Testing different camera numbers.
This commit is contained in:
Daniel
538
media/RESULTS.md
538
media/RESULTS.md
@ -1297,6 +1297,544 @@ Results of the model in various experiments on different datasets.
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}
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}
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```
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```
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(3 cameras)
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```json
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||||||
|
{
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||||||
|
"avg_time_2d": 0.06710797461067758,
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||||||
|
"avg_time_3d": 0.00547288278254067,
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||||||
|
"avg_fps": 13.777737490511337
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|
}
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||||||
|
{
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||||||
|
"person_nums": {
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||||||
|
"total_frames": 420,
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||||||
|
"total_labels": 1466,
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||||||
|
"total_preds": 1441,
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||||||
|
"considered_empty": 15,
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||||||
|
"valid_preds": 1410,
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||||||
|
"invalid_preds": 16,
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||||||
|
"missing": 56,
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||||||
|
"invalid_fraction": 0.01122,
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||||||
|
"precision": 0.98878,
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||||||
|
"recall": 0.9618,
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||||||
|
"f1": 0.9751,
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||||||
|
"non_empty": 1426
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||||||
|
},
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||||||
|
"mpjpe": {
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||||||
|
"count": 1410,
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||||||
|
"mean": 0.074643,
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||||||
|
"median": 0.064929,
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||||||
|
"std": 0.041159,
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||||||
|
"sem": 0.001096,
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||||||
|
"min": 0.020973,
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||||||
|
"max": 0.309055,
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||||||
|
"recall-0.025": 0.004775,
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||||||
|
"recall-0.05": 0.274898,
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||||||
|
"recall-0.1": 0.800819,
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||||||
|
"recall-0.15": 0.909959,
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||||||
|
"recall-0.25": 0.950205,
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||||||
|
"recall-0.5": 0.961801,
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||||||
|
"num_labels": 1466,
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||||||
|
"ap-0.025": 0.001596,
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||||||
|
"ap-0.05": 0.185761,
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|
"ap-0.1": 0.740582,
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"ap-0.15": 0.888662,
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||||||
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"ap-0.25": 0.937571,
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"ap-0.5": 0.951842
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},
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"nose": {
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"count": 1409,
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||||||
|
"mean": 0.023912,
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||||||
|
"median": 0.018335,
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||||||
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"std": 0.018202,
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"sem": 0.000485,
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||||||
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"min": 0.001916,
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"max": 0.23494,
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"recall-0.025": 0.625427,
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"recall-0.05": 0.904306,
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"recall-0.1": 0.954887,
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"recall-0.15": 0.961039,
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|
"recall-0.25": 0.96309,
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|
"recall-0.5": 0.96309,
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"num_labels": 1463
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|
},
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|
"shoulder_left": {
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"count": 1410,
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||||||
|
"mean": 0.024111,
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||||||
|
"median": 0.021119,
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||||||
|
"std": 0.017353,
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||||||
|
"sem": 0.000462,
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||||||
|
"min": 0.002094,
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"max": 0.31592,
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|
"recall-0.025": 0.570941,
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"recall-0.05": 0.912005,
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"recall-0.1": 0.95839,
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"recall-0.15": 0.960437,
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"recall-0.25": 0.960437,
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|
"recall-0.5": 0.961801,
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"num_labels": 1466
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|
},
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|
"shoulder_right": {
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"count": 1409,
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"mean": 0.029808,
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"median": 0.024305,
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"std": 0.023739,
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"sem": 0.000633,
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"min": 0.00406,
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"max": 0.302527,
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|
"recall-0.025": 0.498976,
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"recall-0.05": 0.866894,
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|
"recall-0.1": 0.946758,
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|
"recall-0.15": 0.955631,
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|
"recall-0.25": 0.959727,
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|
"recall-0.5": 0.961775,
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|
"num_labels": 1465
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|
},
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|
"elbow_left": {
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"count": 1409,
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|
"mean": 0.036301,
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|
"median": 0.023575,
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|
"std": 0.034416,
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|
"sem": 0.000917,
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|
"min": 0.001498,
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|
"max": 0.359129,
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|
"recall-0.025": 0.512628,
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|
"recall-0.05": 0.752901,
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|
"recall-0.1": 0.894881,
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|
"recall-0.15": 0.94744,
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|
"recall-0.25": 0.961092,
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|
"recall-0.5": 0.961775,
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|
"num_labels": 1465
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|
},
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|
"elbow_right": {
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|
"count": 1409,
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|
"mean": 0.037177,
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|
"median": 0.022519,
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|
"std": 0.043006,
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|
"sem": 0.001146,
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|
"min": 0.001047,
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|
"max": 0.414541,
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|
"recall-0.025": 0.548189,
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|
"recall-0.05": 0.783322,
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|
"recall-0.1": 0.900889,
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|
"recall-0.15": 0.920711,
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|
"recall-0.25": 0.961039,
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|
"recall-0.5": 0.96309,
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"num_labels": 1463
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},
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|
"wrist_left": {
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"count": 1378,
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"mean": 0.057001,
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"median": 0.022718,
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"std": 0.076028,
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|
"sem": 0.002049,
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|
"min": 0.001727,
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|
"max": 0.4856,
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|
"recall-0.025": 0.508368,
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"recall-0.05": 0.640865,
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"recall-0.1": 0.801255,
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|
"recall-0.15": 0.866109,
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|
"recall-0.25": 0.932357,
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|
"recall-0.5": 0.960948,
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|
"num_labels": 1434
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},
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|
"wrist_right": {
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"count": 1399,
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|
"mean": 0.051695,
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|
"median": 0.028091,
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|
"std": 0.06539,
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|
"sem": 0.001749,
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|
"min": 0.0006,
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|
"max": 0.449266,
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|
"recall-0.025": 0.430632,
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|
"recall-0.05": 0.644231,
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|
"recall-0.1": 0.843407,
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"recall-0.15": 0.90728,
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|
"recall-0.25": 0.93956,
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"recall-0.5": 0.960852,
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|
"num_labels": 1456
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},
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|
"hip_left": {
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|
"count": 1409,
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|
"mean": 0.06923,
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||||||
|
"median": 0.063829,
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||||||
|
"std": 0.034073,
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||||||
|
"sem": 0.000908,
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||||||
|
"min": 0.004913,
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||||||
|
"max": 0.205973,
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||||||
|
"recall-0.025": 0.038908,
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||||||
|
"recall-0.05": 0.259386,
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|
"recall-0.1": 0.840956,
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|
"recall-0.15": 0.913311,
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||||||
|
"recall-0.25": 0.961775,
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||||||
|
"recall-0.5": 0.961775,
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||||||
|
"num_labels": 1465
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|
},
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||||||
|
"hip_right": {
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"count": 1410,
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||||||
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"mean": 0.079903,
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||||||
|
"median": 0.071168,
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||||||
|
"std": 0.038933,
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||||||
|
"sem": 0.001037,
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|
"min": 0.010114,
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||||||
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"max": 0.304524,
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|
"recall-0.025": 0.012278,
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||||||
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"recall-0.05": 0.203956,
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"recall-0.1": 0.748295,
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"recall-0.15": 0.892224,
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|
"recall-0.25": 0.960437,
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"recall-0.5": 0.961801,
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"num_labels": 1466
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},
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"knee_left": {
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"count": 1393,
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||||||
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"mean": 0.081516,
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||||||
|
"median": 0.055603,
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||||||
|
"std": 0.077943,
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||||||
|
"sem": 0.002089,
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||||||
|
"min": 0.006728,
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||||||
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"max": 0.491598,
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|
"recall-0.025": 0.096928,
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||||||
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"recall-0.05": 0.392491,
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"recall-0.1": 0.745392,
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"recall-0.15": 0.815017,
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"recall-0.25": 0.908532,
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||||||
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"recall-0.5": 0.950853,
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"num_labels": 1465
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},
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||||||
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"knee_right": {
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"count": 1391,
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||||||
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"mean": 0.080744,
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||||||
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"median": 0.05609,
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||||||
|
"std": 0.075146,
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||||||
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"sem": 0.002016,
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||||||
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"min": 0.005476,
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||||||
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"max": 0.494565,
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||||||
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"recall-0.025": 0.078821,
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||||||
|
"recall-0.05": 0.381768,
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||||||
|
"recall-0.1": 0.753941,
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||||||
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"recall-0.15": 0.831391,
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||||||
|
"recall-0.25": 0.912269,
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||||||
|
"recall-0.5": 0.953393,
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||||||
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"num_labels": 1459
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|
},
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||||||
|
"ankle_left": {
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"count": 1321,
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||||||
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"mean": 0.161113,
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|
"median": 0.128889,
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||||||
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"std": 0.139661,
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||||||
|
"sem": 0.003844,
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||||||
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"min": 0.000769,
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||||||
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"max": 0.49962,
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"recall-0.025": 0.198906,
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"recall-0.05": 0.295284,
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"recall-0.1": 0.375256,
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||||||
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"recall-0.15": 0.501709,
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"recall-0.25": 0.652085,
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"recall-0.5": 0.902939,
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"num_labels": 1463
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},
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||||||
|
"ankle_right": {
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"count": 1312,
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||||||
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"mean": 0.149017,
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||||||
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"median": 0.106396,
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||||||
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"std": 0.131149,
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||||||
|
"sem": 0.003622,
|
||||||
|
"min": 0.001734,
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||||||
|
"max": 0.496945,
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"recall-0.025": 0.163014,
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||||||
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"recall-0.05": 0.296575,
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||||||
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"recall-0.1": 0.430137,
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||||||
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"recall-0.15": 0.536301,
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||||||
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"recall-0.25": 0.683562,
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||||||
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"recall-0.5": 0.89863,
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"num_labels": 1460
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},
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"joint_recalls": {
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"num_labels": 18990,
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"recall-0.025": 0.32886,
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"recall-0.05": 0.56367,
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"recall-0.1": 0.78394,
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"recall-0.15": 0.84655,
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"recall-0.25": 0.90411,
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"recall-0.5": 0.95076
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}
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}
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{
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"total_parts": 20444,
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"correct_parts": 18326,
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"pcp": 0.8964
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}
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```
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(10 cameras)
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```json
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|
{
|
||||||
|
"avg_time_2d": 0.20916332849642125,
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|
"avg_time_3d": 0.04559231851159073,
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"avg_fps": 3.925330063315733
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|
}
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|
{
|
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|
"person_nums": {
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"total_frames": 420,
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|
"total_labels": 1466,
|
||||||
|
"total_preds": 1710,
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||||||
|
"considered_empty": 32,
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"valid_preds": 1465,
|
||||||
|
"invalid_preds": 213,
|
||||||
|
"missing": 1,
|
||||||
|
"invalid_fraction": 0.12694,
|
||||||
|
"precision": 0.87306,
|
||||||
|
"recall": 0.99932,
|
||||||
|
"f1": 0.93193,
|
||||||
|
"non_empty": 1678
|
||||||
|
},
|
||||||
|
"mpjpe": {
|
||||||
|
"count": 1465,
|
||||||
|
"mean": 0.037378,
|
||||||
|
"median": 0.03232,
|
||||||
|
"std": 0.01817,
|
||||||
|
"sem": 0.000475,
|
||||||
|
"min": 0.013848,
|
||||||
|
"max": 0.134262,
|
||||||
|
"recall-0.025": 0.188267,
|
||||||
|
"recall-0.05": 0.850614,
|
||||||
|
"recall-0.1": 0.982265,
|
||||||
|
"recall-0.15": 0.999318,
|
||||||
|
"recall-0.25": 0.999318,
|
||||||
|
"recall-0.5": 0.999318,
|
||||||
|
"num_labels": 1466,
|
||||||
|
"ap-0.025": 0.082813,
|
||||||
|
"ap-0.05": 0.796959,
|
||||||
|
"ap-0.1": 0.956531,
|
||||||
|
"ap-0.15": 0.977531,
|
||||||
|
"ap-0.25": 0.977531,
|
||||||
|
"ap-0.5": 0.977531
|
||||||
|
},
|
||||||
|
"nose": {
|
||||||
|
"count": 1462,
|
||||||
|
"mean": 0.012332,
|
||||||
|
"median": 0.010836,
|
||||||
|
"std": 0.007658,
|
||||||
|
"sem": 0.0002,
|
||||||
|
"min": 0.001275,
|
||||||
|
"max": 0.124832,
|
||||||
|
"recall-0.025": 0.955571,
|
||||||
|
"recall-0.05": 0.993848,
|
||||||
|
"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": 0.018735,
|
||||||
|
"median": 0.016428,
|
||||||
|
"std": 0.01034,
|
||||||
|
"sem": 0.00027,
|
||||||
|
"min": 0.001104,
|
||||||
|
"max": 0.11138,
|
||||||
|
"recall-0.025": 0.804911,
|
||||||
|
"recall-0.05": 0.988404,
|
||||||
|
"recall-0.1": 0.998636,
|
||||||
|
"recall-0.15": 0.999318,
|
||||||
|
"recall-0.25": 0.999318,
|
||||||
|
"recall-0.5": 0.999318,
|
||||||
|
"num_labels": 1466
|
||||||
|
},
|
||||||
|
"shoulder_right": {
|
||||||
|
"count": 1464,
|
||||||
|
"mean": 0.020356,
|
||||||
|
"median": 0.0193,
|
||||||
|
"std": 0.008406,
|
||||||
|
"sem": 0.00022,
|
||||||
|
"min": 0.002013,
|
||||||
|
"max": 0.087962,
|
||||||
|
"recall-0.025": 0.776792,
|
||||||
|
"recall-0.05": 0.992491,
|
||||||
|
"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": 0.021276,
|
||||||
|
"median": 0.018298,
|
||||||
|
"std": 0.013204,
|
||||||
|
"sem": 0.000345,
|
||||||
|
"min": 0.002104,
|
||||||
|
"max": 0.147682,
|
||||||
|
"recall-0.025": 0.716041,
|
||||||
|
"recall-0.05": 0.964505,
|
||||||
|
"recall-0.1": 0.998635,
|
||||||
|
"recall-0.15": 0.999317,
|
||||||
|
"recall-0.25": 0.999317,
|
||||||
|
"recall-0.5": 0.999317,
|
||||||
|
"num_labels": 1465
|
||||||
|
},
|
||||||
|
"elbow_right": {
|
||||||
|
"count": 1462,
|
||||||
|
"mean": 0.019708,
|
||||||
|
"median": 0.017321,
|
||||||
|
"std": 0.012077,
|
||||||
|
"sem": 0.000316,
|
||||||
|
"min": 0.001927,
|
||||||
|
"max": 0.132247,
|
||||||
|
"recall-0.025": 0.791524,
|
||||||
|
"recall-0.05": 0.969925,
|
||||||
|
"recall-0.1": 0.997266,
|
||||||
|
"recall-0.15": 0.999316,
|
||||||
|
"recall-0.25": 0.999316,
|
||||||
|
"recall-0.5": 0.999316,
|
||||||
|
"num_labels": 1463
|
||||||
|
},
|
||||||
|
"wrist_left": {
|
||||||
|
"count": 1433,
|
||||||
|
"mean": 0.020952,
|
||||||
|
"median": 0.015145,
|
||||||
|
"std": 0.021486,
|
||||||
|
"sem": 0.000568,
|
||||||
|
"min": 0.001105,
|
||||||
|
"max": 0.195801,
|
||||||
|
"recall-0.025": 0.761506,
|
||||||
|
"recall-0.05": 0.939331,
|
||||||
|
"recall-0.1": 0.981869,
|
||||||
|
"recall-0.15": 0.993724,
|
||||||
|
"recall-0.25": 0.999303,
|
||||||
|
"recall-0.5": 0.999303,
|
||||||
|
"num_labels": 1434
|
||||||
|
},
|
||||||
|
"wrist_right": {
|
||||||
|
"count": 1456,
|
||||||
|
"mean": 0.020586,
|
||||||
|
"median": 0.013908,
|
||||||
|
"std": 0.023086,
|
||||||
|
"sem": 0.000605,
|
||||||
|
"min": 0.000284,
|
||||||
|
"max": 0.437929,
|
||||||
|
"recall-0.025": 0.76717,
|
||||||
|
"recall-0.05": 0.932005,
|
||||||
|
"recall-0.1": 0.986264,
|
||||||
|
"recall-0.15": 0.995879,
|
||||||
|
"recall-0.25": 0.999313,
|
||||||
|
"recall-0.5": 1.0,
|
||||||
|
"num_labels": 1456
|
||||||
|
},
|
||||||
|
"hip_left": {
|
||||||
|
"count": 1464,
|
||||||
|
"mean": 0.049993,
|
||||||
|
"median": 0.048091,
|
||||||
|
"std": 0.01908,
|
||||||
|
"sem": 0.000499,
|
||||||
|
"min": 0.00494,
|
||||||
|
"max": 0.161097,
|
||||||
|
"recall-0.025": 0.047782,
|
||||||
|
"recall-0.05": 0.556314,
|
||||||
|
"recall-0.1": 0.975427,
|
||||||
|
"recall-0.15": 0.998635,
|
||||||
|
"recall-0.25": 0.999317,
|
||||||
|
"recall-0.5": 0.999317,
|
||||||
|
"num_labels": 1465
|
||||||
|
},
|
||||||
|
"hip_right": {
|
||||||
|
"count": 1465,
|
||||||
|
"mean": 0.0503,
|
||||||
|
"median": 0.049116,
|
||||||
|
"std": 0.017259,
|
||||||
|
"sem": 0.000451,
|
||||||
|
"min": 0.007258,
|
||||||
|
"max": 0.161485,
|
||||||
|
"recall-0.025": 0.055935,
|
||||||
|
"recall-0.05": 0.514325,
|
||||||
|
"recall-0.1": 0.98704,
|
||||||
|
"recall-0.15": 0.998636,
|
||||||
|
"recall-0.25": 0.999318,
|
||||||
|
"recall-0.5": 0.999318,
|
||||||
|
"num_labels": 1466
|
||||||
|
},
|
||||||
|
"knee_left": {
|
||||||
|
"count": 1464,
|
||||||
|
"mean": 0.038607,
|
||||||
|
"median": 0.031936,
|
||||||
|
"std": 0.027955,
|
||||||
|
"sem": 0.000731,
|
||||||
|
"min": 0.001986,
|
||||||
|
"max": 0.263932,
|
||||||
|
"recall-0.025": 0.331741,
|
||||||
|
"recall-0.05": 0.767235,
|
||||||
|
"recall-0.1": 0.967918,
|
||||||
|
"recall-0.15": 0.989761,
|
||||||
|
"recall-0.25": 0.998635,
|
||||||
|
"recall-0.5": 0.999317,
|
||||||
|
"num_labels": 1465
|
||||||
|
},
|
||||||
|
"knee_right": {
|
||||||
|
"count": 1458,
|
||||||
|
"mean": 0.042193,
|
||||||
|
"median": 0.035821,
|
||||||
|
"std": 0.02818,
|
||||||
|
"sem": 0.000738,
|
||||||
|
"min": 0.003916,
|
||||||
|
"max": 0.268463,
|
||||||
|
"recall-0.025": 0.239205,
|
||||||
|
"recall-0.05": 0.742975,
|
||||||
|
"recall-0.1": 0.957505,
|
||||||
|
"recall-0.15": 0.986977,
|
||||||
|
"recall-0.25": 0.998629,
|
||||||
|
"recall-0.5": 0.999315,
|
||||||
|
"num_labels": 1459
|
||||||
|
},
|
||||||
|
"ankle_left": {
|
||||||
|
"count": 1456,
|
||||||
|
"mean": 0.087391,
|
||||||
|
"median": 0.042765,
|
||||||
|
"std": 0.105221,
|
||||||
|
"sem": 0.002758,
|
||||||
|
"min": 0.000814,
|
||||||
|
"max": 0.499075,
|
||||||
|
"recall-0.025": 0.350649,
|
||||||
|
"recall-0.05": 0.549556,
|
||||||
|
"recall-0.1": 0.7054,
|
||||||
|
"recall-0.15": 0.822967,
|
||||||
|
"recall-0.25": 0.909774,
|
||||||
|
"recall-0.5": 0.995215,
|
||||||
|
"num_labels": 1463
|
||||||
|
},
|
||||||
|
"ankle_right": {
|
||||||
|
"count": 1445,
|
||||||
|
"mean": 0.076361,
|
||||||
|
"median": 0.04236,
|
||||||
|
"std": 0.09602,
|
||||||
|
"sem": 0.002527,
|
||||||
|
"min": 0.001734,
|
||||||
|
"max": 0.49866,
|
||||||
|
"recall-0.025": 0.320548,
|
||||||
|
"recall-0.05": 0.563699,
|
||||||
|
"recall-0.1": 0.791781,
|
||||||
|
"recall-0.15": 0.85274,
|
||||||
|
"recall-0.25": 0.912329,
|
||||||
|
"recall-0.5": 0.989726,
|
||||||
|
"num_labels": 1460
|
||||||
|
},
|
||||||
|
"joint_recalls": {
|
||||||
|
"num_labels": 18990,
|
||||||
|
"recall-0.025": 0.5316,
|
||||||
|
"recall-0.05": 0.80527,
|
||||||
|
"recall-0.1": 0.9495,
|
||||||
|
"recall-0.15": 0.97162,
|
||||||
|
"recall-0.25": 0.9852,
|
||||||
|
"recall-0.5": 0.99789
|
||||||
|
}
|
||||||
|
}
|
||||||
|
{
|
||||||
|
"total_parts": 20444,
|
||||||
|
"correct_parts": 20190,
|
||||||
|
"pcp": 0.987576
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
### IkeaAsm
|
### IkeaAsm
|
||||||
|
|
||||||
(duration 00:01:45)
|
(duration 00:01:45)
|
||||||
|
|||||||
@ -26,6 +26,8 @@ datasets = {
|
|||||||
"panoptic": {
|
"panoptic": {
|
||||||
"path": "/datasets/panoptic/skelda/test.json",
|
"path": "/datasets/panoptic/skelda/test.json",
|
||||||
"cams": ["00_03", "00_06", "00_12", "00_13", "00_23"],
|
"cams": ["00_03", "00_06", "00_12", "00_13", "00_23"],
|
||||||
|
# "cams": ["00_03", "00_06", "00_12"],
|
||||||
|
# "cams": ["00_03", "00_06", "00_12", "00_13", "00_23", "00_15", "00_10", "00_21", "00_09", "00_01"],
|
||||||
"take_interval": 3,
|
"take_interval": 3,
|
||||||
"use_scenes": ["160906_pizza1", "160422_haggling1", "160906_ian5"],
|
"use_scenes": ["160906_pizza1", "160422_haggling1", "160906_ian5"],
|
||||||
},
|
},
|
||||||
|
|||||||
Reference in New Issue
Block a user