65 KiB
65 KiB
Evaluation Results
Results of the model in various experiments on different datasets.
(Note that batching poses did not work due to insufficient memory)
Human36m
{
"img_loading": 0.019871617979922537,
"avg_time_2d": 0.024201560020446777,
"avg_time_3d": 0.0006943431951231876,
"avg_fps": 40.16725126785508
}
{
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"total_labels": 600,
"total_preds": 600,
"considered_empty": 0,
"valid_preds": 600,
"invalid_preds": 0,
"missing": 0,
"invalid_fraction": 0.0,
"precision": 1.0,
"recall": 1.0,
"f1": 1.0,
"non_empty": 600
},
"mpjpe": {
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"mean": 0.066544,
"median": 0.058633,
"std": 0.027907,
"sem": 0.00114,
"min": 0.044045,
"max": 0.190448,
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"recall-0.05": 0.055,
"recall-0.1": 0.933333,
"recall-0.15": 0.95,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600,
"ap-0.025": 0.0,
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"ap-0.1": 0.892957,
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"ap-0.25": 1.0,
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},
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"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_left": {
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"mean": 0.033951,
"median": 0.025071,
"std": 0.032164,
"sem": 0.001314,
"min": 0.002309,
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"num_labels": 600
},
"shoulder_right": {
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"min": 0.004691,
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"recall-0.5": 1.0,
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},
"elbow_left": {
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},
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},
"wrist_left": {
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},
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"joint_recalls": {
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}
}
{
"total_parts": 8400,
"correct_parts": 8102,
"pcp": 0.964524
}
Shelf
{
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"avg_time_2d": 0.061463059428631235,
"avg_time_3d": 0.0011567078095531137,
"avg_fps": 15.969398228459381
}
{
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"total_labels": 477,
"total_preds": 830,
"considered_empty": 0,
"valid_preds": 477,
"invalid_preds": 353,
"missing": 0,
"invalid_fraction": 0.4253,
"precision": 0.5747,
"recall": 1.0,
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}
{
"total_parts": 6678,
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"pcp": 0.990716
}
H3WB
default joints
{
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"avg_time_2d": 0.024324122228120502,
"avg_time_3d": 0.0007598211890772769,
"avg_fps": 39.866139999119554
}
{
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