,
|
|
"min": 0.009033,
|
|
"max": 0.211904,
|
|
"recall-0.025": 0.11674,
|
|
"recall-0.05": 0.718062,
|
|
"recall-0.1": 0.92511,
|
|
"recall-0.15": 0.940529,
|
|
"recall-0.25": 0.942731,
|
|
"recall-0.5": 0.942731,
|
|
"num_labels": 454
|
|
},
|
|
"shoulder_right": {
|
|
"count": 439,
|
|
"mean": 0.028957,
|
|
"median": 0.027681,
|
|
"std": 0.009688,
|
|
"sem": 0.000463,
|
|
"min": 0.003649,
|
|
"max": 0.072742,
|
|
"recall-0.025": 0.357602,
|
|
"recall-0.05": 0.907923,
|
|
"recall-0.1": 0.940043,
|
|
"recall-0.15": 0.940043,
|
|
"recall-0.25": 0.940043,
|
|
"recall-0.5": 0.940043,
|
|
"num_labels": 467
|
|
},
|
|
"elbow_left": {
|
|
"count": 416,
|
|
"mean": 0.032055,
|
|
"median": 0.024549,
|
|
"std": 0.024764,
|
|
"sem": 0.001216,
|
|
"min": 0.002712,
|
|
"max": 0.194997,
|
|
"recall-0.025": 0.491991,
|
|
"recall-0.05": 0.810069,
|
|
"recall-0.1": 0.924485,
|
|
"recall-0.15": 0.949657,
|
|
"recall-0.25": 0.951945,
|
|
"recall-0.5": 0.951945,
|
|
"num_labels": 437
|
|
},
|
|
"elbow_right": {
|
|
"count": 418,
|
|
"mean": 0.026785,
|
|
"median": 0.024022,
|
|
"std": 0.018091,
|
|
"sem": 0.000886,
|
|
"min": 0.001053,
|
|
"max": 0.195409,
|
|
"recall-0.025": 0.514739,
|
|
"recall-0.05": 0.879819,
|
|
"recall-0.1": 0.943311,
|
|
"recall-0.15": 0.943311,
|
|
"recall-0.25": 0.947846,
|
|
"recall-0.5": 0.947846,
|
|
"num_labels": 441
|
|
},
|
|
"wrist_left": {
|
|
"count": 410,
|
|
"mean": 0.032896,
|
|
"median": 0.026993,
|
|
"std": 0.025916,
|
|
"sem": 0.001281,
|
|
"min": 0.002241,
|
|
"max": 0.233265,
|
|
"recall-0.025": 0.412844,
|
|
"recall-0.05": 0.816514,
|
|
"recall-0.1": 0.919725,
|
|
"recall-0.15": 0.926606,
|
|
"recall-0.25": 0.940367,
|
|
"recall-0.5": 0.940367,
|
|
"num_labels": 436
|
|
},
|
|
"wrist_right": {
|
|
"count": 420,
|
|
"mean": 0.028259,
|
|
"median": 0.023784,
|
|
"std": 0.029343,
|
|
"sem": 0.001433,
|
|
"min": 0.002123,
|
|
"max": 0.396389,
|
|
"recall-0.025": 0.502242,
|
|
"recall-0.05": 0.890135,
|
|
"recall-0.1": 0.923767,
|
|
"recall-0.15": 0.930493,
|
|
"recall-0.25": 0.939462,
|
|
"recall-0.5": 0.941704,
|
|
"num_labels": 446
|
|
},
|
|
"hip_left": {
|
|
"count": 300,
|
|
"mean": 0.101259,
|
|
"median": 0.09611,
|
|
"std": 0.035117,
|
|
"sem": 0.002031,
|
|
"min": 0.023338,
|
|
"max": 0.342152,
|
|
"recall-0.025": 0.003185,
|
|
"recall-0.05": 0.025478,
|
|
"recall-0.1": 0.55414,
|
|
"recall-0.15": 0.89172,
|
|
"recall-0.25": 0.942675,
|
|
"recall-0.5": 0.955414,
|
|
"num_labels": 314
|
|
},
|
|
"hip_right": {
|
|
"count": 247,
|
|
"mean": 0.082515,
|
|
"median": 0.080743,
|
|
"std": 0.03141,
|
|
"sem": 0.002003,
|
|
"min": 0.021341,
|
|
"max": 0.343203,
|
|
"recall-0.025": 0.003846,
|
|
"recall-0.05": 0.080769,
|
|
"recall-0.1": 0.8,
|
|
"recall-0.15": 0.926923,
|
|
"recall-0.25": 0.942308,
|
|
"recall-0.5": 0.95,
|
|
"num_labels": 260
|
|
},
|
|
"knee_left": {
|
|
"count": 251,
|
|
"mean": 0.1059,
|
|
"median": 0.089904,
|
|
"std": 0.071384,
|
|
"sem": 0.004515,
|
|
"min": 0.012383,
|
|
"max": 0.481831,
|
|
"recall-0.025": 0.01087,
|
|
"recall-0.05": 0.105072,
|
|
"recall-0.1": 0.532609,
|
|
"recall-0.15": 0.768116,
|
|
"recall-0.25": 0.884058,
|
|
"recall-0.5": 0.90942,
|
|
"num_labels": 276
|
|
},
|
|
"knee_right": {
|
|
"count": 198,
|
|
"mean": 0.077039,
|
|
"median": 0.054873,
|
|
"std": 0.077159,
|
|
"sem": 0.005497,
|
|
"min": 0.016417,
|
|
"max": 0.47833,
|
|
"recall-0.025": 0.060465,
|
|
"recall-0.05": 0.376744,
|
|
"recall-0.1": 0.786047,
|
|
"recall-0.15": 0.851163,
|
|
"recall-0.25": 0.874419,
|
|
"recall-0.5": 0.92093,
|
|
"num_labels": 215
|
|
},
|
|
"ankle_left": {
|
|
"count": 86,
|
|
"mean": 0.240931,
|
|
"median": 0.234565,
|
|
"std": 0.122027,
|
|
"sem": 0.013236,
|
|
"min": 0.02336,
|
|
"max": 0.478584,
|
|
"recall-0.025": 0.007576,
|
|
"recall-0.05": 0.037879,
|
|
"recall-0.1": 0.090909,
|
|
"recall-0.15": 0.159091,
|
|
"recall-0.25": 0.363636,
|
|
"recall-0.5": 0.651515,
|
|
"num_labels": 132
|
|
},
|
|
"ankle_right": {
|
|
"count": 71,
|
|
"mean": 0.226365,
|
|
"median": 0.210912,
|
|
"std": 0.129179,
|
|
"sem": 0.01544,
|
|
"min": 0.02477,
|
|
"max": 0.489598,
|
|
"recall-0.025": 0.007874,
|
|
"recall-0.05": 0.055118,
|
|
"recall-0.1": 0.102362,
|
|
"recall-0.15": 0.181102,
|
|
"recall-0.25": 0.330709,
|
|
"recall-0.5": 0.559055,
|
|
"num_labels": 127
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4457,
|
|
"recall-0.025": 0.27305,
|
|
"recall-0.05": 0.6105,
|
|
"recall-0.1": 0.81467,
|
|
"recall-0.15": 0.87413,
|
|
"recall-0.25": 0.90038,
|
|
"recall-0.5": 0.92035
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4313,
|
|
"correct_parts": 3919,
|
|
"pcp": 0.908648
|
|
}
|
|
```
|
|
|
|
### CHI3D
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0171398,
|
|
"demosaicing": 0.000533731,
|
|
"avg_time_2d": 0.0099556,
|
|
"avg_time_3d": 6.45742e-05,
|
|
"fps": 94.7516
|
|
}
|
|
{
|
|
"triangulator_calls": 390,
|
|
"init_time": 3.53722e-06,
|
|
"undistort_time": 7.38996e-06,
|
|
"project_time": 1.39629e-06,
|
|
"match_time": 3.33981e-06,
|
|
"pairs_time": 6.35672e-07,
|
|
"pair_scoring_time": 1.2211e-05,
|
|
"grouping_time": 2.98935e-06,
|
|
"full_time": 1.48329e-05,
|
|
"merge_time": 5.91435e-06,
|
|
"post_time": 6.31177e-06,
|
|
"convert_time": 9.48846e-08,
|
|
"total_time": 5.88911e-05
|
|
}
|
|
{
|
|
"person_nums": {
|
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"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": 0.059751,
|
|
"median": 0.057631,
|
|
"std": 0.011573,
|
|
"sem": 0.000415,
|
|
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|
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|
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"recall-0.025": 0.0,
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|
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|
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|
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|
|
"recall-0.25": 0.996154,
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"num_labels": 780,
|
|
"ap-0.025": 0.0,
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|
"ap-0.05": 0.004978,
|
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"ap-0.1": 0.987017,
|
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"head": {
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|
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"num_labels": 780
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|
},
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|
"shoulder_left": {
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|
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"mean": 0.063705,
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|
|
"std": 0.022704,
|
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"sem": 0.000815,
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|
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|
|
"num_labels": 780
|
|
},
|
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"shoulder_right": {
|
|
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|
|
"mean": 0.064214,
|
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|
|
"std": 0.017583,
|
|
"sem": 0.000631,
|
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|
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"recall-0.025": 0.014103,
|
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|
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|
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"num_labels": 780
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|
},
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"elbow_left": {
|
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|
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"median": 0.048272,
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"std": 0.027449,
|
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"sem": 0.000986,
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"num_labels": 780
|
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},
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"elbow_right": {
|
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|
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"wrist_left": {
|
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"wrist_right": {
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|
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"num_labels": 780
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},
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"hip_left": {
|
|
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|
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|
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"sem": 0.000733,
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|
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|
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|
|
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|
|
},
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"hip_right": {
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
|
"num_labels": 780
|
|
},
|
|
"ankle_left": {
|
|
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|
|
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|
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|
|
"std": 0.01492,
|
|
"sem": 0.000536,
|
|
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|
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|
|
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|
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|
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|
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|
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|
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"num_labels": 780
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},
|
|
"joint_recalls": {
|
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"num_labels": 10140,
|
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"recall-0.025": 0.07209,
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"recall-0.05": 0.44832,
|
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|
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}
|
|
}
|
|
{
|
|
"total_parts": 10920,
|
|
"correct_parts": 10776,
|
|
"pcp": 0.986813
|
|
}
|
|
```
|
|
|
|
### Tsinghua
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.107621,
|
|
"demosaicing": 0.00276719,
|
|
"avg_time_2d": 0.0182223,
|
|
"avg_time_3d": 0.000181552,
|
|
"fps": 47.2343
|
|
}
|
|
{
|
|
"triangulator_calls": 210,
|
|
"init_time": 3.61917e-06,
|
|
"undistort_time": 1.62847e-05,
|
|
"project_time": 2.65801e-06,
|
|
"match_time": 1.00396e-05,
|
|
"pairs_time": 5.07824e-06,
|
|
"pair_scoring_time": 4.18499e-05,
|
|
"grouping_time": 1.24074e-05,
|
|
"full_time": 4.94618e-05,
|
|
"merge_time": 2.10141e-05,
|
|
"post_time": 7.96508e-06,
|
|
"convert_time": 1.33171e-07,
|
|
"total_time": 0.000170749
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 210,
|
|
"total_labels": 630,
|
|
"total_preds": 630,
|
|
"considered_empty": 0,
|
|
"valid_preds": 630,
|
|
"invalid_preds": 0,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0,
|
|
"non_empty": 630
|
|
},
|
|
"mpjpe": {
|
|
"count": 630,
|
|
"mean": 0.052822,
|
|
"median": 0.048901,
|
|
"std": 0.017798,
|
|
"sem": 0.00071,
|
|
"min": 0.030026,
|
|
"max": 0.140544,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.549206,
|
|
"recall-0.1": 0.957143,
|
|
"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": 0.363228,
|
|
"ap-0.1": 0.948697,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
"recall-0.1": 1.0,
|
|
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|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 598
|
|
},
|
|
"shoulder_left": {
|
|
"count": 630,
|
|
"mean": 0.058967,
|
|
"median": 0.056501,
|
|
"std": 0.018046,
|
|
"sem": 0.00072,
|
|
"min": 0.021049,
|
|
"max": 0.13335,
|
|
"recall-0.025": 0.009524,
|
|
"recall-0.05": 0.347619,
|
|
"recall-0.1": 0.988889,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"shoulder_right": {
|
|
"count": 630,
|
|
"mean": 0.06143,
|
|
"median": 0.061029,
|
|
"std": 0.019247,
|
|
"sem": 0.000767,
|
|
"min": 0.015158,
|
|
"max": 0.129927,
|
|
"recall-0.025": 0.004762,
|
|
"recall-0.05": 0.334921,
|
|
"recall-0.1": 0.965079,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_left": {
|
|
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|
|
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|
|
"median": 0.04674,
|
|
"std": 0.019761,
|
|
"sem": 0.000788,
|
|
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|
|
"max": 0.150097,
|
|
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|
|
"recall-0.05": 0.580952,
|
|
"recall-0.1": 0.979365,
|
|
"recall-0.15": 0.998413,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_right": {
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
"num_labels": 629
|
|
},
|
|
"wrist_left": {
|
|
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|
|
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|
|
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|
|
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|
|
"sem": 0.000979,
|
|
"min": 0.004704,
|
|
"max": 0.17701,
|
|
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|
|
"recall-0.05": 0.660317,
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
},
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
"sem": 0.000951,
|
|
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|
|
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|
|
"recall-0.025": 0.0896,
|
|
"recall-0.05": 0.5664,
|
|
"recall-0.1": 0.9632,
|
|
"recall-0.15": 0.9984,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 625
|
|
},
|
|
"hip_left": {
|
|
"count": 630,
|
|
"mean": 0.052194,
|
|
"median": 0.048885,
|
|
"std": 0.02136,
|
|
"sem": 0.000852,
|
|
"min": 0.004154,
|
|
"max": 0.146755,
|
|
"recall-0.025": 0.05873,
|
|
"recall-0.05": 0.526984,
|
|
"recall-0.1": 0.966667,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"hip_right": {
|
|
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|
|
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|
|
"median": 0.049733,
|
|
"std": 0.02405,
|
|
"sem": 0.00096,
|
|
"min": 0.00992,
|
|
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|
|
"recall-0.025": 0.114467,
|
|
"recall-0.05": 0.502385,
|
|
"recall-0.1": 0.955485,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"knee_left": {
|
|
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|
|
"mean": 0.047936,
|
|
"median": 0.036391,
|
|
"std": 0.046826,
|
|
"sem": 0.00187,
|
|
"min": 0.007665,
|
|
"max": 0.367525,
|
|
"recall-0.025": 0.232484,
|
|
"recall-0.05": 0.719745,
|
|
"recall-0.1": 0.93949,
|
|
"recall-0.15": 0.958599,
|
|
"recall-0.25": 0.984076,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 628
|
|
},
|
|
"knee_right": {
|
|
"count": 629,
|
|
"mean": 0.055006,
|
|
"median": 0.037933,
|
|
"std": 0.071761,
|
|
"sem": 0.002864,
|
|
"min": 0.004541,
|
|
"max": 0.495748,
|
|
"recall-0.025": 0.216216,
|
|
"recall-0.05": 0.715421,
|
|
"recall-0.1": 0.934817,
|
|
"recall-0.15": 0.952305,
|
|
"recall-0.25": 0.957075,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"ankle_left": {
|
|
"count": 619,
|
|
"mean": 0.057236,
|
|
"median": 0.043058,
|
|
"std": 0.069902,
|
|
"sem": 0.002812,
|
|
"min": 0.010858,
|
|
"max": 0.487315,
|
|
"recall-0.025": 0.092084,
|
|
"recall-0.05": 0.678514,
|
|
"recall-0.1": 0.949919,
|
|
"recall-0.15": 0.959612,
|
|
"recall-0.25": 0.966074,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 619
|
|
},
|
|
"ankle_right": {
|
|
"count": 602,
|
|
"mean": 0.047205,
|
|
"median": 0.041586,
|
|
"std": 0.044335,
|
|
"sem": 0.001808,
|
|
"min": 0.004139,
|
|
"max": 0.447056,
|
|
"recall-0.025": 0.172026,
|
|
"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": 0.1101,
|
|
"recall-0.05": 0.59195,
|
|
"recall-0.1": 0.96014,
|
|
"recall-0.15": 0.98487,
|
|
"recall-0.25": 0.98917,
|
|
"recall-0.5": 0.99754
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 8725,
|
|
"correct_parts": 8613,
|
|
"pcp": 0.987163
|
|
}
|
|
```
|
|
|
|
### H3WB
|
|
|
|
##### default joints
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0235913,
|
|
"demosaicing": 0.000629685,
|
|
"avg_time_2d": 0.00831252,
|
|
"avg_time_3d": 3.5924e-05,
|
|
"fps": 111.382
|
|
}
|
|
{
|
|
"triangulator_calls": 200,
|
|
"init_time": 2.50549e-06,
|
|
"undistort_time": 3.82929e-06,
|
|
"project_time": 1.548e-08,
|
|
"match_time": 1.6865e-08,
|
|
"pairs_time": 1.9984e-07,
|
|
"pair_scoring_time": 6.28122e-06,
|
|
"grouping_time": 1.34159e-06,
|
|
"full_time": 7.70199e-06,
|
|
"merge_time": 3.25516e-06,
|
|
"post_time": 4.86803e-06,
|
|
"convert_time": 5.664e-08,
|
|
"total_time": 3.03064e-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": 0.023651,
|
|
"median": 0.022282,
|
|
"std": 0.008704,
|
|
"sem": 0.000617,
|
|
"min": 0.010617,
|
|
"max": 0.07701,
|
|
"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": 0.587964,
|
|
"ap-0.05": 0.984394,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.037471,
|
|
"median": 0.025849,
|
|
"std": 0.033736,
|
|
"sem": 0.002391,
|
|
"min": 0.003578,
|
|
"max": 0.182061,
|
|
"recall-0.025": 0.48,
|
|
"recall-0.05": 0.77,
|
|
"recall-0.1": 0.92,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.019542,
|
|
"median": 0.016913,
|
|
"std": 0.011441,
|
|
"sem": 0.000811,
|
|
"min": 0.003239,
|
|
"max": 0.068476,
|
|
"recall-0.025": 0.75,
|
|
"recall-0.05": 0.97,
|
|
"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": 0.024473,
|
|
"median": 0.022001,
|
|
"std": 0.013062,
|
|
"sem": 0.000926,
|
|
"min": 0.003333,
|
|
"max": 0.089912,
|
|
"recall-0.025": 0.6,
|
|
"recall-0.05": 0.945,
|
|
"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": 0.016917,
|
|
"median": 0.014005,
|
|
"std": 0.012098,
|
|
"sem": 0.000858,
|
|
"min": 0.002057,
|
|
"max": 0.083023,
|
|
"recall-0.025": 0.825,
|
|
"recall-0.05": 0.975,
|
|
"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": 0.021862,
|
|
"median": 0.016362,
|
|
"std": 0.01859,
|
|
"sem": 0.001318,
|
|
"min": 0.001919,
|
|
"max": 0.113716,
|
|
"recall-0.025": 0.68,
|
|
"recall-0.05": 0.925,
|
|
"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": 0.024778,
|
|
"median": 0.017865,
|
|
"std": 0.032387,
|
|
"sem": 0.002296,
|
|
"min": 0.000992,
|
|
"max": 0.31434,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.935,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_right": {
|
|
"count": 200,
|
|
"mean": 0.027136,
|
|
"median": 0.020619,
|
|
"std": 0.023658,
|
|
"sem": 0.001677,
|
|
"min": 0.001005,
|
|
"max": 0.184163,
|
|
"recall-0.025": 0.625,
|
|
"recall-0.05": 0.885,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.033183,
|
|
"median": 0.029266,
|
|
"std": 0.018397,
|
|
"sem": 0.001304,
|
|
"min": 0.007033,
|
|
"max": 0.150463,
|
|
"recall-0.025": 0.355,
|
|
"recall-0.05": 0.825,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_right": {
|
|
"count": 200,
|
|
"mean": 0.030501,
|
|
"median": 0.029556,
|
|
"std": 0.01442,
|
|
"sem": 0.001022,
|
|
"min": 0.002675,
|
|
"max": 0.075937,
|
|
"recall-0.025": 0.37,
|
|
"recall-0.05": 0.9,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_left": {
|
|
"count": 200,
|
|
"mean": 0.021163,
|
|
"median": 0.014626,
|
|
"std": 0.028913,
|
|
"sem": 0.00205,
|
|
"min": 0.002767,
|
|
"max": 0.277156,
|
|
"recall-0.025": 0.78,
|
|
"recall-0.05": 0.96,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_right": {
|
|
"count": 200,
|
|
"mean": 0.017396,
|
|
"median": 0.013855,
|
|
"std": 0.01809,
|
|
"sem": 0.001282,
|
|
"min": 0.001389,
|
|
"max": 0.180907,
|
|
"recall-0.025": 0.83,
|
|
"recall-0.05": 0.985,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_left": {
|
|
"count": 200,
|
|
"mean": 0.015375,
|
|
"median": 0.011036,
|
|
"std": 0.023223,
|
|
"sem": 0.001646,
|
|
"min": 0.001616,
|
|
"max": 0.260494,
|
|
"recall-0.025": 0.93,
|
|
"recall-0.05": 0.975,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_right": {
|
|
"count": 200,
|
|
"mean": 0.017668,
|
|
"median": 0.010219,
|
|
"std": 0.031758,
|
|
"sem": 0.002251,
|
|
"min": 0.00132,
|
|
"max": 0.333612,
|
|
"recall-0.025": 0.885,
|
|
"recall-0.05": 0.955,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 2600,
|
|
"recall-0.025": 0.67577,
|
|
"recall-0.05": 0.92346,
|
|
"recall-0.1": 0.98462,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.99808,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2796,
|
|
"pcp": 0.998571
|
|
}
|
|
```
|
|
|
|
##### whole-body
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.0234196,
|
|
"demosaicing": 0.000593971,
|
|
"avg_time_2d": 0.0114823,
|
|
"avg_time_3d": 0.000122483,
|
|
"fps": 81.9754
|
|
}
|
|
{
|
|
"triangulator_calls": 200,
|
|
"init_time": 2.87368e-06,
|
|
"undistort_time": 2.52289e-05,
|
|
"project_time": 1.6155e-08,
|
|
"match_time": 1.621e-08,
|
|
"pairs_time": 1.89415e-07,
|
|
"pair_scoring_time": 5.94676e-06,
|
|
"grouping_time": 1.37823e-06,
|
|
"full_time": 4.40063e-05,
|
|
"merge_time": 1.42778e-05,
|
|
"post_time": 2.30319e-05,
|
|
"convert_time": 3.4937e-07,
|
|
"total_time": 0.000117547
|
|
}
|
|
{
|
|
"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": 0.04567,
|
|
"median": 0.042488,
|
|
"std": 0.01579,
|
|
"sem": 0.001119,
|
|
"min": 0.02021,
|
|
"max": 0.097066,
|
|
"recall-0.025": 0.025,
|
|
"recall-0.05": 0.715,
|
|
"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": 0.01062,
|
|
"ap-0.05": 0.62701,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.047652,
|
|
"median": 0.031058,
|
|
"std": 0.040438,
|
|
"sem": 0.002867,
|
|
"min": 0.003116,
|
|
"max": 0.214291,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.665,
|
|
"recall-0.1": 0.86,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_left": {
|
|
"count": 200,
|
|
"mean": 0.039569,
|
|
"median": 0.027184,
|
|
"std": 0.032373,
|
|
"sem": 0.002295,
|
|
"min": 0.006846,
|
|
"max": 0.176459,
|
|
"recall-0.025": 0.445,
|
|
"recall-0.05": 0.77,
|
|
"recall-0.1": 0.925,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_right": {
|
|
"count": 200,
|
|
"mean": 0.045434,
|
|
"median": 0.032483,
|
|
"std": 0.036927,
|
|
"sem": 0.002618,
|
|
"min": 0.003578,
|
|
"max": 0.213848,
|
|
"recall-0.025": 0.405,
|
|
"recall-0.05": 0.64,
|
|
"recall-0.1": 0.915,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_left": {
|
|
"count": 200,
|
|
"mean": 0.030034,
|
|
"median": 0.024802,
|
|
"std": 0.023356,
|
|
"sem": 0.001656,
|
|
"min": 0.004202,
|
|
"max": 0.219616,
|
|
"recall-0.025": 0.515,
|
|
"recall-0.05": 0.855,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_right": {
|
|
"count": 200,
|
|
"mean": 0.043015,
|
|
"median": 0.039425,
|
|
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"sem": 0.004298,
|
|
"min": 0.003879,
|
|
"max": 0.373576,
|
|
"recall-0.025": 0.49,
|
|
"recall-0.05": 0.79,
|
|
"recall-0.1": 0.92,
|
|
"recall-0.15": 0.94,
|
|
"recall-0.25": 0.975,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_1": {
|
|
"count": 200,
|
|
"mean": 0.05083,
|
|
"median": 0.027124,
|
|
"std": 0.062694,
|
|
"sem": 0.004444,
|
|
"min": 0.003209,
|
|
"max": 0.462207,
|
|
"recall-0.025": 0.48,
|
|
"recall-0.05": 0.715,
|
|
"recall-0.1": 0.87,
|
|
"recall-0.15": 0.93,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_2": {
|
|
"count": 200,
|
|
"mean": 0.052183,
|
|
"median": 0.027849,
|
|
"std": 0.063391,
|
|
"sem": 0.004494,
|
|
"min": 0.003769,
|
|
"max": 0.400004,
|
|
"recall-0.025": 0.45,
|
|
"recall-0.05": 0.685,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.925,
|
|
"recall-0.25": 0.98,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_3": {
|
|
"count": 200,
|
|
"mean": 0.053302,
|
|
"median": 0.028206,
|
|
"std": 0.065932,
|
|
"sem": 0.004674,
|
|
"min": 0.002826,
|
|
"max": 0.486832,
|
|
"recall-0.025": 0.43,
|
|
"recall-0.05": 0.68,
|
|
"recall-0.1": 0.85,
|
|
"recall-0.15": 0.93,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_4": {
|
|
"count": 200,
|
|
"mean": 0.044232,
|
|
"median": 0.027054,
|
|
"std": 0.054865,
|
|
"sem": 0.003889,
|
|
"min": 0.003758,
|
|
"max": 0.373097,
|
|
"recall-0.025": 0.46,
|
|
"recall-0.05": 0.78,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.96,
|
|
"recall-0.25": 0.975,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_1": {
|
|
"count": 200,
|
|
"mean": 0.047081,
|
|
"median": 0.027647,
|
|
"std": 0.060683,
|
|
"sem": 0.004302,
|
|
"min": 0.003255,
|
|
"max": 0.464376,
|
|
"recall-0.025": 0.455,
|
|
"recall-0.05": 0.755,
|
|
"recall-0.1": 0.895,
|
|
"recall-0.15": 0.945,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_2": {
|
|
"count": 200,
|
|
"mean": 0.053941,
|
|
"median": 0.031731,
|
|
"std": 0.060903,
|
|
"sem": 0.004317,
|
|
"min": 0.003159,
|
|
"max": 0.47849,
|
|
"recall-0.025": 0.365,
|
|
"recall-0.05": 0.705,
|
|
"recall-0.1": 0.845,
|
|
"recall-0.15": 0.92,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_3": {
|
|
"count": 200,
|
|
"mean": 0.050372,
|
|
"median": 0.030126,
|
|
"std": 0.058982,
|
|
"sem": 0.004181,
|
|
"min": 0.003756,
|
|
"max": 0.4804,
|
|
"recall-0.025": 0.38,
|
|
"recall-0.05": 0.745,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.925,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_4": {
|
|
"count": 200,
|
|
"mean": 0.043756,
|
|
"median": 0.029359,
|
|
"std": 0.049184,
|
|
"sem": 0.003487,
|
|
"min": 0.002073,
|
|
"max": 0.363855,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.78,
|
|
"recall-0.1": 0.91,
|
|
"recall-0.15": 0.965,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_middle": {
|
|
"count": 200,
|
|
"mean": 0.03242,
|
|
"median": 0.028986,
|
|
"std": 0.017918,
|
|
"sem": 0.00127,
|
|
"min": 0.004262,
|
|
"max": 0.123291,
|
|
"recall-0.025": 0.385,
|
|
"recall-0.05": 0.87,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_middle": {
|
|
"count": 200,
|
|
"mean": 0.020581,
|
|
"median": 0.018273,
|
|
"std": 0.01032,
|
|
"sem": 0.000732,
|
|
"min": 0.003021,
|
|
"max": 0.053146,
|
|
"recall-0.025": 0.715,
|
|
"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
|
|
},
|
|
"head": {
|
|
"count": 200,
|
|
"mean": 0.032468,
|
|
"median": 0.029463,
|
|
"std": 0.018886,
|
|
"sem": 0.001339,
|
|
"min": 0.001835,
|
|
"max": 0.129751,
|
|
"recall-0.025": 0.395,
|
|
"recall-0.05": 0.855,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"body_errors": {
|
|
"body": {
|
|
"count": 5200,
|
|
"mean": 0.029205,
|
|
"median": 0.022467,
|
|
"std": 0.025707,
|
|
"sem": 0.001822,
|
|
"min": 0.002735,
|
|
"max": 0.193735,
|
|
"num_labels": 5200
|
|
},
|
|
"face": {
|
|
"count": 13596,
|
|
"mean": 0.05414,
|
|
"median": 0.038586,
|
|
"std": 0.044177,
|
|
"sem": 0.003132,
|
|
"min": 0.004212,
|
|
"max": 0.266198,
|
|
"num_labels": 13600
|
|
},
|
|
"hand": {
|
|
"count": 8400,
|
|
"mean": 0.041889,
|
|
"median": 0.025037,
|
|
"std": 0.049287,
|
|
"sem": 0.003494,
|
|
"min": 0.002704,
|
|
"max": 0.346637,
|
|
"num_labels": 8400
|
|
}
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 27200,
|
|
"recall-0.025": 0.45827,
|
|
"recall-0.05": 0.70857,
|
|
"recall-0.1": 0.88331,
|
|
"recall-0.15": 0.95658,
|
|
"recall-0.25": 0.9936,
|
|
"recall-0.5": 0.99985
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2791,
|
|
"pcp": 0.996786
|
|
}
|
|
```
|
|
|
|
### EgoHumans
|
|
|
|
##### tagging
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.293049,
|
|
"demosaicing": 0.0109994,
|
|
"avg_time_2d": 0.0272442,
|
|
"avg_time_3d": 0.000297134,
|
|
"fps": 25.9465
|
|
}
|
|
{
|
|
"triangulator_calls": 100,
|
|
"init_time": 4.32242e-06,
|
|
"undistort_time": 2.36708e-05,
|
|
"project_time": 5.92112e-06,
|
|
"match_time": 1.92183e-05,
|
|
"pairs_time": 1.83692e-05,
|
|
"pair_scoring_time": 7.12365e-05,
|
|
"grouping_time": 2.763e-05,
|
|
"full_time": 6.86531e-05,
|
|
"merge_time": 3.18226e-05,
|
|
"post_time": 1.03394e-05,
|
|
"convert_time": 1.8829e-07,
|
|
"total_time": 0.000281607
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 100,
|
|
"total_labels": 400,
|
|
"total_preds": 415,
|
|
"considered_empty": 0,
|
|
"valid_preds": 399,
|
|
"invalid_preds": 16,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.03855,
|
|
"precision": 0.96145,
|
|
"recall": 0.9975,
|
|
"f1": 0.97914,
|
|
"non_empty": 415
|
|
},
|
|
"mpjpe": {
|
|
"count": 399,
|
|
"mean": 0.04787,
|
|
"median": 0.032737,
|
|
"std": 0.042237,
|
|
"sem": 0.002117,
|
|
"min": 0.014478,
|
|
"max": 0.293976,
|
|
"recall-0.025": 0.23,
|
|
"recall-0.05": 0.755,
|
|
"recall-0.1": 0.89,
|
|
"recall-0.15": 0.96,
|
|
"recall-0.25": 0.9825,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400,
|
|
"ap-0.025": 0.078761,
|
|
"ap-0.05": 0.720976,
|
|
"ap-0.1": 0.886036,
|
|
"ap-0.15": 0.957485,
|
|
"ap-0.25": 0.980421,
|
|
"ap-0.5": 0.997152
|
|
},
|
|
"head": {
|
|
"count": 399,
|
|
"mean": 0.042813,
|
|
"median": 0.037173,
|
|
"std": 0.030287,
|
|
"sem": 0.001518,
|
|
"min": 0.002942,
|
|
"max": 0.356496,
|
|
"recall-0.025": 0.2225,
|
|
"recall-0.05": 0.7225,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 0.9925,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_left": {
|
|
"count": 399,
|
|
"mean": 0.036775,
|
|
"median": 0.031587,
|
|
"std": 0.032239,
|
|
"sem": 0.001616,
|
|
"min": 0.003244,
|
|
"max": 0.443177,
|
|
"recall-0.025": 0.34,
|
|
"recall-0.05": 0.8225,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 0.9925,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_right": {
|
|
"count": 399,
|
|
"mean": 0.038614,
|
|
"median": 0.031493,
|
|
"std": 0.03247,
|
|
"sem": 0.001628,
|
|
"min": 0.002905,
|
|
"max": 0.276902,
|
|
"recall-0.025": 0.3225,
|
|
"recall-0.05": 0.815,
|
|
"recall-0.1": 0.9575,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 0.9925,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_left": {
|
|
"count": 399,
|
|
"mean": 0.029102,
|
|
"median": 0.024391,
|
|
"std": 0.029221,
|
|
"sem": 0.001465,
|
|
"min": 0.003375,
|
|
"max": 0.38953,
|
|
"recall-0.025": 0.52,
|
|
"recall-0.05": 0.93,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.9875,
|
|
"recall-0.25": 0.9925,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_right": {
|
|
"count": 399,
|
|
"mean": 0.036403,
|
|
"median": 0.028878,
|
|
"std": 0.032176,
|
|
"sem": 0.001613,
|
|
"min": 0.00479,
|
|
"max": 0.324817,
|
|
"recall-0.025": 0.4075,
|
|
"recall-0.05": 0.83,
|
|
"recall-0.1": 0.965,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_left": {
|
|
"count": 399,
|
|
"mean": 0.035863,
|
|
"median": 0.027169,
|
|
"std": 0.031843,
|
|
"sem": 0.001596,
|
|
"min": 0.002868,
|
|
"max": 0.283793,
|
|
"recall-0.025": 0.45,
|
|
"recall-0.05": 0.835,
|
|
"recall-0.1": 0.9525,
|
|
"recall-0.15": 0.9825,
|
|
"recall-0.25": 0.9925,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_right": {
|
|
"count": 398,
|
|
"mean": 0.04469,
|
|
"median": 0.02742,
|
|
"std": 0.051664,
|
|
"sem": 0.002593,
|
|
"min": 0.002935,
|
|
"max": 0.45148,
|
|
"recall-0.025": 0.435,
|
|
"recall-0.05": 0.7575,
|
|
"recall-0.1": 0.9025,
|
|
"recall-0.15": 0.945,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 400
|
|
},
|
|
"hip_left": {
|
|
"count": 399,
|
|
"mean": 0.045965,
|
|
"median": 0.038335,
|
|
"std": 0.028662,
|
|
"sem": 0.001437,
|
|
"min": 0.006071,
|
|
"max": 0.165726,
|
|
"recall-0.025": 0.2475,
|
|
"recall-0.05": 0.675,
|
|
"recall-0.1": 0.9475,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.9975,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"hip_right": {
|
|
"count": 399,
|
|
"mean": 0.051312,
|
|
"median": 0.037656,
|
|
"std": 0.042706,
|
|
"sem": 0.002141,
|
|
"min": 0.002339,
|
|
"max": 0.26692,
|
|
"recall-0.025": 0.2575,
|
|
"recall-0.05": 0.6675,
|
|
"recall-0.1": 0.8725,
|
|
"recall-0.15": 0.945,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"knee_left": {
|
|
"count": 399,
|
|
"mean": 0.041604,
|
|
"median": 0.026238,
|
|
"std": 0.054874,
|
|
"sem": 0.002751,
|
|
"min": 0.002518,
|
|
"max": 0.460411,
|
|
"recall-0.025": 0.4725,
|
|
"recall-0.05": 0.83,
|
|
"recall-0.1": 0.935,
|
|
"recall-0.15": 0.955,
|
|
"recall-0.25": 0.9875,
|
|
"recall-0.5": 0.9975,
|
|
"num_labels": 400
|
|
},
|
|
"knee_right": {
|
|
"count": 393,
|
|
"mean": 0.050549,
|
|
"median": 0.02574,
|
|
"std": 0.086051,
|
|
"sem": 0.004346,
|
|
"min": 0.001908,
|
|
"max": 0.491857,
|
|
"recall-0.025": 0.4775,
|
|
"recall-0.05": 0.7925,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.9175,
|
|
"recall-0.25": 0.9275,
|
|
"recall-0.5": 0.9825,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_left": {
|
|
"count": 393,
|
|
"mean": 0.045179,
|
|
"median": 0.025352,
|
|
"std": 0.06552,
|
|
"sem": 0.003309,
|
|
"min": 0.001894,
|
|
"max": 0.472042,
|
|
"recall-0.025": 0.4825,
|
|
"recall-0.05": 0.7725,
|
|
"recall-0.1": 0.9025,
|
|
"recall-0.15": 0.9375,
|
|
"recall-0.25": 0.9525,
|
|
"recall-0.5": 0.9825,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_right": {
|
|
"count": 379,
|
|
"mean": 0.071374,
|
|
"median": 0.030655,
|
|
"std": 0.10233,
|
|
"sem": 0.005263,
|
|
"min": 0.003144,
|
|
"max": 0.481312,
|
|
"recall-0.025": 0.39,
|
|
"recall-0.05": 0.65,
|
|
"recall-0.1": 0.78,
|
|
"recall-0.15": 0.8075,
|
|
"recall-0.25": 0.8775,
|
|
"recall-0.5": 0.9475,
|
|
"num_labels": 400
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 5200,
|
|
"recall-0.025": 0.38654,
|
|
"recall-0.05": 0.77692,
|
|
"recall-0.1": 0.92654,
|
|
"recall-0.15": 0.95481,
|
|
"recall-0.25": 0.975,
|
|
"recall-0.5": 0.99115
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5600,
|
|
"correct_parts": 5443,
|
|
"pcp": 0.971964
|
|
}
|
|
```
|
|
|
|
##### legoassemble
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.27129,
|
|
"demosaicing": 0.011134,
|
|
"avg_time_2d": 0.0239827,
|
|
"avg_time_3d": 0.000251315,
|
|
"fps": 28.2742
|
|
}
|
|
{
|
|
"triangulator_calls": 121,
|
|
"init_time": 4.36192e-06,
|
|
"undistort_time": 1.91289e-05,
|
|
"project_time": 4.35951e-06,
|
|
"match_time": 1.33109e-05,
|
|
"pairs_time": 1.08011e-05,
|
|
"pair_scoring_time": 6.10657e-05,
|
|
"grouping_time": 1.82683e-05,
|
|
"full_time": 6.92329e-05,
|
|
"merge_time": 3.33679e-05,
|
|
"post_time": 8.43239e-06,
|
|
"convert_time": 1.34463e-07,
|
|
"total_time": 0.0002427
|
|
}
|
|
{
|
|
"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": 0.025306,
|
|
"median": 0.024368,
|
|
"std": 0.007121,
|
|
"sem": 0.000374,
|
|
"min": 0.011428,
|
|
"max": 0.052149,
|
|
"recall-0.025": 0.5427,
|
|
"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": 0.318177,
|
|
"ap-0.05": 0.996046,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 363,
|
|
"mean": 0.0272,
|
|
"median": 0.023301,
|
|
"std": 0.016715,
|
|
"sem": 0.000878,
|
|
"min": 0.000467,
|
|
"max": 0.087506,
|
|
"recall-0.025": 0.570248,
|
|
"recall-0.05": 0.895317,
|
|
"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": 0.026817,
|
|
"median": 0.020888,
|
|
"std": 0.020968,
|
|
"sem": 0.001102,
|
|
"min": 0.002809,
|
|
"max": 0.15058,
|
|
"recall-0.025": 0.608815,
|
|
"recall-0.05": 0.903581,
|
|
"recall-0.1": 0.980716,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"shoulder_right": {
|
|
"count": 363,
|
|
"mean": 0.023022,
|
|
"median": 0.020098,
|
|
"std": 0.012945,
|
|
"sem": 0.00068,
|
|
"min": 0.002877,
|
|
"max": 0.101877,
|
|
"recall-0.025": 0.625344,
|
|
"recall-0.05": 0.964187,
|
|
"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": 0.021877,
|
|
"median": 0.018783,
|
|
"std": 0.015417,
|
|
"sem": 0.00081,
|
|
"min": 0.001506,
|
|
"max": 0.207187,
|
|
"recall-0.025": 0.707989,
|
|
"recall-0.05": 0.964187,
|
|
"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": 0.018189,
|
|
"median": 0.016652,
|
|
"std": 0.009525,
|
|
"sem": 0.000501,
|
|
"min": 0.00268,
|
|
"max": 0.067884,
|
|
"recall-0.025": 0.815427,
|
|
"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": 0.022654,
|
|
"median": 0.018212,
|
|
"std": 0.01792,
|
|
"sem": 0.000942,
|
|
"min": 0.002167,
|
|
"max": 0.203248,
|
|
"recall-0.025": 0.702479,
|
|
"recall-0.05": 0.944904,
|
|
"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": 0.019365,
|
|
"median": 0.017935,
|
|
"std": 0.010844,
|
|
"sem": 0.00057,
|
|
"min": 0.002229,
|
|
"max": 0.077607,
|
|
"recall-0.025": 0.785124,
|
|
"recall-0.05": 0.983471,
|
|
"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": 0.030694,
|
|
"median": 0.026317,
|
|
"std": 0.016822,
|
|
"sem": 0.000884,
|
|
"min": 0.005167,
|
|
"max": 0.101401,
|
|
"recall-0.025": 0.4573,
|
|
"recall-0.05": 0.856749,
|
|
"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": 0.031374,
|
|
"median": 0.028633,
|
|
"std": 0.017032,
|
|
"sem": 0.000895,
|
|
"min": 0.001927,
|
|
"max": 0.130368,
|
|
"recall-0.025": 0.38292,
|
|
"recall-0.05": 0.889807,
|
|
"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": 0.028633,
|
|
"median": 0.020813,
|
|
"std": 0.023924,
|
|
"sem": 0.001257,
|
|
"min": 0.001678,
|
|
"max": 0.128791,
|
|
"recall-0.025": 0.61708,
|
|
"recall-0.05": 0.85124,
|
|
"recall-0.1": 0.966942,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_right": {
|
|
"count": 363,
|
|
"mean": 0.023425,
|
|
"median": 0.02029,
|
|
"std": 0.013376,
|
|
"sem": 0.000703,
|
|
"min": 0.001885,
|
|
"max": 0.067752,
|
|
"recall-0.025": 0.619835,
|
|
"recall-0.05": 0.944904,
|
|
"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": 0.027936,
|
|
"median": 0.021889,
|
|
"std": 0.022417,
|
|
"sem": 0.001178,
|
|
"min": 0.001821,
|
|
"max": 0.198192,
|
|
"recall-0.025": 0.597796,
|
|
"recall-0.05": 0.895317,
|
|
"recall-0.1": 0.980716,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"ankle_right": {
|
|
"count": 363,
|
|
"mean": 0.027787,
|
|
"median": 0.021428,
|
|
"std": 0.022318,
|
|
"sem": 0.001173,
|
|
"min": 0.00376,
|
|
"max": 0.175015,
|
|
"recall-0.025": 0.578512,
|
|
"recall-0.05": 0.884298,
|
|
"recall-0.1": 0.977961,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4719,
|
|
"recall-0.025": 0.6192,
|
|
"recall-0.05": 0.91926,
|
|
"recall-0.1": 0.9894,
|
|
"recall-0.15": 0.99788,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5082,
|
|
"correct_parts": 5081,
|
|
"pcp": 0.999803
|
|
}
|
|
```
|
|
|
|
##### fencing
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.289362,
|
|
"demosaicing": 0.0124074,
|
|
"avg_time_2d": 0.0289188,
|
|
"avg_time_3d": 0.000433233,
|
|
"fps": 23.9467
|
|
}
|
|
{
|
|
"triangulator_calls": 166,
|
|
"init_time": 4.16021e-06,
|
|
"undistort_time": 2.56551e-05,
|
|
"project_time": 5.68555e-06,
|
|
"match_time": 2.32618e-05,
|
|
"pairs_time": 2.42754e-05,
|
|
"pair_scoring_time": 0.000107763,
|
|
"grouping_time": 3.59843e-05,
|
|
"full_time": 0.000123872,
|
|
"merge_time": 5.7993e-05,
|
|
"post_time": 9.86665e-06,
|
|
"convert_time": 1.82283e-07,
|
|
"total_time": 0.000418932
|
|
}
|
|
{
|
|
"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": 0.023954,
|
|
"median": 0.020536,
|
|
"std": 0.00854,
|
|
"sem": 0.000469,
|
|
"min": 0.011694,
|
|
"max": 0.053819,
|
|
"recall-0.025": 0.662651,
|
|
"recall-0.05": 0.987952,
|
|
"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": 0.342732,
|
|
"ap-0.05": 0.694248,
|
|
"ap-0.1": 0.72186,
|
|
"ap-0.15": 0.72186,
|
|
"ap-0.25": 0.72186,
|
|
"ap-0.5": 0.72186
|
|
},
|
|
"head": {
|
|
"count": 332,
|
|
"mean": 0.039815,
|
|
"median": 0.03972,
|
|
"std": 0.020291,
|
|
"sem": 0.001115,
|
|
"min": 0.003048,
|
|
"max": 0.102672,
|
|
"recall-0.025": 0.286145,
|
|
"recall-0.05": 0.683735,
|
|
"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": 0.023126,
|
|
"median": 0.020606,
|
|
"std": 0.012196,
|
|
"sem": 0.00067,
|
|
"min": 0.001007,
|
|
"max": 0.083282,
|
|
"recall-0.025": 0.704819,
|
|
"recall-0.05": 0.960843,
|
|
"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": 0.028154,
|
|
"median": 0.020496,
|
|
"std": 0.02177,
|
|
"sem": 0.001197,
|
|
"min": 0.002427,
|
|
"max": 0.145471,
|
|
"recall-0.025": 0.626506,
|
|
"recall-0.05": 0.870482,
|
|
"recall-0.1": 0.990964,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"elbow_left": {
|
|
"count": 332,
|
|
"mean": 0.018821,
|
|
"median": 0.015945,
|
|
"std": 0.010415,
|
|
"sem": 0.000572,
|
|
"min": 0.002444,
|
|
"max": 0.072498,
|
|
"recall-0.025": 0.777108,
|
|
"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
|
|
},
|
|
"elbow_right": {
|
|
"count": 332,
|
|
"mean": 0.023408,
|
|
"median": 0.019392,
|
|
"std": 0.01566,
|
|
"sem": 0.000861,
|
|
"min": 0.001531,
|
|
"max": 0.115047,
|
|
"recall-0.025": 0.710843,
|
|
"recall-0.05": 0.924699,
|
|
"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": 0.018863,
|
|
"median": 0.012662,
|
|
"std": 0.017386,
|
|
"sem": 0.000956,
|
|
"min": 0.000702,
|
|
"max": 0.105623,
|
|
"recall-0.025": 0.762048,
|
|
"recall-0.05": 0.930723,
|
|
"recall-0.1": 0.990964,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"wrist_right": {
|
|
"count": 332,
|
|
"mean": 0.024466,
|
|
"median": 0.018932,
|
|
"std": 0.018738,
|
|
"sem": 0.00103,
|
|
"min": 0.003551,
|
|
"max": 0.177674,
|
|
"recall-0.025": 0.668675,
|
|
"recall-0.05": 0.906627,
|
|
"recall-0.1": 0.993976,
|
|
"recall-0.15": 0.996988,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_left": {
|
|
"count": 332,
|
|
"mean": 0.029139,
|
|
"median": 0.025055,
|
|
"std": 0.016957,
|
|
"sem": 0.000932,
|
|
"min": 0.005687,
|
|
"max": 0.10606,
|
|
"recall-0.025": 0.493976,
|
|
"recall-0.05": 0.906627,
|
|
"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": 0.02948,
|
|
"median": 0.025936,
|
|
"std": 0.015799,
|
|
"sem": 0.000868,
|
|
"min": 0.001515,
|
|
"max": 0.106962,
|
|
"recall-0.025": 0.48494,
|
|
"recall-0.05": 0.921687,
|
|
"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": 0.020692,
|
|
"median": 0.015036,
|
|
"std": 0.015626,
|
|
"sem": 0.000859,
|
|
"min": 0.001242,
|
|
"max": 0.099969,
|
|
"recall-0.025": 0.753012,
|
|
"recall-0.05": 0.927711,
|
|
"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": 0.019317,
|
|
"median": 0.014134,
|
|
"std": 0.015964,
|
|
"sem": 0.000877,
|
|
"min": 0.001764,
|
|
"max": 0.103151,
|
|
"recall-0.025": 0.743976,
|
|
"recall-0.05": 0.942771,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"ankle_left": {
|
|
"count": 332,
|
|
"mean": 0.013369,
|
|
"median": 0.010171,
|
|
"std": 0.009537,
|
|
"sem": 0.000524,
|
|
"min": 0.001511,
|
|
"max": 0.058708,
|
|
"recall-0.025": 0.888554,
|
|
"recall-0.05": 0.996988,
|
|
"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": 0.022756,
|
|
"median": 0.0207,
|
|
"std": 0.013506,
|
|
"sem": 0.000742,
|
|
"min": 0.002687,
|
|
"max": 0.107519,
|
|
"recall-0.025": 0.76506,
|
|
"recall-0.05": 0.951807,
|
|
"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": 0.66474,
|
|
"recall-0.05": 0.91543,
|
|
"recall-0.1": 0.99629,
|
|
"recall-0.15": 0.99977,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4648,
|
|
"correct_parts": 4648,
|
|
"pcp": 1.0
|
|
}
|
|
```
|
|
|
|
##### basketball
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.289758,
|
|
"demosaicing": 0.0111053,
|
|
"avg_time_2d": 0.0281809,
|
|
"avg_time_3d": 0.000408797,
|
|
"fps": 25.1921
|
|
}
|
|
{
|
|
"triangulator_calls": 110,
|
|
"init_time": 3.86123e-06,
|
|
"undistort_time": 2.4674e-05,
|
|
"project_time": 5.17193e-06,
|
|
"match_time": 2.30387e-05,
|
|
"pairs_time": 2.23814e-05,
|
|
"pair_scoring_time": 0.000108471,
|
|
"grouping_time": 5.07816e-05,
|
|
"full_time": 0.000101998,
|
|
"merge_time": 4.58232e-05,
|
|
"post_time": 9.98878e-06,
|
|
"convert_time": 1.80464e-07,
|
|
"total_time": 0.000396605
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 110,
|
|
"total_labels": 330,
|
|
"total_preds": 438,
|
|
"considered_empty": 0,
|
|
"valid_preds": 330,
|
|
"invalid_preds": 108,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.24658,
|
|
"precision": 0.75342,
|
|
"recall": 1.0,
|
|
"f1": 0.85938,
|
|
"non_empty": 438
|
|
},
|
|
"mpjpe": {
|
|
"count": 330,
|
|
"mean": 0.040713,
|
|
"median": 0.036776,
|
|
"std": 0.015671,
|
|
"sem": 0.000864,
|
|
"min": 0.018223,
|
|
"max": 0.119589,
|
|
"recall-0.025": 0.1,
|
|
"recall-0.05": 0.775758,
|
|
"recall-0.1": 0.993939,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330,
|
|
"ap-0.025": 0.01168,
|
|
"ap-0.05": 0.514216,
|
|
"ap-0.1": 0.756307,
|
|
"ap-0.15": 0.765149,
|
|
"ap-0.25": 0.765149,
|
|
"ap-0.5": 0.765149
|
|
},
|
|
"head": {
|
|
"count": 330,
|
|
"mean": 0.048317,
|
|
"median": 0.04226,
|
|
"std": 0.026463,
|
|
"sem": 0.001459,
|
|
"min": 0.00847,
|
|
"max": 0.15047,
|
|
"recall-0.025": 0.151515,
|
|
"recall-0.05": 0.636364,
|
|
"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": 0.046453,
|
|
"median": 0.042708,
|
|
"std": 0.024694,
|
|
"sem": 0.001361,
|
|
"min": 0.004988,
|
|
"max": 0.149762,
|
|
"recall-0.025": 0.175758,
|
|
"recall-0.05": 0.645455,
|
|
"recall-0.1": 0.972727,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_right": {
|
|
"count": 330,
|
|
"mean": 0.041233,
|
|
"median": 0.036644,
|
|
"std": 0.023003,
|
|
"sem": 0.001268,
|
|
"min": 0.004716,
|
|
"max": 0.124034,
|
|
"recall-0.025": 0.233333,
|
|
"recall-0.05": 0.769697,
|
|
"recall-0.1": 0.960606,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_left": {
|
|
"count": 330,
|
|
"mean": 0.044261,
|
|
"median": 0.037232,
|
|
"std": 0.027836,
|
|
"sem": 0.001535,
|
|
"min": 0.002527,
|
|
"max": 0.211827,
|
|
"recall-0.025": 0.248485,
|
|
"recall-0.05": 0.672727,
|
|
"recall-0.1": 0.951515,
|
|
"recall-0.15": 0.993939,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_right": {
|
|
"count": 330,
|
|
"mean": 0.042961,
|
|
"median": 0.036377,
|
|
"std": 0.027577,
|
|
"sem": 0.00152,
|
|
"min": 0.00202,
|
|
"max": 0.173688,
|
|
"recall-0.025": 0.260606,
|
|
"recall-0.05": 0.681818,
|
|
"recall-0.1": 0.960606,
|
|
"recall-0.15": 0.987879,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_left": {
|
|
"count": 329,
|
|
"mean": 0.046373,
|
|
"median": 0.039868,
|
|
"std": 0.031237,
|
|
"sem": 0.001725,
|
|
"min": 0.00411,
|
|
"max": 0.2482,
|
|
"recall-0.025": 0.248485,
|
|
"recall-0.05": 0.624242,
|
|
"recall-0.1": 0.939394,
|
|
"recall-0.15": 0.984848,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_right": {
|
|
"count": 330,
|
|
"mean": 0.049282,
|
|
"median": 0.042666,
|
|
"std": 0.032155,
|
|
"sem": 0.001773,
|
|
"min": 0.005118,
|
|
"max": 0.315294,
|
|
"recall-0.025": 0.181818,
|
|
"recall-0.05": 0.624242,
|
|
"recall-0.1": 0.939394,
|
|
"recall-0.15": 0.987879,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"hip_left": {
|
|
"count": 330,
|
|
"mean": 0.041509,
|
|
"median": 0.038164,
|
|
"std": 0.022188,
|
|
"sem": 0.001223,
|
|
"min": 0.004392,
|
|
"max": 0.142299,
|
|
"recall-0.025": 0.251515,
|
|
"recall-0.05": 0.706061,
|
|
"recall-0.1": 0.984848,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"hip_right": {
|
|
"count": 330,
|
|
"mean": 0.039698,
|
|
"median": 0.035193,
|
|
"std": 0.021989,
|
|
"sem": 0.001212,
|
|
"min": 0.003065,
|
|
"max": 0.131235,
|
|
"recall-0.025": 0.278788,
|
|
"recall-0.05": 0.687879,
|
|
"recall-0.1": 0.987879,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"knee_left": {
|
|
"count": 330,
|
|
"mean": 0.033101,
|
|
"median": 0.029765,
|
|
"std": 0.020248,
|
|
"sem": 0.001116,
|
|
"min": 0.002812,
|
|
"max": 0.118325,
|
|
"recall-0.025": 0.421212,
|
|
"recall-0.05": 0.812121,
|
|
"recall-0.1": 0.993939,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"knee_right": {
|
|
"count": 330,
|
|
"mean": 0.03412,
|
|
"median": 0.028226,
|
|
"std": 0.02117,
|
|
"sem": 0.001167,
|
|
"min": 0.003054,
|
|
"max": 0.125959,
|
|
"recall-0.025": 0.421212,
|
|
"recall-0.05": 0.784848,
|
|
"recall-0.1": 0.984848,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_left": {
|
|
"count": 330,
|
|
"mean": 0.030999,
|
|
"median": 0.025737,
|
|
"std": 0.022585,
|
|
"sem": 0.001245,
|
|
"min": 0.002088,
|
|
"max": 0.150282,
|
|
"recall-0.025": 0.481818,
|
|
"recall-0.05": 0.845455,
|
|
"recall-0.1": 0.978788,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_right": {
|
|
"count": 330,
|
|
"mean": 0.029339,
|
|
"median": 0.024413,
|
|
"std": 0.020731,
|
|
"sem": 0.001143,
|
|
"min": 0.000855,
|
|
"max": 0.144116,
|
|
"recall-0.025": 0.509091,
|
|
"recall-0.05": 0.881818,
|
|
"recall-0.1": 0.984848,
|
|
"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": 0.29534,
|
|
"recall-0.05": 0.71935,
|
|
"recall-0.1": 0.96667,
|
|
"recall-0.15": 0.99557,
|
|
"recall-0.25": 0.99953,
|
|
"recall-0.5": 0.99977
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4620,
|
|
"correct_parts": 4603,
|
|
"pcp": 0.99632
|
|
}
|
|
```
|
|
|
|
##### volleyball
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.421536,
|
|
"demosaicing": 0.0177444,
|
|
"avg_time_2d": 0.0511469,
|
|
"avg_time_3d": 0.000936227,
|
|
"fps": 14.321
|
|
}
|
|
{
|
|
"triangulator_calls": 121,
|
|
"init_time": 6.53029e-06,
|
|
"undistort_time": 5.17806e-05,
|
|
"project_time": 9.25822e-06,
|
|
"match_time": 3.9928e-05,
|
|
"pairs_time": 7.50967e-05,
|
|
"pair_scoring_time": 0.000313612,
|
|
"grouping_time": 0.000149834,
|
|
"full_time": 0.000180932,
|
|
"merge_time": 7.94846e-05,
|
|
"post_time": 1.11279e-05,
|
|
"convert_time": 2.07289e-07,
|
|
"total_time": 0.000918031
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 121,
|
|
"total_labels": 484,
|
|
"total_preds": 498,
|
|
"considered_empty": 0,
|
|
"valid_preds": 481,
|
|
"invalid_preds": 17,
|
|
"missing": 3,
|
|
"invalid_fraction": 0.03414,
|
|
"precision": 0.96586,
|
|
"recall": 0.9938,
|
|
"f1": 0.97963,
|
|
"non_empty": 498
|
|
},
|
|
"mpjpe": {
|
|
"count": 481,
|
|
"mean": 0.028894,
|
|
"median": 0.026726,
|
|
"std": 0.010134,
|
|
"sem": 0.000463,
|
|
"min": 0.013032,
|
|
"max": 0.091125,
|
|
"recall-0.025": 0.419421,
|
|
"recall-0.05": 0.952479,
|
|
"recall-0.1": 0.993802,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484,
|
|
"ap-0.025": 0.185801,
|
|
"ap-0.05": 0.891151,
|
|
"ap-0.1": 0.970027,
|
|
"ap-0.15": 0.970027,
|
|
"ap-0.25": 0.970027,
|
|
"ap-0.5": 0.970027
|
|
},
|
|
"head": {
|
|
"count": 481,
|
|
"mean": 0.029533,
|
|
"median": 0.024426,
|
|
"std": 0.017999,
|
|
"sem": 0.000822,
|
|
"min": 0.002947,
|
|
"max": 0.102943,
|
|
"recall-0.025": 0.510331,
|
|
"recall-0.05": 0.855372,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"shoulder_left": {
|
|
"count": 481,
|
|
"mean": 0.029629,
|
|
"median": 0.026044,
|
|
"std": 0.017006,
|
|
"sem": 0.000776,
|
|
"min": 0.004801,
|
|
"max": 0.106701,
|
|
"recall-0.025": 0.477273,
|
|
"recall-0.05": 0.873967,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"shoulder_right": {
|
|
"count": 481,
|
|
"mean": 0.029188,
|
|
"median": 0.025237,
|
|
"std": 0.017862,
|
|
"sem": 0.000815,
|
|
"min": 0.001207,
|
|
"max": 0.120782,
|
|
"recall-0.025": 0.495868,
|
|
"recall-0.05": 0.873967,
|
|
"recall-0.1": 0.987603,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"elbow_left": {
|
|
"count": 481,
|
|
"mean": 0.029569,
|
|
"median": 0.026922,
|
|
"std": 0.01566,
|
|
"sem": 0.000715,
|
|
"min": 0.002764,
|
|
"max": 0.107294,
|
|
"recall-0.025": 0.454545,
|
|
"recall-0.05": 0.882231,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"elbow_right": {
|
|
"count": 481,
|
|
"mean": 0.030148,
|
|
"median": 0.025142,
|
|
"std": 0.019918,
|
|
"sem": 0.000909,
|
|
"min": 0.001453,
|
|
"max": 0.135761,
|
|
"recall-0.025": 0.495868,
|
|
"recall-0.05": 0.869835,
|
|
"recall-0.1": 0.977273,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"wrist_left": {
|
|
"count": 481,
|
|
"mean": 0.033997,
|
|
"median": 0.028323,
|
|
"std": 0.022891,
|
|
"sem": 0.001045,
|
|
"min": 0.002816,
|
|
"max": 0.208094,
|
|
"recall-0.025": 0.404959,
|
|
"recall-0.05": 0.822314,
|
|
"recall-0.1": 0.971074,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"wrist_right": {
|
|
"count": 481,
|
|
"mean": 0.033888,
|
|
"median": 0.028374,
|
|
"std": 0.026695,
|
|
"sem": 0.001218,
|
|
"min": 0.00351,
|
|
"max": 0.284667,
|
|
"recall-0.025": 0.390496,
|
|
"recall-0.05": 0.849174,
|
|
"recall-0.1": 0.97314,
|
|
"recall-0.15": 0.989669,
|
|
"recall-0.25": 0.989669,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"hip_left": {
|
|
"count": 481,
|
|
"mean": 0.034059,
|
|
"median": 0.030974,
|
|
"std": 0.016804,
|
|
"sem": 0.000767,
|
|
"min": 0.002885,
|
|
"max": 0.112591,
|
|
"recall-0.025": 0.305785,
|
|
"recall-0.05": 0.842975,
|
|
"recall-0.1": 0.989669,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"hip_right": {
|
|
"count": 481,
|
|
"mean": 0.037366,
|
|
"median": 0.032222,
|
|
"std": 0.023149,
|
|
"sem": 0.001057,
|
|
"min": 0.003771,
|
|
"max": 0.144196,
|
|
"recall-0.025": 0.31405,
|
|
"recall-0.05": 0.799587,
|
|
"recall-0.1": 0.966942,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"knee_left": {
|
|
"count": 481,
|
|
"mean": 0.021056,
|
|
"median": 0.016878,
|
|
"std": 0.015358,
|
|
"sem": 0.000701,
|
|
"min": 0.002951,
|
|
"max": 0.18051,
|
|
"recall-0.025": 0.721074,
|
|
"recall-0.05": 0.950413,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"knee_right": {
|
|
"count": 481,
|
|
"mean": 0.023866,
|
|
"median": 0.019475,
|
|
"std": 0.01567,
|
|
"sem": 0.000715,
|
|
"min": 0.001804,
|
|
"max": 0.101887,
|
|
"recall-0.025": 0.654959,
|
|
"recall-0.05": 0.923554,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"ankle_left": {
|
|
"count": 481,
|
|
"mean": 0.021426,
|
|
"median": 0.017845,
|
|
"std": 0.015273,
|
|
"sem": 0.000697,
|
|
"min": 0.001647,
|
|
"max": 0.158699,
|
|
"recall-0.025": 0.714876,
|
|
"recall-0.05": 0.954545,
|
|
"recall-0.1": 0.987603,
|
|
"recall-0.15": 0.991736,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"ankle_right": {
|
|
"count": 481,
|
|
"mean": 0.021895,
|
|
"median": 0.018026,
|
|
"std": 0.013532,
|
|
"sem": 0.000618,
|
|
"min": 0.001986,
|
|
"max": 0.090749,
|
|
"recall-0.025": 0.708678,
|
|
"recall-0.05": 0.93595,
|
|
"recall-0.1": 0.993802,
|
|
"recall-0.15": 0.993802,
|
|
"recall-0.25": 0.993802,
|
|
"recall-0.5": 0.993802,
|
|
"num_labels": 484
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 6292,
|
|
"recall-0.025": 0.51081,
|
|
"recall-0.05": 0.87858,
|
|
"recall-0.1": 0.98411,
|
|
"recall-0.15": 0.99285,
|
|
"recall-0.25": 0.99332,
|
|
"recall-0.5": 0.9938
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6776,
|
|
"correct_parts": 6730,
|
|
"pcp": 0.993211
|
|
}
|
|
```
|
|
|
|
##### badminton
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.413332,
|
|
"demosaicing": 0.0175982,
|
|
"avg_time_2d": 0.0438098,
|
|
"avg_time_3d": 0.000727766,
|
|
"fps": 16.0938
|
|
}
|
|
{
|
|
"triangulator_calls": 183,
|
|
"init_time": 5.79021e-06,
|
|
"undistort_time": 4.21408e-05,
|
|
"project_time": 8.16923e-06,
|
|
"match_time": 3.26939e-05,
|
|
"pairs_time": 5.31224e-05,
|
|
"pair_scoring_time": 0.000196534,
|
|
"grouping_time": 7.74538e-05,
|
|
"full_time": 0.000190952,
|
|
"merge_time": 9.15214e-05,
|
|
"post_time": 1.07165e-05,
|
|
"convert_time": 2.0876e-07,
|
|
"total_time": 0.000709537
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 183,
|
|
"total_labels": 732,
|
|
"total_preds": 732,
|
|
"considered_empty": 0,
|
|
"valid_preds": 732,
|
|
"invalid_preds": 0,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0,
|
|
"non_empty": 732
|
|
},
|
|
"mpjpe": {
|
|
"count": 732,
|
|
"mean": 0.02444,
|
|
"median": 0.02352,
|
|
"std": 0.006809,
|
|
"sem": 0.000252,
|
|
"min": 0.010015,
|
|
"max": 0.063899,
|
|
"recall-0.025": 0.617486,
|
|
"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": 0.428342,
|
|
"ap-0.05": 0.989988,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 732,
|
|
"mean": 0.027557,
|
|
"median": 0.022607,
|
|
"std": 0.020686,
|
|
"sem": 0.000765,
|
|
"min": 0.004084,
|
|
"max": 0.227598,
|
|
"recall-0.025": 0.580601,
|
|
"recall-0.05": 0.922131,
|
|
"recall-0.1": 0.987705,
|
|
"recall-0.15": 0.994536,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_left": {
|
|
"count": 732,
|
|
"mean": 0.033128,
|
|
"median": 0.029039,
|
|
"std": 0.019667,
|
|
"sem": 0.000727,
|
|
"min": 0.00155,
|
|
"max": 0.12577,
|
|
"recall-0.025": 0.400273,
|
|
"recall-0.05": 0.84153,
|
|
"recall-0.1": 0.983607,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_right": {
|
|
"count": 732,
|
|
"mean": 0.025325,
|
|
"median": 0.02198,
|
|
"std": 0.014763,
|
|
"sem": 0.000546,
|
|
"min": 0.002244,
|
|
"max": 0.150595,
|
|
"recall-0.025": 0.605191,
|
|
"recall-0.05": 0.941257,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_left": {
|
|
"count": 732,
|
|
"mean": 0.024453,
|
|
"median": 0.020663,
|
|
"std": 0.015437,
|
|
"sem": 0.000571,
|
|
"min": 0.000931,
|
|
"max": 0.122853,
|
|
"recall-0.025": 0.625683,
|
|
"recall-0.05": 0.942623,
|
|
"recall-0.1": 0.995902,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_right": {
|
|
"count": 732,
|
|
"mean": 0.022714,
|
|
"median": 0.019297,
|
|
"std": 0.014225,
|
|
"sem": 0.000526,
|
|
"min": 0.002065,
|
|
"max": 0.105973,
|
|
"recall-0.025": 0.696721,
|
|
"recall-0.05": 0.943989,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_left": {
|
|
"count": 732,
|
|
"mean": 0.027374,
|
|
"median": 0.022969,
|
|
"std": 0.01932,
|
|
"sem": 0.000715,
|
|
"min": 0.002433,
|
|
"max": 0.172682,
|
|
"recall-0.025": 0.539617,
|
|
"recall-0.05": 0.912568,
|
|
"recall-0.1": 0.989071,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_right": {
|
|
"count": 732,
|
|
"mean": 0.026587,
|
|
"median": 0.023302,
|
|
"std": 0.01783,
|
|
"sem": 0.000659,
|
|
"min": 0.003233,
|
|
"max": 0.204389,
|
|
"recall-0.025": 0.575137,
|
|
"recall-0.05": 0.93306,
|
|
"recall-0.1": 0.993169,
|
|
"recall-0.15": 0.997268,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"hip_left": {
|
|
"count": 732,
|
|
"mean": 0.027874,
|
|
"median": 0.025673,
|
|
"std": 0.013834,
|
|
"sem": 0.000512,
|
|
"min": 0.002422,
|
|
"max": 0.107033,
|
|
"recall-0.025": 0.472678,
|
|
"recall-0.05": 0.931694,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"hip_right": {
|
|
"count": 732,
|
|
"mean": 0.025184,
|
|
"median": 0.022938,
|
|
"std": 0.012601,
|
|
"sem": 0.000466,
|
|
"min": 0.001912,
|
|
"max": 0.095083,
|
|
"recall-0.025": 0.56694,
|
|
"recall-0.05": 0.961749,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"knee_left": {
|
|
"count": 732,
|
|
"mean": 0.017737,
|
|
"median": 0.016842,
|
|
"std": 0.008607,
|
|
"sem": 0.000318,
|
|
"min": 0.001159,
|
|
"max": 0.073919,
|
|
"recall-0.025": 0.842896,
|
|
"recall-0.05": 0.995902,
|
|
"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": 0.019971,
|
|
"median": 0.018458,
|
|
"std": 0.009434,
|
|
"sem": 0.000349,
|
|
"min": 0.001846,
|
|
"max": 0.068584,
|
|
"recall-0.025": 0.744536,
|
|
"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
|
|
},
|
|
"ankle_left": {
|
|
"count": 732,
|
|
"mean": 0.019442,
|
|
"median": 0.017789,
|
|
"std": 0.009829,
|
|
"sem": 0.000364,
|
|
"min": 0.001973,
|
|
"max": 0.072651,
|
|
"recall-0.025": 0.759563,
|
|
"recall-0.05": 0.987705,
|
|
"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": 0.020381,
|
|
"median": 0.018679,
|
|
"std": 0.010097,
|
|
"sem": 0.000373,
|
|
"min": 0.00217,
|
|
"max": 0.082945,
|
|
"recall-0.025": 0.743169,
|
|
"recall-0.05": 0.984973,
|
|
"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": 0.62631,
|
|
"recall-0.05": 0.94483,
|
|
"recall-0.1": 0.99548,
|
|
"recall-0.15": 0.99916,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10248,
|
|
"correct_parts": 10243,
|
|
"pcp": 0.999512
|
|
}
|
|
```
|
|
|
|
##### tennis
|
|
|
|
```json
|
|
{
|
|
"img_loading": 0.626226,
|
|
"demosaicing": 0.0268474,
|
|
"avg_time_2d": 0.0513508,
|
|
"avg_time_3d": 0.000611629,
|
|
"fps": 12.6888
|
|
}
|
|
{
|
|
"triangulator_calls": 181,
|
|
"init_time": 7.41259e-06,
|
|
"undistort_time": 3.17885e-05,
|
|
"project_time": 7.35977e-06,
|
|
"match_time": 1.57646e-05,
|
|
"pairs_time": 2.24304e-05,
|
|
"pair_scoring_time": 0.000162925,
|
|
"grouping_time": 5.9874e-05,
|
|
"full_time": 0.000175241,
|
|
"merge_time": 8.98064e-05,
|
|
"post_time": 7.85762e-06,
|
|
"convert_time": 1.16287e-07,
|
|
"total_time": 0.000580813
|
|
}
|
|
{
|
|
"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": 0.02289,
|
|
"median": 0.02147,
|
|
"std": 0.009779,
|
|
"sem": 0.000515,
|
|
"min": 0.012149,
|
|
"max": 0.128278,
|
|
"recall-0.025": 0.759669,
|
|
"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": 0.717714,
|
|
"ap-0.05": 0.986096,
|
|
"ap-0.1": 0.997222,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 362,
|
|
"mean": 0.036184,
|
|
"median": 0.035912,
|
|
"std": 0.015982,
|
|
"sem": 0.000841,
|
|
"min": 0.003827,
|
|
"max": 0.150241,
|
|
"recall-0.025": 0.232044,
|
|
"recall-0.05": 0.861878,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_left": {
|
|
"count": 362,
|
|
"mean": 0.023589,
|
|
"median": 0.019625,
|
|
"std": 0.014433,
|
|
"sem": 0.00076,
|
|
"min": 0.001982,
|
|
"max": 0.108995,
|
|
"recall-0.025": 0.635359,
|
|
"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": 0.026703,
|
|
"median": 0.02407,
|
|
"std": 0.015007,
|
|
"sem": 0.00079,
|
|
"min": 0.002556,
|
|
"max": 0.121236,
|
|
"recall-0.025": 0.530387,
|
|
"recall-0.05": 0.944751,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"elbow_left": {
|
|
"count": 362,
|
|
"mean": 0.020506,
|
|
"median": 0.016728,
|
|
"std": 0.015134,
|
|
"sem": 0.000797,
|
|
"min": 0.001058,
|
|
"max": 0.195213,
|
|
"recall-0.025": 0.745856,
|
|
"recall-0.05": 0.964088,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"elbow_right": {
|
|
"count": 362,
|
|
"mean": 0.024262,
|
|
"median": 0.021527,
|
|
"std": 0.015224,
|
|
"sem": 0.000801,
|
|
"min": 0.001283,
|
|
"max": 0.148733,
|
|
"recall-0.025": 0.616022,
|
|
"recall-0.05": 0.961326,
|
|
"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": 0.021138,
|
|
"median": 0.017517,
|
|
"std": 0.0139,
|
|
"sem": 0.000732,
|
|
"min": 0.003035,
|
|
"max": 0.095665,
|
|
"recall-0.025": 0.732044,
|
|
"recall-0.05": 0.953039,
|
|
"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": 0.027307,
|
|
"median": 0.022453,
|
|
"std": 0.028119,
|
|
"sem": 0.00148,
|
|
"min": 0.00116,
|
|
"max": 0.317595,
|
|
"recall-0.025": 0.593923,
|
|
"recall-0.05": 0.91989,
|
|
"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": 0.024914,
|
|
"median": 0.022258,
|
|
"std": 0.014468,
|
|
"sem": 0.000761,
|
|
"min": 0.002714,
|
|
"max": 0.145386,
|
|
"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": 0.024749,
|
|
"median": 0.022448,
|
|
"std": 0.016652,
|
|
"sem": 0.000876,
|
|
"min": 0.001503,
|
|
"max": 0.191085,
|
|
"recall-0.025": 0.585635,
|
|
"recall-0.05": 0.950276,
|
|
"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": 0.015519,
|
|
"median": 0.01413,
|
|
"std": 0.007869,
|
|
"sem": 0.000414,
|
|
"min": 0.002169,
|
|
"max": 0.050269,
|
|
"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": 0.016723,
|
|
"median": 0.014137,
|
|
"std": 0.016136,
|
|
"sem": 0.000849,
|
|
"min": 0.00233,
|
|
"max": 0.257078,
|
|
"recall-0.025": 0.870166,
|
|
"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": 0.017559,
|
|
"median": 0.015472,
|
|
"std": 0.010532,
|
|
"sem": 0.000554,
|
|
"min": 0.001514,
|
|
"max": 0.088499,
|
|
"recall-0.025": 0.834254,
|
|
"recall-0.05": 0.977901,
|
|
"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": 0.018412,
|
|
"median": 0.014098,
|
|
"std": 0.028345,
|
|
"sem": 0.001492,
|
|
"min": 0.001421,
|
|
"max": 0.496813,
|
|
"recall-0.025": 0.842541,
|
|
"recall-0.05": 0.972376,
|
|
"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": 0.66681,
|
|
"recall-0.05": 0.95304,
|
|
"recall-0.1": 0.9949,
|
|
"recall-0.15": 0.9983,
|
|
"recall-0.25": 0.99894,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5068,
|
|
"correct_parts": 5061,
|
|
"pcp": 0.998619
|
|
}
|
|
```
|