7076 lines
150 KiB
Markdown
7076 lines
150 KiB
Markdown
# Evaluation Results
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Results of the model in various experiments on different datasets.
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### Human36m
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```json
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{
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"avg_time_2d": 0.010846347323918747,
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"avg_time_3d": 0.0003320467674126059,
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"avg_fps": 89.45828817893282
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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": 601,
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"considered_empty": 0,
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"valid_preds": 600,
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"invalid_preds": 1,
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"missing": 0,
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"invalid_fraction": 0.00166,
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"precision": 0.99834,
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"recall": 1.0,
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"f1": 0.99917,
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"non_empty": 601
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},
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"mpjpe": {
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"count": 600,
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"mean": 0.066093,
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"median": 0.058635,
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"std": 0.027815,
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"sem": 0.001136,
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"min": 0.040333,
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"max": 0.189198,
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"recall-0.025": 0.0,
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"recall-0.05": 0.101667,
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"recall-0.1": 0.938333,
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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": 0.023002,
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"ap-0.1": 0.897991,
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"ap-0.15": 0.914985,
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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": 0.114181,
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"median": 0.099121,
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"std": 0.042396,
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"sem": 0.001732,
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"min": 0.029365,
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"max": 0.287428,
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"recall-0.025": 0.0,
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"recall-0.05": 0.011667,
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"recall-0.1": 0.508333,
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"recall-0.15": 0.801667,
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"recall-0.25": 0.991667,
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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": 0.03478,
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"median": 0.026496,
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"std": 0.031647,
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"sem": 0.001293,
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"min": 0.003155,
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"max": 0.183779,
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"recall-0.025": 0.455,
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"recall-0.05": 0.853333,
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"recall-0.1": 0.95,
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"recall-0.15": 0.966667,
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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": 0.047867,
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"median": 0.034293,
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"std": 0.039619,
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"sem": 0.001619,
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"min": 0.005688,
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"max": 0.254393,
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"recall-0.025": 0.218333,
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"recall-0.05": 0.751667,
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"recall-0.1": 0.913333,
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"recall-0.15": 0.95,
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"recall-0.25": 0.998333,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"elbow_left": {
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"count": 600,
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"mean": 0.044022,
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"median": 0.035159,
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"std": 0.034701,
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"sem": 0.001418,
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"min": 0.002814,
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"max": 0.194526,
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"recall-0.025": 0.233333,
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"recall-0.05": 0.771667,
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"recall-0.1": 0.943333,
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"recall-0.15": 0.958333,
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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": 0.04408,
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"median": 0.033951,
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"std": 0.036319,
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"sem": 0.001484,
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"min": 0.008171,
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"max": 0.360134,
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"recall-0.025": 0.265,
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"recall-0.05": 0.78,
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"recall-0.1": 0.933333,
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"recall-0.15": 0.946667,
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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": 0.043753,
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"median": 0.027211,
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"std": 0.044668,
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"sem": 0.001825,
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"min": 0.002715,
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"max": 0.190751,
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"recall-0.025": 0.46,
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"recall-0.05": 0.74,
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"recall-0.1": 0.891667,
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"recall-0.15": 0.925,
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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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"wrist_right": {
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"count": 600,
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"mean": 0.046553,
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"median": 0.026979,
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"std": 0.050263,
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"sem": 0.002054,
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"min": 0.003364,
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"max": 0.244861,
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"recall-0.025": 0.46,
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"recall-0.05": 0.733333,
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"recall-0.1": 0.87,
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"recall-0.15": 0.906667,
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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_left": {
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"count": 600,
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"mean": 0.08362,
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"median": 0.077619,
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"std": 0.032967,
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"sem": 0.001347,
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"min": 0.018157,
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"max": 0.240771,
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"recall-0.025": 0.005,
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"recall-0.05": 0.055,
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"recall-0.1": 0.848333,
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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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"hip_right": {
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"count": 600,
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"mean": 0.106567,
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"median": 0.104243,
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"std": 0.026243,
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"sem": 0.001072,
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"min": 0.035565,
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"max": 0.245341,
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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": 0.415,
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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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"knee_left": {
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"count": 599,
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"mean": 0.063278,
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"median": 0.047513,
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"std": 0.056978,
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"sem": 0.00233,
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"min": 0.017587,
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"max": 0.4004,
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"recall-0.025": 0.038333,
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"recall-0.05": 0.546667,
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"recall-0.1": 0.883333,
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"recall-0.15": 0.925,
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"recall-0.25": 0.978333,
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"recall-0.5": 0.998333,
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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": 0.050742,
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"median": 0.041408,
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"std": 0.037974,
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"sem": 0.001552,
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"min": 0.01394,
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"max": 0.279839,
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"recall-0.025": 0.053333,
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"recall-0.05": 0.75,
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"recall-0.1": 0.941667,
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"recall-0.15": 0.941667,
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"recall-0.25": 0.996667,
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"recall-0.5": 1.0,
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"num_labels": 600
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},
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"ankle_left": {
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"count": 600,
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"mean": 0.096717,
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"median": 0.085484,
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"std": 0.043279,
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"sem": 0.001768,
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"min": 0.050765,
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"max": 0.49651,
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"recall-0.025": 0.0,
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"recall-0.05": 0.0,
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"recall-0.1": 0.825,
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"recall-0.15": 0.935,
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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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"ankle_right": {
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"count": 600,
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"mean": 0.08227,
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"median": 0.068786,
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"std": 0.049929,
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"sem": 0.00204,
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"min": 0.028705,
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"max": 0.486848,
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"recall-0.025": 0.0,
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"recall-0.05": 0.033333,
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"recall-0.1": 0.896667,
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"recall-0.15": 0.916667,
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"recall-0.25": 0.985,
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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": 0.16782,
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"recall-0.05": 0.46333,
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"recall-0.1": 0.83154,
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"recall-0.15": 0.92846,
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"recall-0.25": 0.99462,
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"recall-0.5": 0.99974
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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": 8111,
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"pcp": 0.965595
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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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"avg_time_2d": 0.08998977933143013,
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"avg_time_3d": 0.0006411935865264578,
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"avg_fps": 11.033755545195868
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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": 814,
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"considered_empty": 0,
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"valid_preds": 477,
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"invalid_preds": 337,
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"missing": 0,
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"invalid_fraction": 0.414,
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"precision": 0.586,
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"recall": 1.0,
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"f1": 0.73896,
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"non_empty": 814
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},
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"mpjpe": {
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"count": 477,
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"mean": 0.048298,
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"median": 0.043007,
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"std": 0.01475,
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"sem": 0.000676,
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"min": 0.029813,
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"max": 0.10567,
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"recall-0.025": 0.0,
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"recall-0.05": 0.681342,
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"recall-0.1": 0.989518,
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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": 0.349635,
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"ap-0.1": 0.705917,
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"ap-0.15": 0.717347,
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"ap-0.25": 0.717347,
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"ap-0.5": 0.717347
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},
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"head": {
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"count": 477,
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"mean": 0.05524,
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"median": 0.049786,
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"std": 0.026004,
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"sem": 0.001192,
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"min": 0.006316,
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"max": 0.147291,
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"recall-0.025": 0.077568,
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"recall-0.05": 0.503145,
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"recall-0.1": 0.91195,
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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_left": {
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"count": 477,
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"mean": 0.04431,
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"median": 0.038744,
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"std": 0.020582,
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"sem": 0.000943,
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"min": 0.006704,
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"max": 0.138498,
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"recall-0.025": 0.150943,
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"recall-0.05": 0.702306,
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"recall-0.1": 0.983229,
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"recall-0.15": 1.0,
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"recall-0.25": 1.0,
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"recall-0.5": 1.0,
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"num_labels": 477
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},
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"shoulder_right": {
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"count": 477,
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"mean": 0.050558,
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"median": 0.045659,
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"std": 0.024497,
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"sem": 0.001123,
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"min": 0.006395,
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"max": 0.150544,
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"recall-0.025": 0.106918,
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"recall-0.05": 0.555556,
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"recall-0.1": 0.947589,
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"recall-0.15": 0.997904,
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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": 0.040842,
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"median": 0.034008,
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"std": 0.025918,
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"sem": 0.001188,
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"min": 0.005511,
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"max": 0.150408,
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"recall-0.025": 0.301887,
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"recall-0.05": 0.748428,
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"recall-0.1": 0.958071,
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"recall-0.15": 0.997904,
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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_right": {
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"count": 477,
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"mean": 0.053537,
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"median": 0.044085,
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"std": 0.041924,
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"sem": 0.001922,
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"min": 0.002875,
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"max": 0.235324,
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"recall-0.025": 0.262055,
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"recall-0.05": 0.555556,
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"recall-0.1": 0.890985,
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"recall-0.15": 0.958071,
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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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"wrist_left": {
|
|
"count": 477,
|
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"mean": 0.061478,
|
|
"median": 0.053374,
|
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"std": 0.045984,
|
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"sem": 0.002108,
|
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"min": 0.003731,
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"max": 0.359386,
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"recall-0.025": 0.1174,
|
|
"recall-0.05": 0.412998,
|
|
"recall-0.1": 0.91195,
|
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"recall-0.15": 0.962264,
|
|
"recall-0.25": 0.981132,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
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},
|
|
"wrist_right": {
|
|
"count": 477,
|
|
"mean": 0.058056,
|
|
"median": 0.053748,
|
|
"std": 0.030081,
|
|
"sem": 0.001379,
|
|
"min": 0.009012,
|
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"max": 0.202262,
|
|
"recall-0.025": 0.109015,
|
|
"recall-0.05": 0.446541,
|
|
"recall-0.1": 0.899371,
|
|
"recall-0.15": 0.989518,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"hip_left": {
|
|
"count": 477,
|
|
"mean": 0.0478,
|
|
"median": 0.042957,
|
|
"std": 0.026301,
|
|
"sem": 0.001206,
|
|
"min": 0.00569,
|
|
"max": 0.140699,
|
|
"recall-0.025": 0.213836,
|
|
"recall-0.05": 0.616352,
|
|
"recall-0.1": 0.960168,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"hip_right": {
|
|
"count": 477,
|
|
"mean": 0.057985,
|
|
"median": 0.056151,
|
|
"std": 0.025557,
|
|
"sem": 0.001171,
|
|
"min": 0.005195,
|
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"max": 0.136188,
|
|
"recall-0.025": 0.106918,
|
|
"recall-0.05": 0.421384,
|
|
"recall-0.1": 0.930818,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
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},
|
|
"knee_left": {
|
|
"count": 477,
|
|
"mean": 0.039986,
|
|
"median": 0.037254,
|
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"std": 0.024249,
|
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"sem": 0.001111,
|
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"min": 0.005439,
|
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"max": 0.186508,
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"recall-0.025": 0.262055,
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"recall-0.05": 0.767296,
|
|
"recall-0.1": 0.974843,
|
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"recall-0.15": 0.989518,
|
|
"recall-0.25": 1.0,
|
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"recall-0.5": 1.0,
|
|
"num_labels": 477
|
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},
|
|
"knee_right": {
|
|
"count": 477,
|
|
"mean": 0.039442,
|
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"median": 0.034843,
|
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"std": 0.023364,
|
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"sem": 0.001071,
|
|
"min": 0.006866,
|
|
"max": 0.186557,
|
|
"recall-0.025": 0.303983,
|
|
"recall-0.05": 0.725367,
|
|
"recall-0.1": 0.979036,
|
|
"recall-0.15": 0.997904,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"ankle_left": {
|
|
"count": 477,
|
|
"mean": 0.037161,
|
|
"median": 0.031079,
|
|
"std": 0.030814,
|
|
"sem": 0.001412,
|
|
"min": 0.0017,
|
|
"max": 0.224459,
|
|
"recall-0.025": 0.436059,
|
|
"recall-0.05": 0.825996,
|
|
"recall-0.1": 0.943396,
|
|
"recall-0.15": 0.983229,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"ankle_right": {
|
|
"count": 477,
|
|
"mean": 0.041477,
|
|
"median": 0.031838,
|
|
"std": 0.03801,
|
|
"sem": 0.001742,
|
|
"min": 0.00475,
|
|
"max": 0.298395,
|
|
"recall-0.025": 0.310273,
|
|
"recall-0.05": 0.790356,
|
|
"recall-0.1": 0.922432,
|
|
"recall-0.15": 0.966457,
|
|
"recall-0.25": 0.997904,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 477
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 6201,
|
|
"recall-0.025": 0.21109,
|
|
"recall-0.05": 0.62038,
|
|
"recall-0.1": 0.93872,
|
|
"recall-0.15": 0.98742,
|
|
"recall-0.25": 0.99823,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 6678,
|
|
"correct_parts": 6617,
|
|
"pcp": 0.990866
|
|
}
|
|
```
|
|
|
|
### Campus
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.04950667327305056,
|
|
"avg_time_3d": 0.0003714437754649036,
|
|
"avg_fps": 20.04887231463288
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 222,
|
|
"total_labels": 376,
|
|
"total_preds": 472,
|
|
"considered_empty": 0,
|
|
"valid_preds": 376,
|
|
"invalid_preds": 96,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.20339,
|
|
"precision": 0.79661,
|
|
"recall": 1.0,
|
|
"f1": 0.88679,
|
|
"non_empty": 472
|
|
},
|
|
"mpjpe": {
|
|
"count": 376,
|
|
"mean": 0.078549,
|
|
"median": 0.07594,
|
|
"std": 0.01906,
|
|
"sem": 0.000984,
|
|
"min": 0.049002,
|
|
"max": 0.158403,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.010638,
|
|
"recall-0.1": 0.888298,
|
|
"recall-0.15": 0.989362,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 0.000331,
|
|
"ap-0.1": 0.780083,
|
|
"ap-0.15": 0.897845,
|
|
"ap-0.25": 0.906537,
|
|
"ap-0.5": 0.906537
|
|
},
|
|
"head": {
|
|
"count": 376,
|
|
"mean": 0.05927,
|
|
"median": 0.060888,
|
|
"std": 0.025271,
|
|
"sem": 0.001305,
|
|
"min": 0.006924,
|
|
"max": 0.162204,
|
|
"recall-0.025": 0.095745,
|
|
"recall-0.05": 0.364362,
|
|
"recall-0.1": 0.954787,
|
|
"recall-0.15": 0.994681,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_left": {
|
|
"count": 376,
|
|
"mean": 0.061546,
|
|
"median": 0.057277,
|
|
"std": 0.02834,
|
|
"sem": 0.001463,
|
|
"min": 0.005091,
|
|
"max": 0.154175,
|
|
"recall-0.025": 0.050532,
|
|
"recall-0.05": 0.398936,
|
|
"recall-0.1": 0.904255,
|
|
"recall-0.15": 0.989362,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"shoulder_right": {
|
|
"count": 376,
|
|
"mean": 0.063647,
|
|
"median": 0.058123,
|
|
"std": 0.026883,
|
|
"sem": 0.001388,
|
|
"min": 0.016798,
|
|
"max": 0.185589,
|
|
"recall-0.025": 0.039894,
|
|
"recall-0.05": 0.367021,
|
|
"recall-0.1": 0.893617,
|
|
"recall-0.15": 0.992021,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_left": {
|
|
"count": 376,
|
|
"mean": 0.085856,
|
|
"median": 0.069603,
|
|
"std": 0.047402,
|
|
"sem": 0.002448,
|
|
"min": 0.00761,
|
|
"max": 0.211541,
|
|
"recall-0.025": 0.026596,
|
|
"recall-0.05": 0.263298,
|
|
"recall-0.1": 0.646277,
|
|
"recall-0.15": 0.861702,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"elbow_right": {
|
|
"count": 376,
|
|
"mean": 0.070473,
|
|
"median": 0.06101,
|
|
"std": 0.03507,
|
|
"sem": 0.001811,
|
|
"min": 0.005479,
|
|
"max": 0.234956,
|
|
"recall-0.025": 0.023936,
|
|
"recall-0.05": 0.321809,
|
|
"recall-0.1": 0.789894,
|
|
"recall-0.15": 0.976064,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_left": {
|
|
"count": 376,
|
|
"mean": 0.115006,
|
|
"median": 0.100073,
|
|
"std": 0.063704,
|
|
"sem": 0.00329,
|
|
"min": 0.010303,
|
|
"max": 0.427552,
|
|
"recall-0.025": 0.013298,
|
|
"recall-0.05": 0.090426,
|
|
"recall-0.1": 0.5,
|
|
"recall-0.15": 0.74734,
|
|
"recall-0.25": 0.957447,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"wrist_right": {
|
|
"count": 376,
|
|
"mean": 0.098105,
|
|
"median": 0.089775,
|
|
"std": 0.042373,
|
|
"sem": 0.002188,
|
|
"min": 0.014046,
|
|
"max": 0.309484,
|
|
"recall-0.025": 0.007979,
|
|
"recall-0.05": 0.095745,
|
|
"recall-0.1": 0.603723,
|
|
"recall-0.15": 0.87766,
|
|
"recall-0.25": 0.99734,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_left": {
|
|
"count": 376,
|
|
"mean": 0.081631,
|
|
"median": 0.082941,
|
|
"std": 0.029603,
|
|
"sem": 0.001529,
|
|
"min": 0.018896,
|
|
"max": 0.178965,
|
|
"recall-0.025": 0.023936,
|
|
"recall-0.05": 0.167553,
|
|
"recall-0.1": 0.707447,
|
|
"recall-0.15": 0.992021,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"hip_right": {
|
|
"count": 376,
|
|
"mean": 0.087096,
|
|
"median": 0.084144,
|
|
"std": 0.026379,
|
|
"sem": 0.001362,
|
|
"min": 0.022777,
|
|
"max": 0.207022,
|
|
"recall-0.025": 0.00266,
|
|
"recall-0.05": 0.06117,
|
|
"recall-0.1": 0.75,
|
|
"recall-0.15": 0.968085,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_left": {
|
|
"count": 376,
|
|
"mean": 0.055903,
|
|
"median": 0.052238,
|
|
"std": 0.027881,
|
|
"sem": 0.00144,
|
|
"min": 0.007642,
|
|
"max": 0.228951,
|
|
"recall-0.025": 0.079787,
|
|
"recall-0.05": 0.462766,
|
|
"recall-0.1": 0.933511,
|
|
"recall-0.15": 0.989362,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"knee_right": {
|
|
"count": 376,
|
|
"mean": 0.059496,
|
|
"median": 0.056779,
|
|
"std": 0.026291,
|
|
"sem": 0.001358,
|
|
"min": 0.017162,
|
|
"max": 0.210972,
|
|
"recall-0.025": 0.055851,
|
|
"recall-0.05": 0.37234,
|
|
"recall-0.1": 0.930851,
|
|
"recall-0.15": 0.989362,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_left": {
|
|
"count": 371,
|
|
"mean": 0.090595,
|
|
"median": 0.059925,
|
|
"std": 0.098272,
|
|
"sem": 0.005109,
|
|
"min": 0.007433,
|
|
"max": 0.493218,
|
|
"recall-0.025": 0.06383,
|
|
"recall-0.05": 0.295213,
|
|
"recall-0.1": 0.819149,
|
|
"recall-0.15": 0.882979,
|
|
"recall-0.25": 0.904255,
|
|
"recall-0.5": 0.986702,
|
|
"num_labels": 376
|
|
},
|
|
"ankle_right": {
|
|
"count": 371,
|
|
"mean": 0.081171,
|
|
"median": 0.052557,
|
|
"std": 0.092463,
|
|
"sem": 0.004807,
|
|
"min": 0.006365,
|
|
"max": 0.495104,
|
|
"recall-0.025": 0.071809,
|
|
"recall-0.05": 0.465426,
|
|
"recall-0.1": 0.843085,
|
|
"recall-0.15": 0.898936,
|
|
"recall-0.25": 0.914894,
|
|
"recall-0.5": 0.986702,
|
|
"num_labels": 376
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4888,
|
|
"recall-0.025": 0.04194,
|
|
"recall-0.05": 0.2856,
|
|
"recall-0.1": 0.78928,
|
|
"recall-0.15": 0.93412,
|
|
"recall-0.25": 0.9822,
|
|
"recall-0.5": 0.99755
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5264,
|
|
"correct_parts": 4958,
|
|
"pcp": 0.941869
|
|
}
|
|
```
|
|
|
|
### MVOR
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.04502476590515531,
|
|
"avg_time_3d": 0.0003439047417463509,
|
|
"avg_fps": 22.041642079021162
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 629,
|
|
"total_labels": 1061,
|
|
"total_preds": 1002,
|
|
"considered_empty": 0,
|
|
"valid_preds": 761,
|
|
"invalid_preds": 241,
|
|
"missing": 300,
|
|
"invalid_fraction": 0.24052,
|
|
"precision": 0.75948,
|
|
"recall": 0.71725,
|
|
"f1": 0.73776,
|
|
"non_empty": 1002
|
|
},
|
|
"mpjpe": {
|
|
"count": 761,
|
|
"mean": 0.11541,
|
|
"median": 0.095862,
|
|
"std": 0.066157,
|
|
"sem": 0.0024,
|
|
"min": 0.041161,
|
|
"max": 0.498007,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.005655,
|
|
"recall-0.1": 0.38737,
|
|
"recall-0.15": 0.590952,
|
|
"recall-0.25": 0.690858,
|
|
"recall-0.5": 0.717248,
|
|
"num_labels": 1061,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 9.7e-05,
|
|
"ap-0.1": 0.249015,
|
|
"ap-0.15": 0.488567,
|
|
"ap-0.25": 0.61615,
|
|
"ap-0.5": 0.650766
|
|
},
|
|
"head": {
|
|
"count": 760,
|
|
"mean": 0.065582,
|
|
"median": 0.050303,
|
|
"std": 0.059248,
|
|
"sem": 0.002151,
|
|
"min": 0.005632,
|
|
"max": 0.481845,
|
|
"recall-0.025": 0.085768,
|
|
"recall-0.05": 0.354383,
|
|
"recall-0.1": 0.62771,
|
|
"recall-0.15": 0.668238,
|
|
"recall-0.25": 0.69934,
|
|
"recall-0.5": 0.716305,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_left": {
|
|
"count": 759,
|
|
"mean": 0.063578,
|
|
"median": 0.043996,
|
|
"std": 0.065252,
|
|
"sem": 0.00237,
|
|
"min": 0.003158,
|
|
"max": 0.488608,
|
|
"recall-0.025": 0.154571,
|
|
"recall-0.05": 0.415646,
|
|
"recall-0.1": 0.606032,
|
|
"recall-0.15": 0.664467,
|
|
"recall-0.25": 0.696513,
|
|
"recall-0.5": 0.715363,
|
|
"num_labels": 1061
|
|
},
|
|
"shoulder_right": {
|
|
"count": 758,
|
|
"mean": 0.060929,
|
|
"median": 0.040328,
|
|
"std": 0.066816,
|
|
"sem": 0.002428,
|
|
"min": 0.001826,
|
|
"max": 0.496539,
|
|
"recall-0.025": 0.151744,
|
|
"recall-0.05": 0.444863,
|
|
"recall-0.1": 0.618285,
|
|
"recall-0.15": 0.670123,
|
|
"recall-0.25": 0.6918,
|
|
"recall-0.5": 0.71442,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_left": {
|
|
"count": 748,
|
|
"mean": 0.103193,
|
|
"median": 0.075916,
|
|
"std": 0.085353,
|
|
"sem": 0.003123,
|
|
"min": 0.005412,
|
|
"max": 0.482031,
|
|
"recall-0.025": 0.068803,
|
|
"recall-0.05": 0.226202,
|
|
"recall-0.1": 0.428841,
|
|
"recall-0.15": 0.557964,
|
|
"recall-0.25": 0.653157,
|
|
"recall-0.5": 0.704995,
|
|
"num_labels": 1061
|
|
},
|
|
"elbow_right": {
|
|
"count": 750,
|
|
"mean": 0.083231,
|
|
"median": 0.0574,
|
|
"std": 0.077519,
|
|
"sem": 0.002832,
|
|
"min": 0.003695,
|
|
"max": 0.498082,
|
|
"recall-0.025": 0.095193,
|
|
"recall-0.05": 0.302545,
|
|
"recall-0.1": 0.524976,
|
|
"recall-0.15": 0.614515,
|
|
"recall-0.25": 0.671065,
|
|
"recall-0.5": 0.70688,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_left": {
|
|
"count": 751,
|
|
"mean": 0.126967,
|
|
"median": 0.090359,
|
|
"std": 0.10256,
|
|
"sem": 0.003745,
|
|
"min": 0.002476,
|
|
"max": 0.497523,
|
|
"recall-0.025": 0.06409,
|
|
"recall-0.05": 0.177191,
|
|
"recall-0.1": 0.377945,
|
|
"recall-0.15": 0.469369,
|
|
"recall-0.25": 0.614515,
|
|
"recall-0.5": 0.707823,
|
|
"num_labels": 1061
|
|
},
|
|
"wrist_right": {
|
|
"count": 746,
|
|
"mean": 0.112793,
|
|
"median": 0.077753,
|
|
"std": 0.10017,
|
|
"sem": 0.00367,
|
|
"min": 0.005759,
|
|
"max": 0.485122,
|
|
"recall-0.025": 0.072573,
|
|
"recall-0.05": 0.239397,
|
|
"recall-0.1": 0.423186,
|
|
"recall-0.15": 0.525919,
|
|
"recall-0.25": 0.62017,
|
|
"recall-0.5": 0.70311,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_left": {
|
|
"count": 748,
|
|
"mean": 0.189277,
|
|
"median": 0.17076,
|
|
"std": 0.085049,
|
|
"sem": 0.003112,
|
|
"min": 0.022675,
|
|
"max": 0.499384,
|
|
"recall-0.025": 0.000943,
|
|
"recall-0.05": 0.004713,
|
|
"recall-0.1": 0.065975,
|
|
"recall-0.15": 0.258247,
|
|
"recall-0.25": 0.579642,
|
|
"recall-0.5": 0.704995,
|
|
"num_labels": 1061
|
|
},
|
|
"hip_right": {
|
|
"count": 743,
|
|
"mean": 0.180773,
|
|
"median": 0.168347,
|
|
"std": 0.076963,
|
|
"sem": 0.002825,
|
|
"min": 0.036386,
|
|
"max": 0.491672,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.00377,
|
|
"recall-0.1": 0.071631,
|
|
"recall-0.15": 0.272385,
|
|
"recall-0.25": 0.590009,
|
|
"recall-0.5": 0.700283,
|
|
"num_labels": 1061
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 9549,
|
|
"recall-0.025": 0.07645,
|
|
"recall-0.05": 0.24065,
|
|
"recall-0.1": 0.41565,
|
|
"recall-0.15": 0.52215,
|
|
"recall-0.25": 0.64572,
|
|
"recall-0.5": 0.70761
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10610,
|
|
"correct_parts": 5850,
|
|
"pcp": 0.551367
|
|
}
|
|
```
|
|
|
|
### Panoptic
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.10050282943539503,
|
|
"avg_time_3d": 0.0007078095180232351,
|
|
"avg_fps": 9.880384219886661
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1544,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1464,
|
|
"invalid_preds": 80,
|
|
"missing": 2,
|
|
"invalid_fraction": 0.05181,
|
|
"precision": 0.94819,
|
|
"recall": 0.99864,
|
|
"f1": 0.97276,
|
|
"non_empty": 1544
|
|
},
|
|
"mpjpe": {
|
|
"count": 1464,
|
|
"mean": 0.042772,
|
|
"median": 0.038146,
|
|
"std": 0.020549,
|
|
"sem": 0.000537,
|
|
"min": 0.01198,
|
|
"max": 0.147968,
|
|
"recall-0.025": 0.15075,
|
|
"recall-0.05": 0.747613,
|
|
"recall-0.1": 0.982947,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.998636,
|
|
"recall-0.5": 0.998636,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.063091,
|
|
"ap-0.05": 0.672365,
|
|
"ap-0.1": 0.962571,
|
|
"ap-0.15": 0.984321,
|
|
"ap-0.25": 0.984321,
|
|
"ap-0.5": 0.984321
|
|
},
|
|
"nose": {
|
|
"count": 1462,
|
|
"mean": 0.016241,
|
|
"median": 0.012408,
|
|
"std": 0.019893,
|
|
"sem": 0.00052,
|
|
"min": 0.001343,
|
|
"max": 0.277555,
|
|
"recall-0.025": 0.902939,
|
|
"recall-0.05": 0.963773,
|
|
"recall-0.1": 0.994532,
|
|
"recall-0.15": 0.995215,
|
|
"recall-0.25": 0.995899,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1464,
|
|
"mean": 0.021443,
|
|
"median": 0.01904,
|
|
"std": 0.011261,
|
|
"sem": 0.000294,
|
|
"min": 0.002666,
|
|
"max": 0.09584,
|
|
"recall-0.025": 0.701228,
|
|
"recall-0.05": 0.978172,
|
|
"recall-0.1": 0.998636,
|
|
"recall-0.15": 0.998636,
|
|
"recall-0.25": 0.998636,
|
|
"recall-0.5": 0.998636,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1463,
|
|
"mean": 0.022816,
|
|
"median": 0.019628,
|
|
"std": 0.014811,
|
|
"sem": 0.000387,
|
|
"min": 0.00121,
|
|
"max": 0.146291,
|
|
"recall-0.025": 0.709215,
|
|
"recall-0.05": 0.949488,
|
|
"recall-0.1": 0.993857,
|
|
"recall-0.15": 0.998635,
|
|
"recall-0.25": 0.998635,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1463,
|
|
"mean": 0.026209,
|
|
"median": 0.017669,
|
|
"std": 0.028978,
|
|
"sem": 0.000758,
|
|
"min": 0.001782,
|
|
"max": 0.326031,
|
|
"recall-0.025": 0.709215,
|
|
"recall-0.05": 0.883959,
|
|
"recall-0.1": 0.97884,
|
|
"recall-0.15": 0.986348,
|
|
"recall-0.25": 0.996587,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1462,
|
|
"mean": 0.023224,
|
|
"median": 0.018238,
|
|
"std": 0.01727,
|
|
"sem": 0.000452,
|
|
"min": 0.00127,
|
|
"max": 0.177372,
|
|
"recall-0.025": 0.689679,
|
|
"recall-0.05": 0.929597,
|
|
"recall-0.1": 0.994532,
|
|
"recall-0.15": 0.998633,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1429,
|
|
"mean": 0.034919,
|
|
"median": 0.016782,
|
|
"std": 0.050228,
|
|
"sem": 0.001329,
|
|
"min": 0.000584,
|
|
"max": 0.397932,
|
|
"recall-0.025": 0.675035,
|
|
"recall-0.05": 0.824965,
|
|
"recall-0.1": 0.909344,
|
|
"recall-0.15": 0.958856,
|
|
"recall-0.25": 0.98675,
|
|
"recall-0.5": 0.996513,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1456,
|
|
"mean": 0.023978,
|
|
"median": 0.016342,
|
|
"std": 0.022697,
|
|
"sem": 0.000595,
|
|
"min": 0.001965,
|
|
"max": 0.19539,
|
|
"recall-0.025": 0.703297,
|
|
"recall-0.05": 0.89217,
|
|
"recall-0.1": 0.980769,
|
|
"recall-0.15": 0.996566,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1463,
|
|
"mean": 0.059374,
|
|
"median": 0.05336,
|
|
"std": 0.030044,
|
|
"sem": 0.000786,
|
|
"min": 0.005242,
|
|
"max": 0.179926,
|
|
"recall-0.025": 0.068259,
|
|
"recall-0.05": 0.423891,
|
|
"recall-0.1": 0.893515,
|
|
"recall-0.15": 0.969283,
|
|
"recall-0.25": 0.998635,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1464,
|
|
"mean": 0.058577,
|
|
"median": 0.054454,
|
|
"std": 0.029025,
|
|
"sem": 0.000759,
|
|
"min": 0.003587,
|
|
"max": 0.299462,
|
|
"recall-0.025": 0.05116,
|
|
"recall-0.05": 0.421555,
|
|
"recall-0.1": 0.912688,
|
|
"recall-0.15": 0.986357,
|
|
"recall-0.25": 0.997954,
|
|
"recall-0.5": 0.998636,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1463,
|
|
"mean": 0.051904,
|
|
"median": 0.042771,
|
|
"std": 0.042625,
|
|
"sem": 0.001115,
|
|
"min": 0.002056,
|
|
"max": 0.34988,
|
|
"recall-0.025": 0.186348,
|
|
"recall-0.05": 0.633447,
|
|
"recall-0.1": 0.925597,
|
|
"recall-0.15": 0.968601,
|
|
"recall-0.25": 0.983618,
|
|
"recall-0.5": 0.998635,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1457,
|
|
"mean": 0.048364,
|
|
"median": 0.042642,
|
|
"std": 0.029664,
|
|
"sem": 0.000777,
|
|
"min": 0.003548,
|
|
"max": 0.324346,
|
|
"recall-0.025": 0.213845,
|
|
"recall-0.05": 0.589445,
|
|
"recall-0.1": 0.938314,
|
|
"recall-0.15": 0.992461,
|
|
"recall-0.25": 0.996573,
|
|
"recall-0.5": 0.998629,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1454,
|
|
"mean": 0.082966,
|
|
"median": 0.037696,
|
|
"std": 0.105229,
|
|
"sem": 0.002761,
|
|
"min": 0.000696,
|
|
"max": 0.49576,
|
|
"recall-0.025": 0.362269,
|
|
"recall-0.05": 0.585783,
|
|
"recall-0.1": 0.730007,
|
|
"recall-0.15": 0.822283,
|
|
"recall-0.25": 0.912509,
|
|
"recall-0.5": 0.993848,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1450,
|
|
"mean": 0.078982,
|
|
"median": 0.03334,
|
|
"std": 0.105487,
|
|
"sem": 0.002771,
|
|
"min": 0.001095,
|
|
"max": 0.498037,
|
|
"recall-0.025": 0.367808,
|
|
"recall-0.05": 0.682192,
|
|
"recall-0.1": 0.771233,
|
|
"recall-0.15": 0.811644,
|
|
"recall-0.25": 0.895205,
|
|
"recall-0.5": 0.993151,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.48694,
|
|
"recall-0.05": 0.75013,
|
|
"recall-0.1": 0.92459,
|
|
"recall-0.15": 0.96003,
|
|
"recall-0.25": 0.98136,
|
|
"recall-0.5": 0.99763
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 19972,
|
|
"pcp": 0.976913
|
|
}
|
|
```
|
|
|
|
##### 3 cameras
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.06035172067037443,
|
|
"avg_time_3d": 0.00048815215506204746,
|
|
"avg_fps": 16.43658925568811
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1432,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1416,
|
|
"invalid_preds": 16,
|
|
"missing": 50,
|
|
"invalid_fraction": 0.01117,
|
|
"precision": 0.98883,
|
|
"recall": 0.96589,
|
|
"f1": 0.97723,
|
|
"non_empty": 1432
|
|
},
|
|
"mpjpe": {
|
|
"count": 1416,
|
|
"mean": 0.075878,
|
|
"median": 0.065403,
|
|
"std": 0.043901,
|
|
"sem": 0.001167,
|
|
"min": 0.021024,
|
|
"max": 0.442732,
|
|
"recall-0.025": 0.004775,
|
|
"recall-0.05": 0.271487,
|
|
"recall-0.1": 0.794679,
|
|
"recall-0.15": 0.911323,
|
|
"recall-0.25": 0.951569,
|
|
"recall-0.5": 0.965894,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.001729,
|
|
"ap-0.05": 0.180768,
|
|
"ap-0.1": 0.732669,
|
|
"ap-0.15": 0.890679,
|
|
"ap-0.25": 0.938419,
|
|
"ap-0.5": 0.9553
|
|
},
|
|
"nose": {
|
|
"count": 1415,
|
|
"mean": 0.023812,
|
|
"median": 0.018331,
|
|
"std": 0.017907,
|
|
"sem": 0.000476,
|
|
"min": 0.001934,
|
|
"max": 0.234974,
|
|
"recall-0.025": 0.632262,
|
|
"recall-0.05": 0.907724,
|
|
"recall-0.1": 0.959672,
|
|
"recall-0.15": 0.965824,
|
|
"recall-0.25": 0.967191,
|
|
"recall-0.5": 0.967191,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1416,
|
|
"mean": 0.02429,
|
|
"median": 0.021182,
|
|
"std": 0.018533,
|
|
"sem": 0.000493,
|
|
"min": 0.002092,
|
|
"max": 0.315725,
|
|
"recall-0.025": 0.571623,
|
|
"recall-0.05": 0.914734,
|
|
"recall-0.1": 0.961801,
|
|
"recall-0.15": 0.963847,
|
|
"recall-0.25": 0.963847,
|
|
"recall-0.5": 0.965894,
|
|
"num_labels": 1466
|
|
},
|
|
"shoulder_right": {
|
|
"count": 1415,
|
|
"mean": 0.03001,
|
|
"median": 0.024274,
|
|
"std": 0.024761,
|
|
"sem": 0.000658,
|
|
"min": 0.003865,
|
|
"max": 0.302059,
|
|
"recall-0.025": 0.502389,
|
|
"recall-0.05": 0.868942,
|
|
"recall-0.1": 0.950171,
|
|
"recall-0.15": 0.959044,
|
|
"recall-0.25": 0.96314,
|
|
"recall-0.5": 0.96587,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_left": {
|
|
"count": 1415,
|
|
"mean": 0.036771,
|
|
"median": 0.023677,
|
|
"std": 0.036234,
|
|
"sem": 0.000964,
|
|
"min": 0.001509,
|
|
"max": 0.35915,
|
|
"recall-0.025": 0.511263,
|
|
"recall-0.05": 0.759727,
|
|
"recall-0.1": 0.894881,
|
|
"recall-0.15": 0.950171,
|
|
"recall-0.25": 0.963823,
|
|
"recall-0.5": 0.96587,
|
|
"num_labels": 1465
|
|
},
|
|
"elbow_right": {
|
|
"count": 1415,
|
|
"mean": 0.037368,
|
|
"median": 0.022564,
|
|
"std": 0.043946,
|
|
"sem": 0.001169,
|
|
"min": 0.001064,
|
|
"max": 0.417028,
|
|
"recall-0.025": 0.548189,
|
|
"recall-0.05": 0.784689,
|
|
"recall-0.1": 0.903623,
|
|
"recall-0.15": 0.924812,
|
|
"recall-0.25": 0.964457,
|
|
"recall-0.5": 0.967191,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1380,
|
|
"mean": 0.057057,
|
|
"median": 0.023098,
|
|
"std": 0.074873,
|
|
"sem": 0.002016,
|
|
"min": 0.001825,
|
|
"max": 0.467986,
|
|
"recall-0.025": 0.505579,
|
|
"recall-0.05": 0.638075,
|
|
"recall-0.1": 0.799163,
|
|
"recall-0.15": 0.866806,
|
|
"recall-0.25": 0.933752,
|
|
"recall-0.5": 0.962343,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1407,
|
|
"mean": 0.052599,
|
|
"median": 0.028103,
|
|
"std": 0.067423,
|
|
"sem": 0.001798,
|
|
"min": 0.000678,
|
|
"max": 0.453996,
|
|
"recall-0.025": 0.4375,
|
|
"recall-0.05": 0.646291,
|
|
"recall-0.1": 0.846154,
|
|
"recall-0.15": 0.908654,
|
|
"recall-0.25": 0.942308,
|
|
"recall-0.5": 0.966346,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1414,
|
|
"mean": 0.069345,
|
|
"median": 0.063987,
|
|
"std": 0.033986,
|
|
"sem": 0.000904,
|
|
"min": 0.004843,
|
|
"max": 0.206544,
|
|
"recall-0.025": 0.03959,
|
|
"recall-0.05": 0.257338,
|
|
"recall-0.1": 0.843686,
|
|
"recall-0.15": 0.916724,
|
|
"recall-0.25": 0.965188,
|
|
"recall-0.5": 0.965188,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1415,
|
|
"mean": 0.079898,
|
|
"median": 0.071309,
|
|
"std": 0.038974,
|
|
"sem": 0.001036,
|
|
"min": 0.010034,
|
|
"max": 0.299462,
|
|
"recall-0.025": 0.013643,
|
|
"recall-0.05": 0.208049,
|
|
"recall-0.1": 0.752387,
|
|
"recall-0.15": 0.894952,
|
|
"recall-0.25": 0.963165,
|
|
"recall-0.5": 0.965211,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1398,
|
|
"mean": 0.083457,
|
|
"median": 0.055943,
|
|
"std": 0.079924,
|
|
"sem": 0.002138,
|
|
"min": 0.006682,
|
|
"max": 0.499765,
|
|
"recall-0.025": 0.094881,
|
|
"recall-0.05": 0.392491,
|
|
"recall-0.1": 0.741297,
|
|
"recall-0.15": 0.802048,
|
|
"recall-0.25": 0.91058,
|
|
"recall-0.5": 0.954266,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1396,
|
|
"mean": 0.082016,
|
|
"median": 0.055961,
|
|
"std": 0.07626,
|
|
"sem": 0.002042,
|
|
"min": 0.005483,
|
|
"max": 0.495027,
|
|
"recall-0.025": 0.07745,
|
|
"recall-0.05": 0.381768,
|
|
"recall-0.1": 0.749143,
|
|
"recall-0.15": 0.829335,
|
|
"recall-0.25": 0.91501,
|
|
"recall-0.5": 0.95682,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1324,
|
|
"mean": 0.162633,
|
|
"median": 0.132173,
|
|
"std": 0.140662,
|
|
"sem": 0.003867,
|
|
"min": 0.000753,
|
|
"max": 0.499578,
|
|
"recall-0.025": 0.197539,
|
|
"recall-0.05": 0.293233,
|
|
"recall-0.1": 0.374573,
|
|
"recall-0.15": 0.501025,
|
|
"recall-0.25": 0.649351,
|
|
"recall-0.5": 0.90499,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1317,
|
|
"mean": 0.151178,
|
|
"median": 0.10686,
|
|
"std": 0.132903,
|
|
"sem": 0.003664,
|
|
"min": 0.001721,
|
|
"max": 0.496921,
|
|
"recall-0.025": 0.158904,
|
|
"recall-0.05": 0.295205,
|
|
"recall-0.1": 0.426712,
|
|
"recall-0.15": 0.539041,
|
|
"recall-0.25": 0.679452,
|
|
"recall-0.5": 0.902055,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.32944,
|
|
"recall-0.05": 0.56482,
|
|
"recall-0.1": 0.78468,
|
|
"recall-0.15": 0.8475,
|
|
"recall-0.25": 0.906,
|
|
"recall-0.5": 0.95424
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 18352,
|
|
"pcp": 0.897672
|
|
}
|
|
```
|
|
|
|
##### 10 cameras
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.18815787420040223,
|
|
"avg_time_3d": 0.001592859989259301,
|
|
"avg_fps": 5.270071835403125
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 420,
|
|
"total_labels": 1466,
|
|
"total_preds": 1493,
|
|
"considered_empty": 0,
|
|
"valid_preds": 1465,
|
|
"invalid_preds": 28,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.01875,
|
|
"precision": 0.98125,
|
|
"recall": 0.99932,
|
|
"f1": 0.9902,
|
|
"non_empty": 1493
|
|
},
|
|
"mpjpe": {
|
|
"count": 1465,
|
|
"mean": 0.035896,
|
|
"median": 0.03129,
|
|
"std": 0.017035,
|
|
"sem": 0.000445,
|
|
"min": 0.012795,
|
|
"max": 0.13346,
|
|
"recall-0.025": 0.238745,
|
|
"recall-0.05": 0.858799,
|
|
"recall-0.1": 0.991132,
|
|
"recall-0.15": 0.999318,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466,
|
|
"ap-0.025": 0.138828,
|
|
"ap-0.05": 0.833731,
|
|
"ap-0.1": 0.980837,
|
|
"ap-0.15": 0.990118,
|
|
"ap-0.25": 0.990118,
|
|
"ap-0.5": 0.990118
|
|
},
|
|
"nose": {
|
|
"count": 1462,
|
|
"mean": 0.011192,
|
|
"median": 0.010004,
|
|
"std": 0.006886,
|
|
"sem": 0.00018,
|
|
"min": 0.001687,
|
|
"max": 0.130269,
|
|
"recall-0.025": 0.976077,
|
|
"recall-0.05": 0.995215,
|
|
"recall-0.1": 0.998633,
|
|
"recall-0.15": 0.999316,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"shoulder_left": {
|
|
"count": 1465,
|
|
"mean": 0.018481,
|
|
"median": 0.016756,
|
|
"std": 0.008734,
|
|
"sem": 0.000228,
|
|
"min": 0.001637,
|
|
"max": 0.082437,
|
|
"recall-0.025": 0.817872,
|
|
"recall-0.05": 0.991814,
|
|
"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": 0.019939,
|
|
"median": 0.018826,
|
|
"std": 0.008763,
|
|
"sem": 0.000229,
|
|
"min": 0.002124,
|
|
"max": 0.085937,
|
|
"recall-0.025": 0.822526,
|
|
"recall-0.05": 0.989761,
|
|
"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": 0.019246,
|
|
"median": 0.017385,
|
|
"std": 0.010174,
|
|
"sem": 0.000266,
|
|
"min": 0.002091,
|
|
"max": 0.094785,
|
|
"recall-0.025": 0.779522,
|
|
"recall-0.05": 0.985666,
|
|
"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": 0.017685,
|
|
"median": 0.015792,
|
|
"std": 0.010015,
|
|
"sem": 0.000262,
|
|
"min": 0.001923,
|
|
"max": 0.135256,
|
|
"recall-0.025": 0.863295,
|
|
"recall-0.05": 0.980861,
|
|
"recall-0.1": 0.998633,
|
|
"recall-0.15": 0.999316,
|
|
"recall-0.25": 0.999316,
|
|
"recall-0.5": 0.999316,
|
|
"num_labels": 1463
|
|
},
|
|
"wrist_left": {
|
|
"count": 1433,
|
|
"mean": 0.018201,
|
|
"median": 0.012466,
|
|
"std": 0.020397,
|
|
"sem": 0.000539,
|
|
"min": 0.000969,
|
|
"max": 0.200232,
|
|
"recall-0.025": 0.830544,
|
|
"recall-0.05": 0.954672,
|
|
"recall-0.1": 0.984658,
|
|
"recall-0.15": 0.995119,
|
|
"recall-0.25": 0.999303,
|
|
"recall-0.5": 0.999303,
|
|
"num_labels": 1434
|
|
},
|
|
"wrist_right": {
|
|
"count": 1456,
|
|
"mean": 0.017871,
|
|
"median": 0.012179,
|
|
"std": 0.019072,
|
|
"sem": 0.0005,
|
|
"min": 0.00073,
|
|
"max": 0.212529,
|
|
"recall-0.025": 0.819368,
|
|
"recall-0.05": 0.95467,
|
|
"recall-0.1": 0.987637,
|
|
"recall-0.15": 0.99794,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 1456
|
|
},
|
|
"hip_left": {
|
|
"count": 1464,
|
|
"mean": 0.048017,
|
|
"median": 0.046762,
|
|
"std": 0.017825,
|
|
"sem": 0.000466,
|
|
"min": 0.006375,
|
|
"max": 0.150217,
|
|
"recall-0.025": 0.065529,
|
|
"recall-0.05": 0.613652,
|
|
"recall-0.1": 0.976792,
|
|
"recall-0.15": 0.998635,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"hip_right": {
|
|
"count": 1465,
|
|
"mean": 0.048174,
|
|
"median": 0.047527,
|
|
"std": 0.015467,
|
|
"sem": 0.000404,
|
|
"min": 0.007141,
|
|
"max": 0.112096,
|
|
"recall-0.025": 0.050477,
|
|
"recall-0.05": 0.555252,
|
|
"recall-0.1": 0.994543,
|
|
"recall-0.15": 0.999318,
|
|
"recall-0.25": 0.999318,
|
|
"recall-0.5": 0.999318,
|
|
"num_labels": 1466
|
|
},
|
|
"knee_left": {
|
|
"count": 1464,
|
|
"mean": 0.037422,
|
|
"median": 0.032992,
|
|
"std": 0.02345,
|
|
"sem": 0.000613,
|
|
"min": 0.003004,
|
|
"max": 0.221549,
|
|
"recall-0.025": 0.312628,
|
|
"recall-0.05": 0.787031,
|
|
"recall-0.1": 0.977474,
|
|
"recall-0.15": 0.993857,
|
|
"recall-0.25": 0.999317,
|
|
"recall-0.5": 0.999317,
|
|
"num_labels": 1465
|
|
},
|
|
"knee_right": {
|
|
"count": 1458,
|
|
"mean": 0.039185,
|
|
"median": 0.034295,
|
|
"std": 0.024486,
|
|
"sem": 0.000641,
|
|
"min": 0.001345,
|
|
"max": 0.207304,
|
|
"recall-0.025": 0.27416,
|
|
"recall-0.05": 0.766964,
|
|
"recall-0.1": 0.968472,
|
|
"recall-0.15": 0.991775,
|
|
"recall-0.25": 0.999315,
|
|
"recall-0.5": 0.999315,
|
|
"num_labels": 1459
|
|
},
|
|
"ankle_left": {
|
|
"count": 1461,
|
|
"mean": 0.087203,
|
|
"median": 0.044541,
|
|
"std": 0.101451,
|
|
"sem": 0.002655,
|
|
"min": 0.001014,
|
|
"max": 0.485626,
|
|
"recall-0.025": 0.300068,
|
|
"recall-0.05": 0.539303,
|
|
"recall-0.1": 0.717703,
|
|
"recall-0.15": 0.826384,
|
|
"recall-0.25": 0.909091,
|
|
"recall-0.5": 0.998633,
|
|
"num_labels": 1463
|
|
},
|
|
"ankle_right": {
|
|
"count": 1449,
|
|
"mean": 0.080071,
|
|
"median": 0.040897,
|
|
"std": 0.095903,
|
|
"sem": 0.00252,
|
|
"min": 0.001231,
|
|
"max": 0.478944,
|
|
"recall-0.025": 0.314384,
|
|
"recall-0.05": 0.570548,
|
|
"recall-0.1": 0.756164,
|
|
"recall-0.15": 0.845205,
|
|
"recall-0.25": 0.907534,
|
|
"recall-0.5": 0.992466,
|
|
"num_labels": 1460
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 18990,
|
|
"recall-0.025": 0.55508,
|
|
"recall-0.05": 0.82138,
|
|
"recall-0.1": 0.95029,
|
|
"recall-0.15": 0.9723,
|
|
"recall-0.25": 0.98499,
|
|
"recall-0.5": 0.99847
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 20444,
|
|
"correct_parts": 20225,
|
|
"pcp": 0.989288
|
|
}
|
|
```
|
|
|
|
### IkeaAsm
|
|
|
|
(duration 00:01:45)
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.04642030628505292,
|
|
"avg_time_3d": 0.00031231766316428114,
|
|
"avg_fps": 21.39832766737141
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 479,
|
|
"total_labels": 479,
|
|
"total_preds": 713,
|
|
"considered_empty": 0,
|
|
"valid_preds": 421,
|
|
"invalid_preds": 292,
|
|
"missing": 58,
|
|
"invalid_fraction": 0.40954,
|
|
"precision": 0.59046,
|
|
"recall": 0.87891,
|
|
"f1": 0.70638,
|
|
"non_empty": 713
|
|
},
|
|
"mpjpe": {
|
|
"count": 421,
|
|
"mean": 0.09014,
|
|
"median": 0.07045,
|
|
"std": 0.07175,
|
|
"sem": 0.003501,
|
|
"min": 0.018751,
|
|
"max": 0.440594,
|
|
"recall-0.025": 0.035491,
|
|
"recall-0.05": 0.317328,
|
|
"recall-0.1": 0.628392,
|
|
"recall-0.15": 0.73904,
|
|
"recall-0.25": 0.839248,
|
|
"recall-0.5": 0.878914,
|
|
"num_labels": 479,
|
|
"ap-0.025": 0.001831,
|
|
"ap-0.05": 0.124046,
|
|
"ap-0.1": 0.42434,
|
|
"ap-0.15": 0.57369,
|
|
"ap-0.25": 0.700444,
|
|
"ap-0.5": 0.739409
|
|
},
|
|
"head": {
|
|
"count": 395,
|
|
"mean": 0.0376,
|
|
"median": 0.027562,
|
|
"std": 0.041483,
|
|
"sem": 0.00209,
|
|
"min": 0.003359,
|
|
"max": 0.46272,
|
|
"recall-0.025": 0.358407,
|
|
"recall-0.05": 0.716814,
|
|
"recall-0.1": 0.836283,
|
|
"recall-0.15": 0.860619,
|
|
"recall-0.25": 0.867257,
|
|
"recall-0.5": 0.873894,
|
|
"num_labels": 452
|
|
},
|
|
"shoulder_left": {
|
|
"count": 399,
|
|
"mean": 0.046979,
|
|
"median": 0.036816,
|
|
"std": 0.042295,
|
|
"sem": 0.00212,
|
|
"min": 0.012772,
|
|
"max": 0.419987,
|
|
"recall-0.025": 0.088106,
|
|
"recall-0.05": 0.656388,
|
|
"recall-0.1": 0.839207,
|
|
"recall-0.15": 0.854626,
|
|
"recall-0.25": 0.867841,
|
|
"recall-0.5": 0.878855,
|
|
"num_labels": 454
|
|
},
|
|
"shoulder_right": {
|
|
"count": 411,
|
|
"mean": 0.035064,
|
|
"median": 0.027722,
|
|
"std": 0.032686,
|
|
"sem": 0.001614,
|
|
"min": 0.004672,
|
|
"max": 0.435386,
|
|
"recall-0.025": 0.321199,
|
|
"recall-0.05": 0.783726,
|
|
"recall-0.1": 0.85439,
|
|
"recall-0.15": 0.869379,
|
|
"recall-0.25": 0.873662,
|
|
"recall-0.5": 0.880086,
|
|
"num_labels": 467
|
|
},
|
|
"elbow_left": {
|
|
"count": 386,
|
|
"mean": 0.039094,
|
|
"median": 0.02174,
|
|
"std": 0.052536,
|
|
"sem": 0.002677,
|
|
"min": 0.003292,
|
|
"max": 0.397852,
|
|
"recall-0.025": 0.505721,
|
|
"recall-0.05": 0.723112,
|
|
"recall-0.1": 0.810069,
|
|
"recall-0.15": 0.837529,
|
|
"recall-0.25": 0.867277,
|
|
"recall-0.5": 0.883295,
|
|
"num_labels": 437
|
|
},
|
|
"elbow_right": {
|
|
"count": 387,
|
|
"mean": 0.037503,
|
|
"median": 0.021018,
|
|
"std": 0.058759,
|
|
"sem": 0.002991,
|
|
"min": 0.002712,
|
|
"max": 0.484533,
|
|
"recall-0.025": 0.519274,
|
|
"recall-0.05": 0.743764,
|
|
"recall-0.1": 0.823129,
|
|
"recall-0.15": 0.84127,
|
|
"recall-0.25": 0.863946,
|
|
"recall-0.5": 0.877551,
|
|
"num_labels": 441
|
|
},
|
|
"wrist_left": {
|
|
"count": 381,
|
|
"mean": 0.038795,
|
|
"median": 0.022729,
|
|
"std": 0.058788,
|
|
"sem": 0.003016,
|
|
"min": 0.002346,
|
|
"max": 0.465752,
|
|
"recall-0.025": 0.488532,
|
|
"recall-0.05": 0.729358,
|
|
"recall-0.1": 0.81422,
|
|
"recall-0.15": 0.844037,
|
|
"recall-0.25": 0.855505,
|
|
"recall-0.5": 0.873853,
|
|
"num_labels": 436
|
|
},
|
|
"wrist_right": {
|
|
"count": 391,
|
|
"mean": 0.035983,
|
|
"median": 0.019868,
|
|
"std": 0.054692,
|
|
"sem": 0.002769,
|
|
"min": 0.001743,
|
|
"max": 0.43689,
|
|
"recall-0.025": 0.540359,
|
|
"recall-0.05": 0.76009,
|
|
"recall-0.1": 0.818386,
|
|
"recall-0.15": 0.836323,
|
|
"recall-0.25": 0.863229,
|
|
"recall-0.5": 0.876682,
|
|
"num_labels": 446
|
|
},
|
|
"hip_left": {
|
|
"count": 271,
|
|
"mean": 0.109969,
|
|
"median": 0.095268,
|
|
"std": 0.059502,
|
|
"sem": 0.003621,
|
|
"min": 0.020961,
|
|
"max": 0.487803,
|
|
"recall-0.025": 0.003185,
|
|
"recall-0.05": 0.025478,
|
|
"recall-0.1": 0.487261,
|
|
"recall-0.15": 0.761146,
|
|
"recall-0.25": 0.834395,
|
|
"recall-0.5": 0.863057,
|
|
"num_labels": 314
|
|
},
|
|
"hip_right": {
|
|
"count": 216,
|
|
"mean": 0.103974,
|
|
"median": 0.088237,
|
|
"std": 0.065246,
|
|
"sem": 0.00445,
|
|
"min": 0.032087,
|
|
"max": 0.49864,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.034615,
|
|
"recall-0.1": 0.553846,
|
|
"recall-0.15": 0.753846,
|
|
"recall-0.25": 0.8,
|
|
"recall-0.5": 0.830769,
|
|
"num_labels": 260
|
|
},
|
|
"knee_left": {
|
|
"count": 230,
|
|
"mean": 0.14298,
|
|
"median": 0.107524,
|
|
"std": 0.106874,
|
|
"sem": 0.007062,
|
|
"min": 0.010361,
|
|
"max": 0.481016,
|
|
"recall-0.025": 0.025362,
|
|
"recall-0.05": 0.105072,
|
|
"recall-0.1": 0.369565,
|
|
"recall-0.15": 0.57971,
|
|
"recall-0.25": 0.699275,
|
|
"recall-0.5": 0.833333,
|
|
"num_labels": 276
|
|
},
|
|
"knee_right": {
|
|
"count": 173,
|
|
"mean": 0.134986,
|
|
"median": 0.098413,
|
|
"std": 0.108928,
|
|
"sem": 0.008306,
|
|
"min": 0.015211,
|
|
"max": 0.484078,
|
|
"recall-0.025": 0.018605,
|
|
"recall-0.05": 0.148837,
|
|
"recall-0.1": 0.418605,
|
|
"recall-0.15": 0.576744,
|
|
"recall-0.25": 0.683721,
|
|
"recall-0.5": 0.804651,
|
|
"num_labels": 215
|
|
},
|
|
"ankle_left": {
|
|
"count": 64,
|
|
"mean": 0.341273,
|
|
"median": 0.366004,
|
|
"std": 0.10975,
|
|
"sem": 0.013827,
|
|
"min": 0.064431,
|
|
"max": 0.483117,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.022727,
|
|
"recall-0.15": 0.037879,
|
|
"recall-0.25": 0.098485,
|
|
"recall-0.5": 0.484848,
|
|
"num_labels": 132
|
|
},
|
|
"ankle_right": {
|
|
"count": 57,
|
|
"mean": 0.374257,
|
|
"median": 0.395853,
|
|
"std": 0.092552,
|
|
"sem": 0.012368,
|
|
"min": 0.118346,
|
|
"max": 0.491711,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.0,
|
|
"recall-0.15": 0.015748,
|
|
"recall-0.25": 0.055118,
|
|
"recall-0.5": 0.448819,
|
|
"num_labels": 127
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4457,
|
|
"recall-0.025": 0.28337,
|
|
"recall-0.05": 0.52973,
|
|
"recall-0.1": 0.69082,
|
|
"recall-0.15": 0.75836,
|
|
"recall-0.25": 0.79403,
|
|
"recall-0.5": 0.84205
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4313,
|
|
"correct_parts": 3411,
|
|
"pcp": 0.790865
|
|
}
|
|
```
|
|
|
|
### CHI3D
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.060682081548791185,
|
|
"avg_time_3d": 0.00043821836772717926,
|
|
"avg_fps": 16.36117626002912
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 390,
|
|
"total_labels": 780,
|
|
"total_preds": 777,
|
|
"considered_empty": 0,
|
|
"valid_preds": 777,
|
|
"invalid_preds": 0,
|
|
"missing": 3,
|
|
"invalid_fraction": 0.0,
|
|
"precision": 1.0,
|
|
"recall": 0.99615,
|
|
"f1": 0.99807,
|
|
"non_empty": 777
|
|
},
|
|
"mpjpe": {
|
|
"count": 777,
|
|
"mean": 0.068242,
|
|
"median": 0.065186,
|
|
"std": 0.013462,
|
|
"sem": 0.000483,
|
|
"min": 0.051948,
|
|
"max": 0.217357,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.976923,
|
|
"recall-0.15": 0.987179,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 0.0,
|
|
"ap-0.1": 0.971991,
|
|
"ap-0.15": 0.987001,
|
|
"ap-0.25": 0.996154,
|
|
"ap-0.5": 0.996154
|
|
},
|
|
"head": {
|
|
"count": 777,
|
|
"mean": 0.037924,
|
|
"median": 0.025795,
|
|
"std": 0.041221,
|
|
"sem": 0.00148,
|
|
"min": 0.003652,
|
|
"max": 0.338066,
|
|
"recall-0.025": 0.469231,
|
|
"recall-0.05": 0.835897,
|
|
"recall-0.1": 0.939744,
|
|
"recall-0.15": 0.961538,
|
|
"recall-0.25": 0.991026,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"shoulder_left": {
|
|
"count": 777,
|
|
"mean": 0.068426,
|
|
"median": 0.068295,
|
|
"std": 0.02725,
|
|
"sem": 0.000978,
|
|
"min": 0.016575,
|
|
"max": 0.357954,
|
|
"recall-0.025": 0.005128,
|
|
"recall-0.05": 0.24359,
|
|
"recall-0.1": 0.937179,
|
|
"recall-0.15": 0.985897,
|
|
"recall-0.25": 0.99359,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"shoulder_right": {
|
|
"count": 775,
|
|
"mean": 0.077543,
|
|
"median": 0.074897,
|
|
"std": 0.031788,
|
|
"sem": 0.001143,
|
|
"min": 0.010535,
|
|
"max": 0.485894,
|
|
"recall-0.025": 0.007692,
|
|
"recall-0.05": 0.075641,
|
|
"recall-0.1": 0.898718,
|
|
"recall-0.15": 0.982051,
|
|
"recall-0.25": 0.987179,
|
|
"recall-0.5": 0.99359,
|
|
"num_labels": 780
|
|
},
|
|
"elbow_left": {
|
|
"count": 776,
|
|
"mean": 0.060755,
|
|
"median": 0.05218,
|
|
"std": 0.033518,
|
|
"sem": 0.001204,
|
|
"min": 0.016563,
|
|
"max": 0.417809,
|
|
"recall-0.025": 0.002564,
|
|
"recall-0.05": 0.432051,
|
|
"recall-0.1": 0.932051,
|
|
"recall-0.15": 0.966667,
|
|
"recall-0.25": 0.989744,
|
|
"recall-0.5": 0.994872,
|
|
"num_labels": 780
|
|
},
|
|
"elbow_right": {
|
|
"count": 777,
|
|
"mean": 0.066781,
|
|
"median": 0.065762,
|
|
"std": 0.020878,
|
|
"sem": 0.000749,
|
|
"min": 0.027359,
|
|
"max": 0.224832,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.194872,
|
|
"recall-0.1": 0.941026,
|
|
"recall-0.15": 0.983333,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"wrist_left": {
|
|
"count": 774,
|
|
"mean": 0.049563,
|
|
"median": 0.042911,
|
|
"std": 0.042084,
|
|
"sem": 0.001514,
|
|
"min": 0.006736,
|
|
"max": 0.497826,
|
|
"recall-0.025": 0.171795,
|
|
"recall-0.05": 0.679487,
|
|
"recall-0.1": 0.939744,
|
|
"recall-0.15": 0.967949,
|
|
"recall-0.25": 0.982051,
|
|
"recall-0.5": 0.992308,
|
|
"num_labels": 780
|
|
},
|
|
"wrist_right": {
|
|
"count": 776,
|
|
"mean": 0.064678,
|
|
"median": 0.062017,
|
|
"std": 0.041104,
|
|
"sem": 0.001477,
|
|
"min": 0.008905,
|
|
"max": 0.430827,
|
|
"recall-0.025": 0.042308,
|
|
"recall-0.05": 0.369231,
|
|
"recall-0.1": 0.928205,
|
|
"recall-0.15": 0.952564,
|
|
"recall-0.25": 0.985897,
|
|
"recall-0.5": 0.994872,
|
|
"num_labels": 780
|
|
},
|
|
"hip_left": {
|
|
"count": 777,
|
|
"mean": 0.109321,
|
|
"median": 0.109336,
|
|
"std": 0.017307,
|
|
"sem": 0.000621,
|
|
"min": 0.065587,
|
|
"max": 0.157263,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.325641,
|
|
"recall-0.15": 0.987179,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"hip_right": {
|
|
"count": 777,
|
|
"mean": 0.134702,
|
|
"median": 0.134688,
|
|
"std": 0.014986,
|
|
"sem": 0.000538,
|
|
"min": 0.086478,
|
|
"max": 0.195378,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.0,
|
|
"recall-0.1": 0.010256,
|
|
"recall-0.15": 0.858974,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"knee_left": {
|
|
"count": 777,
|
|
"mean": 0.050968,
|
|
"median": 0.049197,
|
|
"std": 0.018325,
|
|
"sem": 0.000658,
|
|
"min": 0.007513,
|
|
"max": 0.198729,
|
|
"recall-0.025": 0.026923,
|
|
"recall-0.05": 0.535897,
|
|
"recall-0.1": 0.957692,
|
|
"recall-0.15": 0.99359,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"knee_right": {
|
|
"count": 777,
|
|
"mean": 0.056941,
|
|
"median": 0.054107,
|
|
"std": 0.016649,
|
|
"sem": 0.000598,
|
|
"min": 0.018899,
|
|
"max": 0.125673,
|
|
"recall-0.025": 0.002564,
|
|
"recall-0.05": 0.396154,
|
|
"recall-0.1": 0.984615,
|
|
"recall-0.15": 0.996154,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"ankle_left": {
|
|
"count": 777,
|
|
"mean": 0.061821,
|
|
"median": 0.059825,
|
|
"std": 0.017211,
|
|
"sem": 0.000618,
|
|
"min": 0.031091,
|
|
"max": 0.319784,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.144872,
|
|
"recall-0.1": 0.973077,
|
|
"recall-0.15": 0.991026,
|
|
"recall-0.25": 0.994872,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"ankle_right": {
|
|
"count": 777,
|
|
"mean": 0.04225,
|
|
"median": 0.03841,
|
|
"std": 0.014422,
|
|
"sem": 0.000518,
|
|
"min": 0.015158,
|
|
"max": 0.170293,
|
|
"recall-0.025": 0.033333,
|
|
"recall-0.05": 0.8,
|
|
"recall-0.1": 0.992308,
|
|
"recall-0.15": 0.994872,
|
|
"recall-0.25": 0.996154,
|
|
"recall-0.5": 0.996154,
|
|
"num_labels": 780
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 10140,
|
|
"recall-0.025": 0.05799,
|
|
"recall-0.05": 0.36164,
|
|
"recall-0.1": 0.82702,
|
|
"recall-0.15": 0.97022,
|
|
"recall-0.25": 0.99211,
|
|
"recall-0.5": 0.99546
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10920,
|
|
"correct_parts": 10328,
|
|
"pcp": 0.945788
|
|
}
|
|
```
|
|
|
|
### Tsinghua
|
|
|
|
(duration 00:01:51)
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.11152931094169617,
|
|
"avg_time_3d": 0.0007880079746246338,
|
|
"avg_fps": 8.903346426431572
|
|
}
|
|
{
|
|
"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": 0.0559,
|
|
"median": 0.051047,
|
|
"std": 0.018383,
|
|
"sem": 0.000733,
|
|
"min": 0.029149,
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"max": 0.144155,
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"recall-0.025": 0.0,
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"recall-0.05": 0.446032,
|
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"recall-0.1": 0.947619,
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"recall-0.15": 1.0,
|
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"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
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"num_labels": 630,
|
|
"ap-0.025": 0.0,
|
|
"ap-0.05": 0.23272,
|
|
"ap-0.1": 0.928677,
|
|
"ap-0.15": 1.0,
|
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"ap-0.25": 1.0,
|
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"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 598,
|
|
"mean": 0.040407,
|
|
"median": 0.038843,
|
|
"std": 0.013204,
|
|
"sem": 0.00054,
|
|
"min": 0.011342,
|
|
"max": 0.090798,
|
|
"recall-0.025": 0.113712,
|
|
"recall-0.05": 0.777592,
|
|
"recall-0.1": 1.0,
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"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 598
|
|
},
|
|
"shoulder_left": {
|
|
"count": 630,
|
|
"mean": 0.062874,
|
|
"median": 0.060357,
|
|
"std": 0.019325,
|
|
"sem": 0.000771,
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"min": 0.018974,
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"max": 0.139185,
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|
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"recall-0.05": 0.284127,
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"recall-0.1": 0.971429,
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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,
|
|
"num_labels": 630
|
|
},
|
|
"shoulder_right": {
|
|
"count": 630,
|
|
"mean": 0.066032,
|
|
"median": 0.065873,
|
|
"std": 0.019679,
|
|
"sem": 0.000785,
|
|
"min": 0.026785,
|
|
"max": 0.143453,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.269841,
|
|
"recall-0.1": 0.938095,
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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,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_left": {
|
|
"count": 630,
|
|
"mean": 0.05202,
|
|
"median": 0.048773,
|
|
"std": 0.020244,
|
|
"sem": 0.000807,
|
|
"min": 0.011727,
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"max": 0.140534,
|
|
"recall-0.025": 0.052381,
|
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"recall-0.05": 0.528571,
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"recall-0.1": 0.974603,
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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,
|
|
"num_labels": 630
|
|
},
|
|
"elbow_right": {
|
|
"count": 629,
|
|
"mean": 0.055264,
|
|
"median": 0.048723,
|
|
"std": 0.031566,
|
|
"sem": 0.00126,
|
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"min": 0.00774,
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"max": 0.230646,
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"recall-0.025": 0.100159,
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"recall-0.05": 0.527822,
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"recall-0.1": 0.922099,
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"recall-0.15": 0.972973,
|
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"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"wrist_left": {
|
|
"count": 630,
|
|
"mean": 0.047936,
|
|
"median": 0.041232,
|
|
"std": 0.026637,
|
|
"sem": 0.001062,
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|
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|
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"recall-0.25": 1.0,
|
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|
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"num_labels": 630
|
|
},
|
|
"wrist_right": {
|
|
"count": 625,
|
|
"mean": 0.052226,
|
|
"median": 0.046644,
|
|
"std": 0.025647,
|
|
"sem": 0.001027,
|
|
"min": 0.007235,
|
|
"max": 0.226558,
|
|
"recall-0.025": 0.0864,
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|
"recall-0.05": 0.552,
|
|
"recall-0.1": 0.9472,
|
|
"recall-0.15": 0.9952,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 625
|
|
},
|
|
"hip_left": {
|
|
"count": 630,
|
|
"mean": 0.056856,
|
|
"median": 0.053491,
|
|
"std": 0.020361,
|
|
"sem": 0.000812,
|
|
"min": 0.014996,
|
|
"max": 0.170692,
|
|
"recall-0.025": 0.019048,
|
|
"recall-0.05": 0.404762,
|
|
"recall-0.1": 0.960317,
|
|
"recall-0.15": 0.995238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 630
|
|
},
|
|
"hip_right": {
|
|
"count": 629,
|
|
"mean": 0.055372,
|
|
"median": 0.050585,
|
|
"std": 0.023477,
|
|
"sem": 0.000937,
|
|
"min": 0.004628,
|
|
"max": 0.146936,
|
|
"recall-0.025": 0.060413,
|
|
"recall-0.05": 0.492846,
|
|
"recall-0.1": 0.957075,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"knee_left": {
|
|
"count": 628,
|
|
"mean": 0.045803,
|
|
"median": 0.034827,
|
|
"std": 0.046081,
|
|
"sem": 0.00184,
|
|
"min": 0.002265,
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|
"max": 0.364051,
|
|
"recall-0.025": 0.288217,
|
|
"recall-0.05": 0.734076,
|
|
"recall-0.1": 0.941083,
|
|
"recall-0.15": 0.963376,
|
|
"recall-0.25": 0.984076,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 628
|
|
},
|
|
"knee_right": {
|
|
"count": 629,
|
|
"mean": 0.053706,
|
|
"median": 0.036714,
|
|
"std": 0.07183,
|
|
"sem": 0.002866,
|
|
"min": 0.002678,
|
|
"max": 0.494376,
|
|
"recall-0.025": 0.27027,
|
|
"recall-0.05": 0.710652,
|
|
"recall-0.1": 0.933227,
|
|
"recall-0.15": 0.952305,
|
|
"recall-0.25": 0.958665,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 629
|
|
},
|
|
"ankle_left": {
|
|
"count": 619,
|
|
"mean": 0.065155,
|
|
"median": 0.050506,
|
|
"std": 0.071537,
|
|
"sem": 0.002878,
|
|
"min": 0.014226,
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|
"max": 0.482565,
|
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"recall-0.025": 0.035541,
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"recall-0.05": 0.494346,
|
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"recall-0.1": 0.945073,
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|
"recall-0.15": 0.959612,
|
|
"recall-0.25": 0.962843,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 619
|
|
},
|
|
"ankle_right": {
|
|
"count": 601,
|
|
"mean": 0.054338,
|
|
"median": 0.047418,
|
|
"std": 0.043058,
|
|
"sem": 0.001758,
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|
"min": 0.009373,
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|
"max": 0.4761,
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|
"recall-0.025": 0.098071,
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"recall-0.05": 0.525723,
|
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"recall-0.1": 0.930868,
|
|
"recall-0.15": 0.946945,
|
|
"recall-0.25": 0.954984,
|
|
"recall-0.5": 0.966238,
|
|
"num_labels": 622
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 8129,
|
|
"recall-0.025": 0.09632,
|
|
"recall-0.05": 0.5334,
|
|
"recall-0.1": 0.95104,
|
|
"recall-0.15": 0.98216,
|
|
"recall-0.25": 0.98905,
|
|
"recall-0.5": 0.99742
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 8725,
|
|
"correct_parts": 8587,
|
|
"pcp": 0.984183
|
|
}
|
|
```
|
|
|
|
### H3WB
|
|
|
|
##### default joints
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.05200650064568771,
|
|
"avg_time_3d": 0.000292415367929559,
|
|
"avg_fps": 19.120855195920814
|
|
}
|
|
{
|
|
"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": 0.02515,
|
|
"median": 0.023689,
|
|
"std": 0.010002,
|
|
"sem": 0.000709,
|
|
"min": 0.01255,
|
|
"max": 0.107625,
|
|
"recall-0.025": 0.56,
|
|
"recall-0.05": 0.98,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200,
|
|
"ap-0.025": 0.45717,
|
|
"ap-0.05": 0.979363,
|
|
"ap-0.1": 0.994825,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.043369,
|
|
"median": 0.03534,
|
|
"std": 0.033311,
|
|
"sem": 0.002361,
|
|
"min": 0.004699,
|
|
"max": 0.19073,
|
|
"recall-0.025": 0.37,
|
|
"recall-0.05": 0.715,
|
|
"recall-0.1": 0.935,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.01896,
|
|
"median": 0.016589,
|
|
"std": 0.010208,
|
|
"sem": 0.000724,
|
|
"min": 0.003772,
|
|
"max": 0.069414,
|
|
"recall-0.025": 0.785,
|
|
"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
|
|
},
|
|
"shoulder_right": {
|
|
"count": 200,
|
|
"mean": 0.026151,
|
|
"median": 0.023182,
|
|
"std": 0.012763,
|
|
"sem": 0.000905,
|
|
"min": 0.004487,
|
|
"max": 0.075418,
|
|
"recall-0.025": 0.575,
|
|
"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": 0.01524,
|
|
"median": 0.011716,
|
|
"std": 0.0131,
|
|
"sem": 0.000929,
|
|
"min": 0.001021,
|
|
"max": 0.098887,
|
|
"recall-0.025": 0.87,
|
|
"recall-0.05": 0.98,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_right": {
|
|
"count": 200,
|
|
"mean": 0.020908,
|
|
"median": 0.014473,
|
|
"std": 0.019387,
|
|
"sem": 0.001374,
|
|
"min": 0.000895,
|
|
"max": 0.12409,
|
|
"recall-0.025": 0.73,
|
|
"recall-0.05": 0.92,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_left": {
|
|
"count": 200,
|
|
"mean": 0.024447,
|
|
"median": 0.017245,
|
|
"std": 0.026566,
|
|
"sem": 0.001883,
|
|
"min": 0.000603,
|
|
"max": 0.261032,
|
|
"recall-0.025": 0.72,
|
|
"recall-0.05": 0.905,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_right": {
|
|
"count": 200,
|
|
"mean": 0.032044,
|
|
"median": 0.023165,
|
|
"std": 0.029318,
|
|
"sem": 0.002078,
|
|
"min": 0.001198,
|
|
"max": 0.230805,
|
|
"recall-0.025": 0.53,
|
|
"recall-0.05": 0.83,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.036425,
|
|
"median": 0.034978,
|
|
"std": 0.0142,
|
|
"sem": 0.001007,
|
|
"min": 0.006217,
|
|
"max": 0.098359,
|
|
"recall-0.025": 0.2,
|
|
"recall-0.05": 0.85,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_right": {
|
|
"count": 200,
|
|
"mean": 0.034687,
|
|
"median": 0.033267,
|
|
"std": 0.013631,
|
|
"sem": 0.000966,
|
|
"min": 0.003129,
|
|
"max": 0.076945,
|
|
"recall-0.025": 0.25,
|
|
"recall-0.05": 0.845,
|
|
"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": 0.018635,
|
|
"median": 0.013488,
|
|
"std": 0.017566,
|
|
"sem": 0.001245,
|
|
"min": 0.002544,
|
|
"max": 0.181286,
|
|
"recall-0.025": 0.785,
|
|
"recall-0.05": 0.97,
|
|
"recall-0.1": 0.995,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_right": {
|
|
"count": 200,
|
|
"mean": 0.018306,
|
|
"median": 0.012878,
|
|
"std": 0.021929,
|
|
"sem": 0.001555,
|
|
"min": 0.002418,
|
|
"max": 0.24868,
|
|
"recall-0.025": 0.82,
|
|
"recall-0.05": 0.96,
|
|
"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": 0.018595,
|
|
"median": 0.013493,
|
|
"std": 0.033845,
|
|
"sem": 0.002399,
|
|
"min": 0.003314,
|
|
"max": 0.444766,
|
|
"recall-0.025": 0.9,
|
|
"recall-0.05": 0.955,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_right": {
|
|
"count": 200,
|
|
"mean": 0.019189,
|
|
"median": 0.013539,
|
|
"std": 0.033179,
|
|
"sem": 0.002352,
|
|
"min": 0.001806,
|
|
"max": 0.445265,
|
|
"recall-0.025": 0.83,
|
|
"recall-0.05": 0.955,
|
|
"recall-0.1": 0.99,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 2600,
|
|
"recall-0.025": 0.64308,
|
|
"recall-0.05": 0.90808,
|
|
"recall-0.1": 0.98731,
|
|
"recall-0.15": 0.99654,
|
|
"recall-0.25": 0.99885,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2795,
|
|
"pcp": 0.998214
|
|
}
|
|
```
|
|
|
|
##### whole-body
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.0930509040230199,
|
|
"avg_time_3d": 0.000683552340457314,
|
|
"avg_fps": 10.668435480355983
|
|
}
|
|
{
|
|
"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": 0.0489,
|
|
"median": 0.041571,
|
|
"std": 0.02696,
|
|
"sem": 0.001911,
|
|
"min": 0.021811,
|
|
"max": 0.245554,
|
|
"recall-0.025": 0.02,
|
|
"recall-0.05": 0.68,
|
|
"recall-0.1": 0.96,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200,
|
|
"ap-0.025": 0.004893,
|
|
"ap-0.05": 0.608555,
|
|
"ap-0.1": 0.953375,
|
|
"ap-0.15": 0.982941,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"nose": {
|
|
"count": 200,
|
|
"mean": 0.052155,
|
|
"median": 0.042304,
|
|
"std": 0.042473,
|
|
"sem": 0.003011,
|
|
"min": 0.004724,
|
|
"max": 0.260082,
|
|
"recall-0.025": 0.29,
|
|
"recall-0.05": 0.605,
|
|
"recall-0.1": 0.875,
|
|
"recall-0.15": 0.965,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_left": {
|
|
"count": 200,
|
|
"mean": 0.0447,
|
|
"median": 0.034844,
|
|
"std": 0.031528,
|
|
"sem": 0.002235,
|
|
"min": 0.005777,
|
|
"max": 0.164646,
|
|
"recall-0.025": 0.325,
|
|
"recall-0.05": 0.68,
|
|
"recall-0.1": 0.915,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"eye_right": {
|
|
"count": 200,
|
|
"mean": 0.051839,
|
|
"median": 0.044697,
|
|
"std": 0.033931,
|
|
"sem": 0.002405,
|
|
"min": 0.0047,
|
|
"max": 0.189378,
|
|
"recall-0.025": 0.23,
|
|
"recall-0.05": 0.585,
|
|
"recall-0.1": 0.905,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_left": {
|
|
"count": 200,
|
|
"mean": 0.034269,
|
|
"median": 0.025962,
|
|
"std": 0.028064,
|
|
"sem": 0.001989,
|
|
"min": 0.004571,
|
|
"max": 0.183472,
|
|
"recall-0.025": 0.485,
|
|
"recall-0.05": 0.825,
|
|
"recall-0.1": 0.965,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ear_right": {
|
|
"count": 200,
|
|
"mean": 0.043564,
|
|
"median": 0.037037,
|
|
"std": 0.027275,
|
|
"sem": 0.001933,
|
|
"min": 0.003843,
|
|
"max": 0.13407,
|
|
"recall-0.025": 0.29,
|
|
"recall-0.05": 0.67,
|
|
"recall-0.1": 0.97,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_left": {
|
|
"count": 200,
|
|
"mean": 0.020277,
|
|
"median": 0.018464,
|
|
"std": 0.011523,
|
|
"sem": 0.000817,
|
|
"min": 0.001476,
|
|
"max": 0.096754,
|
|
"recall-0.025": 0.725,
|
|
"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
|
|
},
|
|
"shoulder_right": {
|
|
"count": 200,
|
|
"mean": 0.023771,
|
|
"median": 0.01965,
|
|
"std": 0.014833,
|
|
"sem": 0.001051,
|
|
"min": 0.00089,
|
|
"max": 0.088781,
|
|
"recall-0.025": 0.645,
|
|
"recall-0.05": 0.93,
|
|
"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": 0.021929,
|
|
"median": 0.016049,
|
|
"std": 0.019549,
|
|
"sem": 0.001386,
|
|
"min": 0.001185,
|
|
"max": 0.128758,
|
|
"recall-0.025": 0.74,
|
|
"recall-0.05": 0.945,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"elbow_right": {
|
|
"count": 200,
|
|
"mean": 0.025547,
|
|
"median": 0.018257,
|
|
"std": 0.022194,
|
|
"sem": 0.001573,
|
|
"min": 0.000989,
|
|
"max": 0.116739,
|
|
"recall-0.025": 0.63,
|
|
"recall-0.05": 0.885,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_left": {
|
|
"count": 200,
|
|
"mean": 0.031359,
|
|
"median": 0.020701,
|
|
"std": 0.037293,
|
|
"sem": 0.002644,
|
|
"min": 0.001713,
|
|
"max": 0.345022,
|
|
"recall-0.025": 0.59,
|
|
"recall-0.05": 0.86,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 0.97,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"wrist_right": {
|
|
"count": 200,
|
|
"mean": 0.044186,
|
|
"median": 0.028162,
|
|
"std": 0.056426,
|
|
"sem": 0.004,
|
|
"min": 0.002667,
|
|
"max": 0.453742,
|
|
"recall-0.025": 0.46,
|
|
"recall-0.05": 0.75,
|
|
"recall-0.1": 0.915,
|
|
"recall-0.15": 0.955,
|
|
"recall-0.25": 0.985,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_left": {
|
|
"count": 200,
|
|
"mean": 0.031764,
|
|
"median": 0.028458,
|
|
"std": 0.015383,
|
|
"sem": 0.00109,
|
|
"min": 0.005035,
|
|
"max": 0.088017,
|
|
"recall-0.025": 0.375,
|
|
"recall-0.05": 0.89,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"hip_right": {
|
|
"count": 200,
|
|
"mean": 0.031394,
|
|
"median": 0.028821,
|
|
"std": 0.015834,
|
|
"sem": 0.001122,
|
|
"min": 0.003171,
|
|
"max": 0.075791,
|
|
"recall-0.025": 0.395,
|
|
"recall-0.05": 0.865,
|
|
"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": 0.021778,
|
|
"median": 0.016331,
|
|
"std": 0.02402,
|
|
"sem": 0.001703,
|
|
"min": 0.001479,
|
|
"max": 0.220794,
|
|
"recall-0.025": 0.765,
|
|
"recall-0.05": 0.955,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.99,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"knee_right": {
|
|
"count": 200,
|
|
"mean": 0.025542,
|
|
"median": 0.014474,
|
|
"std": 0.039022,
|
|
"sem": 0.002766,
|
|
"min": 0.001885,
|
|
"max": 0.272798,
|
|
"recall-0.025": 0.735,
|
|
"recall-0.05": 0.915,
|
|
"recall-0.1": 0.955,
|
|
"recall-0.15": 0.97,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_left": {
|
|
"count": 200,
|
|
"mean": 0.016973,
|
|
"median": 0.01171,
|
|
"std": 0.021732,
|
|
"sem": 0.001541,
|
|
"min": 0.001445,
|
|
"max": 0.208925,
|
|
"recall-0.025": 0.855,
|
|
"recall-0.05": 0.96,
|
|
"recall-0.1": 0.985,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"ankle_right": {
|
|
"count": 199,
|
|
"mean": 0.019163,
|
|
"median": 0.01238,
|
|
"std": 0.033929,
|
|
"sem": 0.002411,
|
|
"min": 0.001138,
|
|
"max": 0.42767,
|
|
"recall-0.025": 0.82,
|
|
"recall-0.05": 0.96,
|
|
"recall-0.1": 0.98,
|
|
"recall-0.15": 0.985,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_big_left": {
|
|
"count": 200,
|
|
"mean": 0.033032,
|
|
"median": 0.022607,
|
|
"std": 0.037964,
|
|
"sem": 0.002691,
|
|
"min": 0.004636,
|
|
"max": 0.313372,
|
|
"recall-0.025": 0.555,
|
|
"recall-0.05": 0.87,
|
|
"recall-0.1": 0.945,
|
|
"recall-0.15": 0.97,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_small_left": {
|
|
"count": 200,
|
|
"mean": 0.027889,
|
|
"median": 0.019194,
|
|
"std": 0.036367,
|
|
"sem": 0.002578,
|
|
"min": 0.001625,
|
|
"max": 0.384267,
|
|
"recall-0.025": 0.675,
|
|
"recall-0.05": 0.92,
|
|
"recall-0.1": 0.96,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"foot_heel_left": {
|
|
"count": 199,
|
|
"mean": 0.023713,
|
|
"median": 0.016951,
|
|
"std": 0.02145,
|
|
"sem": 0.001524,
|
|
"min": 0.001824,
|
|
"max": 0.149509,
|
|
"recall-0.025": 0.705,
|
|
"recall-0.05": 0.9,
|
|
"recall-0.1": 0.975,
|
|
"recall-0.15": 0.995,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_big_right": {
|
|
"count": 199,
|
|
"mean": 0.031841,
|
|
"median": 0.020835,
|
|
"std": 0.040255,
|
|
"sem": 0.002861,
|
|
"min": 0.001773,
|
|
"max": 0.365633,
|
|
"recall-0.025": 0.605,
|
|
"recall-0.05": 0.885,
|
|
"recall-0.1": 0.945,
|
|
"recall-0.15": 0.97,
|
|
"recall-0.25": 0.99,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"foot_toe_small_right": {
|
|
"count": 199,
|
|
"mean": 0.031601,
|
|
"median": 0.023029,
|
|
"std": 0.02982,
|
|
"sem": 0.002119,
|
|
"min": 0.000975,
|
|
"max": 0.215014,
|
|
"recall-0.025": 0.555,
|
|
"recall-0.05": 0.85,
|
|
"recall-0.1": 0.965,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"foot_heel_right": {
|
|
"count": 199,
|
|
"mean": 0.026025,
|
|
"median": 0.017438,
|
|
"std": 0.029538,
|
|
"sem": 0.002099,
|
|
"min": 0.00171,
|
|
"max": 0.238119,
|
|
"recall-0.025": 0.695,
|
|
"recall-0.05": 0.89,
|
|
"recall-0.1": 0.96,
|
|
"recall-0.15": 0.98,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 0.995,
|
|
"num_labels": 200
|
|
},
|
|
"face_jaw_right_1": {
|
|
"count": 200,
|
|
"mean": 0.088339,
|
|
"median": 0.076954,
|
|
"std": 0.039044,
|
|
"sem": 0.002768,
|
|
"min": 0.026291,
|
|
"max": 0.318671,
|
|
"recall-0.025": 0.0,
|
|
"recall-0.05": 0.1,
|
|
"recall-0.1": 0.72,
|
|
"recall-0.15": 0.93,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_jaw_right_2": {
|
|
"count": 200,
|
|
"mean": 0.086307,
|
|
"median": 0.076901,
|
|
"std": 0.0388,
|
|
"sem": 0.00275,
|
|
"min": 0.01961,
|
|
"max": 0.290282,
|
|
"recall-0.025": 0.005,
|
|
"recall-0.05": 0.13,
|
|
"recall-0.1": 0.72,
|
|
"recall-0.15": 0.92,
|
|
"recall-0.25": 0.995,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"face_jaw_right_3": {
|
|
"count": 200,
|
|
"mean": 0.08906,
|
|
"median": 0.077502,
|
|
"std": 0.042935,
|
|
"sem": 0.003044,
|
|
"min": 0.004452,
|
|
"max": 0.272966,
|
|
"recall-0.025": 0.02,
|
|
"recall-0.05": 0.14,
|
|
"recall-0.1": 0.68,
|
|
"recall-0.15": 0.895,
|
|
"recall-0.25": 0.99,
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|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_thumb_right_4": {
|
|
"count": 196,
|
|
"mean": 0.05542,
|
|
"median": 0.034498,
|
|
"std": 0.064818,
|
|
"sem": 0.004642,
|
|
"min": 0.004848,
|
|
"max": 0.399408,
|
|
"recall-0.025": 0.355,
|
|
"recall-0.05": 0.67,
|
|
"recall-0.1": 0.86,
|
|
"recall-0.15": 0.905,
|
|
"recall-0.25": 0.95,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_index_right_1": {
|
|
"count": 196,
|
|
"mean": 0.049522,
|
|
"median": 0.030198,
|
|
"std": 0.056265,
|
|
"sem": 0.004029,
|
|
"min": 0.00417,
|
|
"max": 0.394942,
|
|
"recall-0.025": 0.39,
|
|
"recall-0.05": 0.72,
|
|
"recall-0.1": 0.875,
|
|
"recall-0.15": 0.925,
|
|
"recall-0.25": 0.955,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_index_right_2": {
|
|
"count": 197,
|
|
"mean": 0.053615,
|
|
"median": 0.029254,
|
|
"std": 0.068527,
|
|
"sem": 0.004895,
|
|
"min": 0.00179,
|
|
"max": 0.456742,
|
|
"recall-0.025": 0.375,
|
|
"recall-0.05": 0.695,
|
|
"recall-0.1": 0.86,
|
|
"recall-0.15": 0.925,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_index_right_3": {
|
|
"count": 196,
|
|
"mean": 0.058302,
|
|
"median": 0.030471,
|
|
"std": 0.077172,
|
|
"sem": 0.005526,
|
|
"min": 0.005081,
|
|
"max": 0.482276,
|
|
"recall-0.025": 0.39,
|
|
"recall-0.05": 0.68,
|
|
"recall-0.1": 0.83,
|
|
"recall-0.15": 0.89,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_index_right_4": {
|
|
"count": 195,
|
|
"mean": 0.0599,
|
|
"median": 0.033546,
|
|
"std": 0.079225,
|
|
"sem": 0.005688,
|
|
"min": 0.007343,
|
|
"max": 0.495068,
|
|
"recall-0.025": 0.345,
|
|
"recall-0.05": 0.66,
|
|
"recall-0.1": 0.85,
|
|
"recall-0.15": 0.895,
|
|
"recall-0.25": 0.935,
|
|
"recall-0.5": 0.975,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_middle_right_1": {
|
|
"count": 196,
|
|
"mean": 0.051308,
|
|
"median": 0.029937,
|
|
"std": 0.063319,
|
|
"sem": 0.004534,
|
|
"min": 0.001968,
|
|
"max": 0.405225,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.715,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.915,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_middle_right_2": {
|
|
"count": 197,
|
|
"mean": 0.053176,
|
|
"median": 0.027512,
|
|
"std": 0.075994,
|
|
"sem": 0.005428,
|
|
"min": 0.001788,
|
|
"max": 0.469042,
|
|
"recall-0.025": 0.435,
|
|
"recall-0.05": 0.725,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.915,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_middle_right_3": {
|
|
"count": 197,
|
|
"mean": 0.060425,
|
|
"median": 0.030964,
|
|
"std": 0.083144,
|
|
"sem": 0.005939,
|
|
"min": 0.002682,
|
|
"max": 0.477033,
|
|
"recall-0.025": 0.41,
|
|
"recall-0.05": 0.67,
|
|
"recall-0.1": 0.85,
|
|
"recall-0.15": 0.905,
|
|
"recall-0.25": 0.935,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_middle_right_4": {
|
|
"count": 197,
|
|
"mean": 0.061806,
|
|
"median": 0.035817,
|
|
"std": 0.078853,
|
|
"sem": 0.005632,
|
|
"min": 0.003015,
|
|
"max": 0.494967,
|
|
"recall-0.025": 0.32,
|
|
"recall-0.05": 0.655,
|
|
"recall-0.1": 0.845,
|
|
"recall-0.15": 0.9,
|
|
"recall-0.25": 0.94,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_1": {
|
|
"count": 198,
|
|
"mean": 0.056145,
|
|
"median": 0.030293,
|
|
"std": 0.075408,
|
|
"sem": 0.005373,
|
|
"min": 0.001985,
|
|
"max": 0.497837,
|
|
"recall-0.025": 0.39,
|
|
"recall-0.05": 0.7,
|
|
"recall-0.1": 0.86,
|
|
"recall-0.15": 0.925,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.99,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_2": {
|
|
"count": 196,
|
|
"mean": 0.056509,
|
|
"median": 0.029771,
|
|
"std": 0.074183,
|
|
"sem": 0.005312,
|
|
"min": 0.002683,
|
|
"max": 0.449084,
|
|
"recall-0.025": 0.415,
|
|
"recall-0.05": 0.695,
|
|
"recall-0.1": 0.825,
|
|
"recall-0.15": 0.91,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_3": {
|
|
"count": 197,
|
|
"mean": 0.058963,
|
|
"median": 0.033034,
|
|
"std": 0.078337,
|
|
"sem": 0.005596,
|
|
"min": 0.001835,
|
|
"max": 0.463737,
|
|
"recall-0.025": 0.39,
|
|
"recall-0.05": 0.655,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.915,
|
|
"recall-0.25": 0.935,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_ring_right_4": {
|
|
"count": 197,
|
|
"mean": 0.062552,
|
|
"median": 0.037913,
|
|
"std": 0.078131,
|
|
"sem": 0.005581,
|
|
"min": 0.001315,
|
|
"max": 0.466981,
|
|
"recall-0.025": 0.305,
|
|
"recall-0.05": 0.645,
|
|
"recall-0.1": 0.84,
|
|
"recall-0.15": 0.91,
|
|
"recall-0.25": 0.945,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_1": {
|
|
"count": 196,
|
|
"mean": 0.0597,
|
|
"median": 0.031395,
|
|
"std": 0.077042,
|
|
"sem": 0.005517,
|
|
"min": 0.004017,
|
|
"max": 0.480062,
|
|
"recall-0.025": 0.395,
|
|
"recall-0.05": 0.66,
|
|
"recall-0.1": 0.83,
|
|
"recall-0.15": 0.91,
|
|
"recall-0.25": 0.935,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_2": {
|
|
"count": 197,
|
|
"mean": 0.063671,
|
|
"median": 0.036548,
|
|
"std": 0.080207,
|
|
"sem": 0.005729,
|
|
"min": 0.004379,
|
|
"max": 0.42712,
|
|
"recall-0.025": 0.345,
|
|
"recall-0.05": 0.64,
|
|
"recall-0.1": 0.815,
|
|
"recall-0.15": 0.9,
|
|
"recall-0.25": 0.93,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_3": {
|
|
"count": 197,
|
|
"mean": 0.062288,
|
|
"median": 0.034977,
|
|
"std": 0.078003,
|
|
"sem": 0.005572,
|
|
"min": 0.002582,
|
|
"max": 0.430948,
|
|
"recall-0.025": 0.345,
|
|
"recall-0.05": 0.64,
|
|
"recall-0.1": 0.815,
|
|
"recall-0.15": 0.91,
|
|
"recall-0.25": 0.94,
|
|
"recall-0.5": 0.985,
|
|
"num_labels": 200
|
|
},
|
|
"hand_finger_pinky_right_4": {
|
|
"count": 196,
|
|
"mean": 0.062501,
|
|
"median": 0.039112,
|
|
"std": 0.072377,
|
|
"sem": 0.005183,
|
|
"min": 0.003107,
|
|
"max": 0.441595,
|
|
"recall-0.025": 0.3,
|
|
"recall-0.05": 0.6,
|
|
"recall-0.1": 0.815,
|
|
"recall-0.15": 0.895,
|
|
"recall-0.25": 0.94,
|
|
"recall-0.5": 0.98,
|
|
"num_labels": 200
|
|
},
|
|
"hip_middle": {
|
|
"count": 200,
|
|
"mean": 0.030738,
|
|
"median": 0.028005,
|
|
"std": 0.015454,
|
|
"sem": 0.001096,
|
|
"min": 0.004351,
|
|
"max": 0.082165,
|
|
"recall-0.025": 0.44,
|
|
"recall-0.05": 0.885,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 200
|
|
},
|
|
"shoulder_middle": {
|
|
"count": 200,
|
|
"mean": 0.018806,
|
|
"median": 0.016041,
|
|
"std": 0.011302,
|
|
"sem": 0.000801,
|
|
"min": 0.001752,
|
|
"max": 0.052958,
|
|
"recall-0.025": 0.77,
|
|
"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
|
|
},
|
|
"head": {
|
|
"count": 200,
|
|
"mean": 0.030699,
|
|
"median": 0.028405,
|
|
"std": 0.016938,
|
|
"sem": 0.001201,
|
|
"min": 0.001659,
|
|
"max": 0.114188,
|
|
"recall-0.025": 0.415,
|
|
"recall-0.05": 0.865,
|
|
"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": 5195,
|
|
"mean": 0.030564,
|
|
"median": 0.023498,
|
|
"std": 0.027462,
|
|
"sem": 0.001948,
|
|
"min": 0.002578,
|
|
"max": 0.206494,
|
|
"num_labels": 5200
|
|
},
|
|
"face": {
|
|
"count": 13600,
|
|
"mean": 0.048109,
|
|
"median": 0.039083,
|
|
"std": 0.031799,
|
|
"sem": 0.002254,
|
|
"min": 0.006293,
|
|
"max": 0.203005,
|
|
"num_labels": 13600
|
|
},
|
|
"hand": {
|
|
"count": 8306,
|
|
"mean": 0.053144,
|
|
"median": 0.029768,
|
|
"std": 0.066885,
|
|
"sem": 0.004769,
|
|
"min": 0.003241,
|
|
"max": 0.431926,
|
|
"num_labels": 8400
|
|
}
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 27200,
|
|
"recall-0.025": 0.3825,
|
|
"recall-0.05": 0.69544,
|
|
"recall-0.1": 0.90967,
|
|
"recall-0.15": 0.96357,
|
|
"recall-0.25": 0.9857,
|
|
"recall-0.5": 0.99636
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 2800,
|
|
"correct_parts": 2790,
|
|
"pcp": 0.996429
|
|
}
|
|
```
|
|
|
|
### EgoHumans
|
|
|
|
##### tagging
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.1492903921339247,
|
|
"avg_time_3d": 0.0009679979748196072,
|
|
"avg_fps": 6.655202410170138
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 100,
|
|
"total_labels": 400,
|
|
"total_preds": 355,
|
|
"considered_empty": 0,
|
|
"valid_preds": 353,
|
|
"invalid_preds": 2,
|
|
"missing": 47,
|
|
"invalid_fraction": 0.00563,
|
|
"precision": 0.99437,
|
|
"recall": 0.8825,
|
|
"f1": 0.9351,
|
|
"non_empty": 355
|
|
},
|
|
"mpjpe": {
|
|
"count": 353,
|
|
"mean": 0.038099,
|
|
"median": 0.031843,
|
|
"std": 0.022394,
|
|
"sem": 0.001194,
|
|
"min": 0.016807,
|
|
"max": 0.237374,
|
|
"recall-0.025": 0.17,
|
|
"recall-0.05": 0.76,
|
|
"recall-0.1": 0.87,
|
|
"recall-0.15": 0.875,
|
|
"recall-0.25": 0.8825,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400,
|
|
"ap-0.025": 0.037299,
|
|
"ap-0.05": 0.685899,
|
|
"ap-0.1": 0.865057,
|
|
"ap-0.15": 0.875,
|
|
"ap-0.25": 0.8825,
|
|
"ap-0.5": 0.8825
|
|
},
|
|
"head": {
|
|
"count": 353,
|
|
"mean": 0.042592,
|
|
"median": 0.03682,
|
|
"std": 0.029711,
|
|
"sem": 0.001584,
|
|
"min": 0.005213,
|
|
"max": 0.388491,
|
|
"recall-0.025": 0.22,
|
|
"recall-0.05": 0.5975,
|
|
"recall-0.1": 0.875,
|
|
"recall-0.15": 0.8775,
|
|
"recall-0.25": 0.8775,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_left": {
|
|
"count": 353,
|
|
"mean": 0.038479,
|
|
"median": 0.03359,
|
|
"std": 0.024377,
|
|
"sem": 0.001299,
|
|
"min": 0.005392,
|
|
"max": 0.264784,
|
|
"recall-0.025": 0.2475,
|
|
"recall-0.05": 0.685,
|
|
"recall-0.1": 0.8725,
|
|
"recall-0.15": 0.88,
|
|
"recall-0.25": 0.88,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"shoulder_right": {
|
|
"count": 353,
|
|
"mean": 0.038462,
|
|
"median": 0.036189,
|
|
"std": 0.025892,
|
|
"sem": 0.00138,
|
|
"min": 0.004108,
|
|
"max": 0.378453,
|
|
"recall-0.025": 0.2375,
|
|
"recall-0.05": 0.7175,
|
|
"recall-0.1": 0.87,
|
|
"recall-0.15": 0.88,
|
|
"recall-0.25": 0.88,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_left": {
|
|
"count": 352,
|
|
"mean": 0.027695,
|
|
"median": 0.0235,
|
|
"std": 0.019531,
|
|
"sem": 0.001043,
|
|
"min": 0.003298,
|
|
"max": 0.171064,
|
|
"recall-0.025": 0.4675,
|
|
"recall-0.05": 0.8075,
|
|
"recall-0.1": 0.87,
|
|
"recall-0.15": 0.875,
|
|
"recall-0.25": 0.88,
|
|
"recall-0.5": 0.88,
|
|
"num_labels": 400
|
|
},
|
|
"elbow_right": {
|
|
"count": 353,
|
|
"mean": 0.037493,
|
|
"median": 0.029876,
|
|
"std": 0.04065,
|
|
"sem": 0.002167,
|
|
"min": 0.004951,
|
|
"max": 0.494585,
|
|
"recall-0.025": 0.3575,
|
|
"recall-0.05": 0.7225,
|
|
"recall-0.1": 0.8475,
|
|
"recall-0.15": 0.87,
|
|
"recall-0.25": 0.8775,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_left": {
|
|
"count": 353,
|
|
"mean": 0.032765,
|
|
"median": 0.025804,
|
|
"std": 0.031045,
|
|
"sem": 0.001655,
|
|
"min": 0.001774,
|
|
"max": 0.297486,
|
|
"recall-0.025": 0.4125,
|
|
"recall-0.05": 0.78,
|
|
"recall-0.1": 0.845,
|
|
"recall-0.15": 0.8725,
|
|
"recall-0.25": 0.8775,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"wrist_right": {
|
|
"count": 352,
|
|
"mean": 0.036987,
|
|
"median": 0.022997,
|
|
"std": 0.05094,
|
|
"sem": 0.002719,
|
|
"min": 0.000935,
|
|
"max": 0.394496,
|
|
"recall-0.025": 0.4825,
|
|
"recall-0.05": 0.7225,
|
|
"recall-0.1": 0.835,
|
|
"recall-0.15": 0.8525,
|
|
"recall-0.25": 0.8625,
|
|
"recall-0.5": 0.88,
|
|
"num_labels": 400
|
|
},
|
|
"hip_left": {
|
|
"count": 353,
|
|
"mean": 0.046009,
|
|
"median": 0.037949,
|
|
"std": 0.033242,
|
|
"sem": 0.001772,
|
|
"min": 0.006021,
|
|
"max": 0.347255,
|
|
"recall-0.025": 0.2275,
|
|
"recall-0.05": 0.6225,
|
|
"recall-0.1": 0.815,
|
|
"recall-0.15": 0.8775,
|
|
"recall-0.25": 0.88,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"hip_right": {
|
|
"count": 353,
|
|
"mean": 0.043704,
|
|
"median": 0.035638,
|
|
"std": 0.031666,
|
|
"sem": 0.001688,
|
|
"min": 0.003099,
|
|
"max": 0.3352,
|
|
"recall-0.025": 0.225,
|
|
"recall-0.05": 0.64,
|
|
"recall-0.1": 0.83,
|
|
"recall-0.15": 0.8775,
|
|
"recall-0.25": 0.88,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"knee_left": {
|
|
"count": 353,
|
|
"mean": 0.026158,
|
|
"median": 0.022194,
|
|
"std": 0.016673,
|
|
"sem": 0.000889,
|
|
"min": 0.001406,
|
|
"max": 0.12144,
|
|
"recall-0.025": 0.5125,
|
|
"recall-0.05": 0.8175,
|
|
"recall-0.1": 0.8775,
|
|
"recall-0.15": 0.8825,
|
|
"recall-0.25": 0.8825,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"knee_right": {
|
|
"count": 353,
|
|
"mean": 0.031454,
|
|
"median": 0.023803,
|
|
"std": 0.037654,
|
|
"sem": 0.002007,
|
|
"min": 0.004796,
|
|
"max": 0.467974,
|
|
"recall-0.025": 0.4775,
|
|
"recall-0.05": 0.795,
|
|
"recall-0.1": 0.8675,
|
|
"recall-0.15": 0.87,
|
|
"recall-0.25": 0.875,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_left": {
|
|
"count": 353,
|
|
"mean": 0.03851,
|
|
"median": 0.029955,
|
|
"std": 0.04292,
|
|
"sem": 0.002288,
|
|
"min": 0.003123,
|
|
"max": 0.459378,
|
|
"recall-0.025": 0.3325,
|
|
"recall-0.05": 0.73,
|
|
"recall-0.1": 0.855,
|
|
"recall-0.15": 0.87,
|
|
"recall-0.25": 0.8725,
|
|
"recall-0.5": 0.8825,
|
|
"num_labels": 400
|
|
},
|
|
"ankle_right": {
|
|
"count": 352,
|
|
"mean": 0.048881,
|
|
"median": 0.035266,
|
|
"std": 0.048,
|
|
"sem": 0.002562,
|
|
"min": 0.004365,
|
|
"max": 0.409384,
|
|
"recall-0.025": 0.2425,
|
|
"recall-0.05": 0.6025,
|
|
"recall-0.1": 0.795,
|
|
"recall-0.15": 0.855,
|
|
"recall-0.25": 0.8675,
|
|
"recall-0.5": 0.88,
|
|
"num_labels": 400
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 5200,
|
|
"recall-0.025": 0.34154,
|
|
"recall-0.05": 0.71077,
|
|
"recall-0.1": 0.85038,
|
|
"recall-0.15": 0.87231,
|
|
"recall-0.25": 0.87635,
|
|
"recall-0.5": 0.88192
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5600,
|
|
"correct_parts": 4893,
|
|
"pcp": 0.87375
|
|
}
|
|
```
|
|
|
|
##### legoassemble
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.1481909300829913,
|
|
"avg_time_3d": 0.0009748033575109533,
|
|
"avg_fps": 6.703952556227466
|
|
}
|
|
{
|
|
"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": 0.029236,
|
|
"median": 0.027834,
|
|
"std": 0.008449,
|
|
"sem": 0.000444,
|
|
"min": 0.013702,
|
|
"max": 0.065791,
|
|
"recall-0.025": 0.341598,
|
|
"recall-0.05": 0.975207,
|
|
"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": 0.119962,
|
|
"ap-0.05": 0.963366,
|
|
"ap-0.1": 1.0,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 363,
|
|
"mean": 0.029497,
|
|
"median": 0.024784,
|
|
"std": 0.01864,
|
|
"sem": 0.00098,
|
|
"min": 0.00309,
|
|
"max": 0.090403,
|
|
"recall-0.025": 0.509642,
|
|
"recall-0.05": 0.862259,
|
|
"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": 0.03253,
|
|
"median": 0.0262,
|
|
"std": 0.021667,
|
|
"sem": 0.001139,
|
|
"min": 0.003877,
|
|
"max": 0.153738,
|
|
"recall-0.025": 0.454545,
|
|
"recall-0.05": 0.84022,
|
|
"recall-0.1": 0.977961,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"shoulder_right": {
|
|
"count": 363,
|
|
"mean": 0.029017,
|
|
"median": 0.027969,
|
|
"std": 0.014883,
|
|
"sem": 0.000782,
|
|
"min": 0.002833,
|
|
"max": 0.10701,
|
|
"recall-0.025": 0.435262,
|
|
"recall-0.05": 0.911846,
|
|
"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": 0.023168,
|
|
"median": 0.020768,
|
|
"std": 0.01597,
|
|
"sem": 0.000839,
|
|
"min": 0.003257,
|
|
"max": 0.230605,
|
|
"recall-0.025": 0.647383,
|
|
"recall-0.05": 0.969697,
|
|
"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": 0.020239,
|
|
"median": 0.018368,
|
|
"std": 0.012649,
|
|
"sem": 0.000665,
|
|
"min": 0.001404,
|
|
"max": 0.11648,
|
|
"recall-0.025": 0.768595,
|
|
"recall-0.05": 0.977961,
|
|
"recall-0.1": 0.99449,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"wrist_left": {
|
|
"count": 363,
|
|
"mean": 0.024941,
|
|
"median": 0.019975,
|
|
"std": 0.021321,
|
|
"sem": 0.001121,
|
|
"min": 0.001322,
|
|
"max": 0.236003,
|
|
"recall-0.025": 0.672176,
|
|
"recall-0.05": 0.933884,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 0.99449,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"wrist_right": {
|
|
"count": 363,
|
|
"mean": 0.020419,
|
|
"median": 0.016684,
|
|
"std": 0.015538,
|
|
"sem": 0.000817,
|
|
"min": 0.001359,
|
|
"max": 0.166627,
|
|
"recall-0.025": 0.730028,
|
|
"recall-0.05": 0.964187,
|
|
"recall-0.1": 0.99449,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"hip_left": {
|
|
"count": 363,
|
|
"mean": 0.042888,
|
|
"median": 0.040724,
|
|
"std": 0.019565,
|
|
"sem": 0.001028,
|
|
"min": 0.003411,
|
|
"max": 0.112183,
|
|
"recall-0.025": 0.181818,
|
|
"recall-0.05": 0.727273,
|
|
"recall-0.1": 0.991736,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"hip_right": {
|
|
"count": 363,
|
|
"mean": 0.039792,
|
|
"median": 0.036989,
|
|
"std": 0.020807,
|
|
"sem": 0.001094,
|
|
"min": 0.004596,
|
|
"max": 0.133553,
|
|
"recall-0.025": 0.247934,
|
|
"recall-0.05": 0.746556,
|
|
"recall-0.1": 0.986226,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_left": {
|
|
"count": 363,
|
|
"mean": 0.032229,
|
|
"median": 0.022692,
|
|
"std": 0.02766,
|
|
"sem": 0.001454,
|
|
"min": 0.003214,
|
|
"max": 0.15128,
|
|
"recall-0.025": 0.556474,
|
|
"recall-0.05": 0.85124,
|
|
"recall-0.1": 0.950413,
|
|
"recall-0.15": 0.997245,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"knee_right": {
|
|
"count": 363,
|
|
"mean": 0.025683,
|
|
"median": 0.022733,
|
|
"std": 0.01495,
|
|
"sem": 0.000786,
|
|
"min": 0.001921,
|
|
"max": 0.084441,
|
|
"recall-0.025": 0.561983,
|
|
"recall-0.05": 0.92011,
|
|
"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": 0.030772,
|
|
"median": 0.024894,
|
|
"std": 0.020907,
|
|
"sem": 0.001099,
|
|
"min": 0.001513,
|
|
"max": 0.148207,
|
|
"recall-0.025": 0.506887,
|
|
"recall-0.05": 0.859504,
|
|
"recall-0.1": 0.983471,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 363
|
|
},
|
|
"ankle_right": {
|
|
"count": 363,
|
|
"mean": 0.028893,
|
|
"median": 0.024299,
|
|
"std": 0.020574,
|
|
"sem": 0.001081,
|
|
"min": 0.002098,
|
|
"max": 0.160231,
|
|
"recall-0.025": 0.534435,
|
|
"recall-0.05": 0.884298,
|
|
"recall-0.1": 0.986226,
|
|
"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": 0.52214,
|
|
"recall-0.05": 0.87921,
|
|
"recall-0.1": 0.98707,
|
|
"recall-0.15": 0.99725,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5082,
|
|
"correct_parts": 5081,
|
|
"pcp": 0.999803
|
|
}
|
|
```
|
|
|
|
##### fencing
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.2371039772645021,
|
|
"avg_time_3d": 0.002369839411515456,
|
|
"avg_fps": 4.175821865957451
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 166,
|
|
"total_labels": 332,
|
|
"total_preds": 925,
|
|
"considered_empty": 0,
|
|
"valid_preds": 332,
|
|
"invalid_preds": 593,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.64108,
|
|
"precision": 0.35892,
|
|
"recall": 1.0,
|
|
"f1": 0.52824,
|
|
"non_empty": 925
|
|
},
|
|
"mpjpe": {
|
|
"count": 332,
|
|
"mean": 0.026648,
|
|
"median": 0.023759,
|
|
"std": 0.008331,
|
|
"sem": 0.000458,
|
|
"min": 0.012646,
|
|
"max": 0.054751,
|
|
"recall-0.025": 0.563253,
|
|
"recall-0.05": 0.990964,
|
|
"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": 0.26319,
|
|
"ap-0.05": 0.644064,
|
|
"ap-0.1": 0.65881,
|
|
"ap-0.15": 0.65881,
|
|
"ap-0.25": 0.65881,
|
|
"ap-0.5": 0.65881
|
|
},
|
|
"head": {
|
|
"count": 332,
|
|
"mean": 0.041232,
|
|
"median": 0.040916,
|
|
"std": 0.021526,
|
|
"sem": 0.001183,
|
|
"min": 0.004278,
|
|
"max": 0.111633,
|
|
"recall-0.025": 0.268072,
|
|
"recall-0.05": 0.665663,
|
|
"recall-0.1": 0.98494,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"shoulder_left": {
|
|
"count": 332,
|
|
"mean": 0.030185,
|
|
"median": 0.029191,
|
|
"std": 0.014052,
|
|
"sem": 0.000772,
|
|
"min": 0.002156,
|
|
"max": 0.093101,
|
|
"recall-0.025": 0.301205,
|
|
"recall-0.05": 0.909639,
|
|
"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": 0.029314,
|
|
"median": 0.023388,
|
|
"std": 0.017629,
|
|
"sem": 0.000969,
|
|
"min": 0.006749,
|
|
"max": 0.100609,
|
|
"recall-0.025": 0.572289,
|
|
"recall-0.05": 0.86747,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"elbow_left": {
|
|
"count": 332,
|
|
"mean": 0.019105,
|
|
"median": 0.0155,
|
|
"std": 0.012058,
|
|
"sem": 0.000663,
|
|
"min": 0.001921,
|
|
"max": 0.09994,
|
|
"recall-0.025": 0.807229,
|
|
"recall-0.05": 0.96988,
|
|
"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": 0.023342,
|
|
"median": 0.019129,
|
|
"std": 0.015865,
|
|
"sem": 0.000872,
|
|
"min": 0.00246,
|
|
"max": 0.097851,
|
|
"recall-0.025": 0.710843,
|
|
"recall-0.05": 0.918675,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"wrist_left": {
|
|
"count": 332,
|
|
"mean": 0.019357,
|
|
"median": 0.01396,
|
|
"std": 0.016964,
|
|
"sem": 0.000932,
|
|
"min": 0.002274,
|
|
"max": 0.106257,
|
|
"recall-0.025": 0.801205,
|
|
"recall-0.05": 0.933735,
|
|
"recall-0.1": 0.996988,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"wrist_right": {
|
|
"count": 332,
|
|
"mean": 0.025856,
|
|
"median": 0.018291,
|
|
"std": 0.022321,
|
|
"sem": 0.001227,
|
|
"min": 0.002656,
|
|
"max": 0.175003,
|
|
"recall-0.025": 0.674699,
|
|
"recall-0.05": 0.888554,
|
|
"recall-0.1": 0.98494,
|
|
"recall-0.15": 0.996988,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_left": {
|
|
"count": 332,
|
|
"mean": 0.034229,
|
|
"median": 0.030281,
|
|
"std": 0.017872,
|
|
"sem": 0.000982,
|
|
"min": 0.004709,
|
|
"max": 0.120401,
|
|
"recall-0.025": 0.277108,
|
|
"recall-0.05": 0.864458,
|
|
"recall-0.1": 0.987952,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"hip_right": {
|
|
"count": 332,
|
|
"mean": 0.029992,
|
|
"median": 0.02549,
|
|
"std": 0.017562,
|
|
"sem": 0.000965,
|
|
"min": 0.002773,
|
|
"max": 0.115324,
|
|
"recall-0.025": 0.475904,
|
|
"recall-0.05": 0.876506,
|
|
"recall-0.1": 0.987952,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"knee_left": {
|
|
"count": 332,
|
|
"mean": 0.021442,
|
|
"median": 0.017811,
|
|
"std": 0.014763,
|
|
"sem": 0.000811,
|
|
"min": 0.001292,
|
|
"max": 0.086181,
|
|
"recall-0.025": 0.725904,
|
|
"recall-0.05": 0.936747,
|
|
"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": 0.019916,
|
|
"median": 0.013427,
|
|
"std": 0.016596,
|
|
"sem": 0.000912,
|
|
"min": 0.001577,
|
|
"max": 0.095358,
|
|
"recall-0.025": 0.740964,
|
|
"recall-0.05": 0.942771,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"ankle_left": {
|
|
"count": 332,
|
|
"mean": 0.020398,
|
|
"median": 0.01746,
|
|
"std": 0.010326,
|
|
"sem": 0.000568,
|
|
"min": 0.004236,
|
|
"max": 0.083602,
|
|
"recall-0.025": 0.701807,
|
|
"recall-0.05": 0.993976,
|
|
"recall-0.1": 1.0,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 332
|
|
},
|
|
"ankle_right": {
|
|
"count": 332,
|
|
"mean": 0.032051,
|
|
"median": 0.030651,
|
|
"std": 0.012377,
|
|
"sem": 0.00068,
|
|
"min": 0.005895,
|
|
"max": 0.109884,
|
|
"recall-0.025": 0.216867,
|
|
"recall-0.05": 0.930723,
|
|
"recall-0.1": 0.996988,
|
|
"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": 0.55816,
|
|
"recall-0.05": 0.89921,
|
|
"recall-0.1": 0.99513,
|
|
"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
|
|
{
|
|
"avg_time_2d": 0.15548160552978516,
|
|
"avg_time_3d": 0.0012971425056457519,
|
|
"avg_fps": 6.378415522070676
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 110,
|
|
"total_labels": 330,
|
|
"total_preds": 477,
|
|
"considered_empty": 0,
|
|
"valid_preds": 329,
|
|
"invalid_preds": 148,
|
|
"missing": 1,
|
|
"invalid_fraction": 0.31027,
|
|
"precision": 0.68973,
|
|
"recall": 0.99697,
|
|
"f1": 0.81537,
|
|
"non_empty": 477
|
|
},
|
|
"mpjpe": {
|
|
"count": 329,
|
|
"mean": 0.042431,
|
|
"median": 0.038527,
|
|
"std": 0.017088,
|
|
"sem": 0.000944,
|
|
"min": 0.018847,
|
|
"max": 0.129488,
|
|
"recall-0.025": 0.066667,
|
|
"recall-0.05": 0.748485,
|
|
"recall-0.1": 0.984848,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330,
|
|
"ap-0.025": 0.005288,
|
|
"ap-0.05": 0.472824,
|
|
"ap-0.1": 0.709707,
|
|
"ap-0.15": 0.722388,
|
|
"ap-0.25": 0.722388,
|
|
"ap-0.5": 0.722388
|
|
},
|
|
"head": {
|
|
"count": 329,
|
|
"mean": 0.051287,
|
|
"median": 0.043322,
|
|
"std": 0.032134,
|
|
"sem": 0.001774,
|
|
"min": 0.007482,
|
|
"max": 0.34157,
|
|
"recall-0.025": 0.163636,
|
|
"recall-0.05": 0.590909,
|
|
"recall-0.1": 0.939394,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 0.993939,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_left": {
|
|
"count": 329,
|
|
"mean": 0.048381,
|
|
"median": 0.042113,
|
|
"std": 0.025753,
|
|
"sem": 0.001422,
|
|
"min": 0.00278,
|
|
"max": 0.182571,
|
|
"recall-0.025": 0.163636,
|
|
"recall-0.05": 0.618182,
|
|
"recall-0.1": 0.963636,
|
|
"recall-0.15": 0.987879,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"shoulder_right": {
|
|
"count": 329,
|
|
"mean": 0.042317,
|
|
"median": 0.037717,
|
|
"std": 0.026314,
|
|
"sem": 0.001453,
|
|
"min": 0.005684,
|
|
"max": 0.239939,
|
|
"recall-0.025": 0.245455,
|
|
"recall-0.05": 0.748485,
|
|
"recall-0.1": 0.957576,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_left": {
|
|
"count": 329,
|
|
"mean": 0.048174,
|
|
"median": 0.039641,
|
|
"std": 0.032756,
|
|
"sem": 0.001809,
|
|
"min": 0.00657,
|
|
"max": 0.277129,
|
|
"recall-0.025": 0.245455,
|
|
"recall-0.05": 0.627273,
|
|
"recall-0.1": 0.930303,
|
|
"recall-0.15": 0.978788,
|
|
"recall-0.25": 0.993939,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"elbow_right": {
|
|
"count": 329,
|
|
"mean": 0.044099,
|
|
"median": 0.037807,
|
|
"std": 0.029561,
|
|
"sem": 0.001632,
|
|
"min": 0.001654,
|
|
"max": 0.201578,
|
|
"recall-0.025": 0.275758,
|
|
"recall-0.05": 0.666667,
|
|
"recall-0.1": 0.945455,
|
|
"recall-0.15": 0.984848,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_left": {
|
|
"count": 329,
|
|
"mean": 0.052501,
|
|
"median": 0.043284,
|
|
"std": 0.039862,
|
|
"sem": 0.002201,
|
|
"min": 0.003837,
|
|
"max": 0.315522,
|
|
"recall-0.025": 0.227273,
|
|
"recall-0.05": 0.584848,
|
|
"recall-0.1": 0.906061,
|
|
"recall-0.15": 0.972727,
|
|
"recall-0.25": 0.987879,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"wrist_right": {
|
|
"count": 329,
|
|
"mean": 0.049367,
|
|
"median": 0.042826,
|
|
"std": 0.032111,
|
|
"sem": 0.001773,
|
|
"min": 0.002443,
|
|
"max": 0.212623,
|
|
"recall-0.025": 0.206061,
|
|
"recall-0.05": 0.606061,
|
|
"recall-0.1": 0.930303,
|
|
"recall-0.15": 0.975758,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"hip_left": {
|
|
"count": 329,
|
|
"mean": 0.042061,
|
|
"median": 0.037022,
|
|
"std": 0.025621,
|
|
"sem": 0.001415,
|
|
"min": 0.000769,
|
|
"max": 0.183415,
|
|
"recall-0.025": 0.272727,
|
|
"recall-0.05": 0.687879,
|
|
"recall-0.1": 0.969697,
|
|
"recall-0.15": 0.990909,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"hip_right": {
|
|
"count": 329,
|
|
"mean": 0.042825,
|
|
"median": 0.038835,
|
|
"std": 0.02514,
|
|
"sem": 0.001388,
|
|
"min": 0.004561,
|
|
"max": 0.195982,
|
|
"recall-0.025": 0.245455,
|
|
"recall-0.05": 0.684848,
|
|
"recall-0.1": 0.966667,
|
|
"recall-0.15": 0.993939,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"knee_left": {
|
|
"count": 329,
|
|
"mean": 0.032874,
|
|
"median": 0.029085,
|
|
"std": 0.020507,
|
|
"sem": 0.001132,
|
|
"min": 0.002074,
|
|
"max": 0.121802,
|
|
"recall-0.025": 0.430303,
|
|
"recall-0.05": 0.80303,
|
|
"recall-0.1": 0.987879,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"knee_right": {
|
|
"count": 329,
|
|
"mean": 0.033203,
|
|
"median": 0.027414,
|
|
"std": 0.02114,
|
|
"sem": 0.001167,
|
|
"min": 0.000654,
|
|
"max": 0.118668,
|
|
"recall-0.025": 0.439394,
|
|
"recall-0.05": 0.815152,
|
|
"recall-0.1": 0.984848,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_left": {
|
|
"count": 329,
|
|
"mean": 0.03161,
|
|
"median": 0.025931,
|
|
"std": 0.021618,
|
|
"sem": 0.001194,
|
|
"min": 0.001687,
|
|
"max": 0.16244,
|
|
"recall-0.025": 0.472727,
|
|
"recall-0.05": 0.866667,
|
|
"recall-0.1": 0.978788,
|
|
"recall-0.15": 0.993939,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"ankle_right": {
|
|
"count": 329,
|
|
"mean": 0.032908,
|
|
"median": 0.027387,
|
|
"std": 0.020224,
|
|
"sem": 0.001117,
|
|
"min": 0.006919,
|
|
"max": 0.121939,
|
|
"recall-0.025": 0.418182,
|
|
"recall-0.05": 0.845455,
|
|
"recall-0.1": 0.978788,
|
|
"recall-0.15": 0.99697,
|
|
"recall-0.25": 0.99697,
|
|
"recall-0.5": 0.99697,
|
|
"num_labels": 330
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4290,
|
|
"recall-0.025": 0.29161,
|
|
"recall-0.05": 0.70256,
|
|
"recall-0.1": 0.95594,
|
|
"recall-0.15": 0.98695,
|
|
"recall-0.25": 0.99534,
|
|
"recall-0.5": 0.99697
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 4620,
|
|
"correct_parts": 4577,
|
|
"pcp": 0.990693
|
|
}
|
|
```
|
|
|
|
##### volleyball
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.3177612257433367,
|
|
"avg_time_3d": 0.0035632279542115357,
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|
"avg_fps": 3.11211919445529
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|
}
|
|
{
|
|
"person_nums": {
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"total_frames": 121,
|
|
"total_labels": 484,
|
|
"total_preds": 639,
|
|
"considered_empty": 0,
|
|
"valid_preds": 484,
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|
"invalid_preds": 155,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.24257,
|
|
"precision": 0.75743,
|
|
"recall": 1.0,
|
|
"f1": 0.86198,
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|
"non_empty": 639
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|
},
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|
"mpjpe": {
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|
"count": 484,
|
|
"mean": 0.033532,
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|
"median": 0.030036,
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|
"std": 0.014617,
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"sem": 0.000665,
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"recall-0.025": 0.322314,
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"ap-0.025": 0.088374,
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|
"ap-0.05": 0.640853,
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|
"ap-0.1": 0.800023,
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},
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"head": {
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"shoulder_left": {
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"num_labels": 484
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},
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"shoulder_right": {
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"sem": 0.000842,
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"num_labels": 484
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},
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"elbow_left": {
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"sem": 0.001107,
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"elbow_right": {
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"recall-0.5": 0.993802,
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"num_labels": 484
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},
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"hip_left": {
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"std": 0.019123,
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"sem": 0.00087,
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"num_labels": 484
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},
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|
"joint_recalls": {
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"num_labels": 6292,
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"recall-0.025": 0.4466,
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"recall-0.05": 0.82962,
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}
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|
}
|
|
{
|
|
"total_parts": 6776,
|
|
"correct_parts": 6755,
|
|
"pcp": 0.996901
|
|
}
|
|
```
|
|
|
|
##### badminton
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.2823985504966251,
|
|
"avg_time_3d": 0.003012508326183165,
|
|
"avg_fps": 3.5037184758171196
|
|
}
|
|
{
|
|
"person_nums": {
|
|
"total_frames": 183,
|
|
"total_labels": 732,
|
|
"total_preds": 751,
|
|
"considered_empty": 0,
|
|
"valid_preds": 732,
|
|
"invalid_preds": 19,
|
|
"missing": 0,
|
|
"invalid_fraction": 0.0253,
|
|
"precision": 0.9747,
|
|
"recall": 1.0,
|
|
"f1": 0.98719,
|
|
"non_empty": 751
|
|
},
|
|
"mpjpe": {
|
|
"count": 732,
|
|
"mean": 0.028487,
|
|
"median": 0.026819,
|
|
"std": 0.015491,
|
|
"sem": 0.000573,
|
|
"min": 0.013277,
|
|
"max": 0.385636,
|
|
"recall-0.025": 0.416667,
|
|
"recall-0.05": 0.986339,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732,
|
|
"ap-0.025": 0.320904,
|
|
"ap-0.05": 0.963918,
|
|
"ap-0.1": 0.984195,
|
|
"ap-0.15": 0.984195,
|
|
"ap-0.25": 0.984195,
|
|
"ap-0.5": 0.98707
|
|
},
|
|
"head": {
|
|
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|
|
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|
|
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|
|
"std": 0.016761,
|
|
"sem": 0.00062,
|
|
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|
|
"max": 0.124699,
|
|
"recall-0.025": 0.430328,
|
|
"recall-0.05": 0.856557,
|
|
"recall-0.1": 0.995902,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_left": {
|
|
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|
|
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|
|
"median": 0.033943,
|
|
"std": 0.021072,
|
|
"sem": 0.000779,
|
|
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|
|
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|
|
"recall-0.025": 0.303279,
|
|
"recall-0.05": 0.846995,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"shoulder_right": {
|
|
"count": 732,
|
|
"mean": 0.029177,
|
|
"median": 0.02697,
|
|
"std": 0.022451,
|
|
"sem": 0.00083,
|
|
"min": 0.002126,
|
|
"max": 0.494359,
|
|
"recall-0.025": 0.441257,
|
|
"recall-0.05": 0.938525,
|
|
"recall-0.1": 0.994536,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_left": {
|
|
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|
|
"mean": 0.027616,
|
|
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|
|
"std": 0.0151,
|
|
"sem": 0.000559,
|
|
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|
|
"max": 0.115223,
|
|
"recall-0.025": 0.535519,
|
|
"recall-0.05": 0.913934,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 0.998634,
|
|
"num_labels": 732
|
|
},
|
|
"elbow_right": {
|
|
"count": 731,
|
|
"mean": 0.025265,
|
|
"median": 0.023231,
|
|
"std": 0.014333,
|
|
"sem": 0.000531,
|
|
"min": 0.001248,
|
|
"max": 0.090019,
|
|
"recall-0.025": 0.551913,
|
|
"recall-0.05": 0.931694,
|
|
"recall-0.1": 0.998634,
|
|
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|
|
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|
|
"recall-0.5": 0.998634,
|
|
"num_labels": 732
|
|
},
|
|
"wrist_left": {
|
|
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|
|
"mean": 0.031177,
|
|
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|
|
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|
|
"sem": 0.000767,
|
|
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|
|
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|
|
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|
|
"recall-0.05": 0.871585,
|
|
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|
|
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|
|
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|
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|
|
"num_labels": 732
|
|
},
|
|
"wrist_right": {
|
|
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|
|
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|
|
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|
|
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|
|
"sem": 0.000769,
|
|
"min": 0.00387,
|
|
"max": 0.366253,
|
|
"recall-0.025": 0.418033,
|
|
"recall-0.05": 0.863388,
|
|
"recall-0.1": 0.993169,
|
|
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|
|
"recall-0.25": 0.997268,
|
|
"recall-0.5": 0.998634,
|
|
"num_labels": 732
|
|
},
|
|
"hip_left": {
|
|
"count": 732,
|
|
"mean": 0.031917,
|
|
"median": 0.030228,
|
|
"std": 0.015677,
|
|
"sem": 0.00058,
|
|
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|
|
"max": 0.23988,
|
|
"recall-0.025": 0.327869,
|
|
"recall-0.05": 0.904372,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"hip_right": {
|
|
"count": 732,
|
|
"mean": 0.031088,
|
|
"median": 0.02994,
|
|
"std": 0.014069,
|
|
"sem": 0.00052,
|
|
"min": 0.002286,
|
|
"max": 0.082226,
|
|
"recall-0.025": 0.367486,
|
|
"recall-0.05": 0.898907,
|
|
"recall-0.1": 1.0,
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|
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|
|
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|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"knee_left": {
|
|
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|
|
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|
|
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|
|
"std": 0.01541,
|
|
"sem": 0.00057,
|
|
"min": 0.000803,
|
|
"max": 0.334263,
|
|
"recall-0.025": 0.702186,
|
|
"recall-0.05": 0.990437,
|
|
"recall-0.1": 0.998634,
|
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|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"knee_right": {
|
|
"count": 732,
|
|
"mean": 0.023314,
|
|
"median": 0.021081,
|
|
"std": 0.016511,
|
|
"sem": 0.000611,
|
|
"min": 0.00306,
|
|
"max": 0.347232,
|
|
"recall-0.025": 0.659836,
|
|
"recall-0.05": 0.97541,
|
|
"recall-0.1": 0.997268,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"ankle_left": {
|
|
"count": 732,
|
|
"mean": 0.023962,
|
|
"median": 0.022298,
|
|
"std": 0.015913,
|
|
"sem": 0.000589,
|
|
"min": 0.002368,
|
|
"max": 0.302707,
|
|
"recall-0.025": 0.612022,
|
|
"recall-0.05": 0.960383,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"ankle_right": {
|
|
"count": 732,
|
|
"mean": 0.025075,
|
|
"median": 0.023379,
|
|
"std": 0.016629,
|
|
"sem": 0.000615,
|
|
"min": 0.002006,
|
|
"max": 0.342523,
|
|
"recall-0.025": 0.569672,
|
|
"recall-0.05": 0.976776,
|
|
"recall-0.1": 0.998634,
|
|
"recall-0.15": 0.998634,
|
|
"recall-0.25": 0.998634,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 732
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 9516,
|
|
"recall-0.025": 0.48991,
|
|
"recall-0.05": 0.91719,
|
|
"recall-0.1": 0.99643,
|
|
"recall-0.15": 0.99874,
|
|
"recall-0.25": 0.99884,
|
|
"recall-0.5": 0.99958
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 10248,
|
|
"correct_parts": 10233,
|
|
"pcp": 0.998536
|
|
}
|
|
```
|
|
|
|
##### tennis
|
|
|
|
```json
|
|
{
|
|
"avg_time_2d": 0.2932176687564069,
|
|
"avg_time_3d": 0.0019383890586986876,
|
|
"avg_fps": 3.3880382039335584
|
|
}
|
|
{
|
|
"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": 0.024745,
|
|
"median": 0.023305,
|
|
"std": 0.009389,
|
|
"sem": 0.000494,
|
|
"min": 0.014023,
|
|
"max": 0.12971,
|
|
"recall-0.025": 0.596685,
|
|
"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": 0.435297,
|
|
"ap-0.05": 0.985784,
|
|
"ap-0.1": 0.997131,
|
|
"ap-0.15": 1.0,
|
|
"ap-0.25": 1.0,
|
|
"ap-0.5": 1.0
|
|
},
|
|
"head": {
|
|
"count": 362,
|
|
"mean": 0.037086,
|
|
"median": 0.036911,
|
|
"std": 0.014716,
|
|
"sem": 0.000775,
|
|
"min": 0.002558,
|
|
"max": 0.124266,
|
|
"recall-0.025": 0.190608,
|
|
"recall-0.05": 0.831492,
|
|
"recall-0.1": 0.991713,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_left": {
|
|
"count": 362,
|
|
"mean": 0.024422,
|
|
"median": 0.021056,
|
|
"std": 0.016043,
|
|
"sem": 0.000844,
|
|
"min": 0.002657,
|
|
"max": 0.179202,
|
|
"recall-0.025": 0.60221,
|
|
"recall-0.05": 0.958564,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"shoulder_right": {
|
|
"count": 362,
|
|
"mean": 0.03084,
|
|
"median": 0.028919,
|
|
"std": 0.01456,
|
|
"sem": 0.000766,
|
|
"min": 0.005008,
|
|
"max": 0.118173,
|
|
"recall-0.025": 0.38674,
|
|
"recall-0.05": 0.900552,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"elbow_left": {
|
|
"count": 362,
|
|
"mean": 0.019183,
|
|
"median": 0.015594,
|
|
"std": 0.013393,
|
|
"sem": 0.000705,
|
|
"min": 0.001936,
|
|
"max": 0.11991,
|
|
"recall-0.025": 0.779006,
|
|
"recall-0.05": 0.966851,
|
|
"recall-0.1": 0.997238,
|
|
"recall-0.15": 1.0,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"elbow_right": {
|
|
"count": 362,
|
|
"mean": 0.02159,
|
|
"median": 0.018434,
|
|
"std": 0.015822,
|
|
"sem": 0.000833,
|
|
"min": 0.002886,
|
|
"max": 0.154583,
|
|
"recall-0.025": 0.696133,
|
|
"recall-0.05": 0.972376,
|
|
"recall-0.1": 0.986188,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"wrist_left": {
|
|
"count": 362,
|
|
"mean": 0.024056,
|
|
"median": 0.021277,
|
|
"std": 0.014391,
|
|
"sem": 0.000757,
|
|
"min": 0.003255,
|
|
"max": 0.125608,
|
|
"recall-0.025": 0.60221,
|
|
"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
|
|
},
|
|
"wrist_right": {
|
|
"count": 362,
|
|
"mean": 0.028766,
|
|
"median": 0.022499,
|
|
"std": 0.029596,
|
|
"sem": 0.001558,
|
|
"min": 0.000277,
|
|
"max": 0.317639,
|
|
"recall-0.025": 0.58011,
|
|
"recall-0.05": 0.883978,
|
|
"recall-0.1": 0.986188,
|
|
"recall-0.15": 0.98895,
|
|
"recall-0.25": 0.994475,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"hip_left": {
|
|
"count": 362,
|
|
"mean": 0.025963,
|
|
"median": 0.023332,
|
|
"std": 0.014302,
|
|
"sem": 0.000753,
|
|
"min": 0.004395,
|
|
"max": 0.105448,
|
|
"recall-0.025": 0.549724,
|
|
"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
|
|
},
|
|
"hip_right": {
|
|
"count": 362,
|
|
"mean": 0.027134,
|
|
"median": 0.023912,
|
|
"std": 0.01681,
|
|
"sem": 0.000885,
|
|
"min": 0.001672,
|
|
"max": 0.201707,
|
|
"recall-0.025": 0.530387,
|
|
"recall-0.05": 0.947514,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 0.997238,
|
|
"recall-0.25": 1.0,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"knee_left": {
|
|
"count": 362,
|
|
"mean": 0.014274,
|
|
"median": 0.012875,
|
|
"std": 0.007508,
|
|
"sem": 0.000395,
|
|
"min": 0.00133,
|
|
"max": 0.047529,
|
|
"recall-0.025": 0.91989,
|
|
"recall-0.05": 1.0,
|
|
"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": 0.015968,
|
|
"median": 0.013439,
|
|
"std": 0.016304,
|
|
"sem": 0.000858,
|
|
"min": 0.002223,
|
|
"max": 0.259639,
|
|
"recall-0.025": 0.88674,
|
|
"recall-0.05": 0.986188,
|
|
"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": 0.027315,
|
|
"median": 0.025773,
|
|
"std": 0.010493,
|
|
"sem": 0.000552,
|
|
"min": 0.006963,
|
|
"max": 0.072852,
|
|
"recall-0.025": 0.444751,
|
|
"recall-0.05": 0.961326,
|
|
"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": 0.025082,
|
|
"median": 0.021269,
|
|
"std": 0.02841,
|
|
"sem": 0.001495,
|
|
"min": 0.001559,
|
|
"max": 0.492964,
|
|
"recall-0.025": 0.624309,
|
|
"recall-0.05": 0.964088,
|
|
"recall-0.1": 0.994475,
|
|
"recall-0.15": 0.994475,
|
|
"recall-0.25": 0.997238,
|
|
"recall-0.5": 1.0,
|
|
"num_labels": 362
|
|
},
|
|
"joint_recalls": {
|
|
"num_labels": 4706,
|
|
"recall-0.025": 0.59839,
|
|
"recall-0.05": 0.94411,
|
|
"recall-0.1": 0.99426,
|
|
"recall-0.15": 0.99745,
|
|
"recall-0.25": 0.99894,
|
|
"recall-0.5": 1.0
|
|
}
|
|
}
|
|
{
|
|
"total_parts": 5068,
|
|
"correct_parts": 5059,
|
|
"pcp": 0.998224
|
|
}
|
|
```
|