151 KiB
151 KiB
Evaluation Results
Results of the model in various experiments on different datasets.
(Note that building the trt-engines is not deterministic, which can lead to slightly varying results)
Human36m
{
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"avg_time_2d": 0.009271658073037358,
"avg_time_3d": 0.00028209807509082857,
"avg_fps": 104.67087337119489
}
{
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"total_labels": 600,
"total_preds": 600,
"considered_empty": 0,
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"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": 0.061683,
"median": 0.053445,
"std": 0.028882,
"sem": 0.00118,
"min": 0.036411,
"max": 0.187982,
"recall-0.025": 0.0,
"recall-0.05": 0.34,
"recall-0.1": 0.938333,
"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-0.15": 0.909546,
"ap-0.25": 1.0,
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"nose": {
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"mean": 0.106141,
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"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_left": {
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"mean": 0.035447,
"median": 0.026255,
"std": 0.033951,
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"min": 0.002737,
"max": 0.175181,
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},
"shoulder_right": {
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"std": 0.03933,
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"max": 0.213952,
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},
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}
{
"total_parts": 8400,
"correct_parts": 8118,
"pcp": 0.966429
}
Shelf
{
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"avg_time_2d": 0.018255191979949008,
"avg_time_3d": 0.0006648879690268605,
"avg_fps": 52.85389928038487
}
{
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"total_labels": 477,
"total_preds": 833,
"considered_empty": 0,
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"invalid_preds": 356,
"missing": 0,
"invalid_fraction": 0.42737,
"precision": 0.57263,
"recall": 1.0,
"f1": 0.72824,
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}
Campus
{
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"avg_time_2d": 0.008780407455732237,
"avg_time_3d": 0.0003352693791659373,
"avg_fps": 109.70112456944842
}
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10 cameras
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IkeaAsm
(duration 00:01:45)
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CHI3D
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Tsinghua
(duration 00:01:51)
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H3WB
default joints
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whole-body
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}
EgoHumans
tagging
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legoassemble
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fencing
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