5.7 KiB
5.7 KiB
Evaluation Results
Results of the model in various experiments on different datasets.
Human36m
{
"avg_time_2d": 0.08326671446784067,
"avg_time_3d": 0.002362334122092037,
"avg_fps": 11.678279934988891
}
{
"person_nums": {
"total_frames": 600,
"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": {
"count": 600,
"mean": 0.067047,
"median": 0.059492,
"std": 0.027809,
"sem": 0.001136,
"min": 0.043579,
"max": 0.192515,
"recall-0.025": 0.0,
"recall-0.05": 0.051667,
"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,
"ap-0.05": 0.0071,
"ap-0.1": 0.893961,
"ap-0.15": 0.916148,
"ap-0.25": 1.0,
"ap-0.5": 1.0
},
"nose": {
"count": 600,
"mean": 0.114127,
"median": 0.096429,
"std": 0.04375,
"sem": 0.001788,
"min": 0.022879,
"max": 0.278748,
"recall-0.025": 0.001667,
"recall-0.05": 0.011667,
"recall-0.1": 0.535,
"recall-0.15": 0.818333,
"recall-0.25": 0.988333,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_left": {
"count": 600,
"mean": 0.03394,
"median": 0.025359,
"std": 0.032048,
"sem": 0.001309,
"min": 0.002731,
"max": 0.180682,
"recall-0.025": 0.485,
"recall-0.05": 0.865,
"recall-0.1": 0.943333,
"recall-0.15": 0.965,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_right": {
"count": 600,
"mean": 0.047462,
"median": 0.034253,
"std": 0.040799,
"sem": 0.001667,
"min": 0.005133,
"max": 0.252418,
"recall-0.025": 0.238333,
"recall-0.05": 0.76,
"recall-0.1": 0.915,
"recall-0.15": 0.945,
"recall-0.25": 0.998333,
"recall-0.5": 1.0,
"num_labels": 600
},
"elbow_left": {
"count": 600,
"mean": 0.043416,
"median": 0.035385,
"std": 0.034844,
"sem": 0.001424,
"min": 0.002309,
"max": 0.195554,
"recall-0.025": 0.258333,
"recall-0.05": 0.803333,
"recall-0.1": 0.938333,
"recall-0.15": 0.956667,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"elbow_right": {
"count": 600,
"mean": 0.043215,
"median": 0.033002,
"std": 0.033552,
"sem": 0.001371,
"min": 0.005329,
"max": 0.197639,
"recall-0.025": 0.238333,
"recall-0.05": 0.788333,
"recall-0.1": 0.936667,
"recall-0.15": 0.951667,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"wrist_left": {
"count": 600,
"mean": 0.04324,
"median": 0.024703,
"std": 0.045393,
"sem": 0.001855,
"min": 0.001606,
"max": 0.247877,
"recall-0.025": 0.508333,
"recall-0.05": 0.733333,
"recall-0.1": 0.885,
"recall-0.15": 0.935,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"wrist_right": {
"count": 600,
"mean": 0.047057,
"median": 0.027193,
"std": 0.0531,
"sem": 0.00217,
"min": 0.002414,
"max": 0.477327,
"recall-0.025": 0.441667,
"recall-0.05": 0.75,
"recall-0.1": 0.875,
"recall-0.15": 0.906667,
"recall-0.25": 0.993333,
"recall-0.5": 1.0,
"num_labels": 600
},
"hip_left": {
"count": 600,
"mean": 0.090492,
"median": 0.085867,
"std": 0.033007,
"sem": 0.001349,
"min": 0.009756,
"max": 0.236952,
"recall-0.025": 0.008333,
"recall-0.05": 0.03,
"recall-0.1": 0.813333,
"recall-0.15": 0.95,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"hip_right": {
"count": 600,
"mean": 0.113777,
"median": 0.112926,
"std": 0.026939,
"sem": 0.001101,
"min": 0.035267,
"max": 0.233528,
"recall-0.025": 0.0,
"recall-0.05": 0.01,
"recall-0.1": 0.226667,
"recall-0.15": 0.945,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"knee_left": {
"count": 600,
"mean": 0.061948,
"median": 0.045988,
"std": 0.058304,
"sem": 0.002382,
"min": 0.01465,
"max": 0.398223,
"recall-0.025": 0.036667,
"recall-0.05": 0.581667,
"recall-0.1": 0.9,
"recall-0.15": 0.925,
"recall-0.25": 0.981667,
"recall-0.5": 1.0,
"num_labels": 600
},
"knee_right": {
"count": 600,
"mean": 0.052399,
"median": 0.043783,
"std": 0.037008,
"sem": 0.001512,
"min": 0.014119,
"max": 0.23986,
"recall-0.025": 0.04,
"recall-0.05": 0.725,
"recall-0.1": 0.936667,
"recall-0.15": 0.94,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"ankle_left": {
"count": 598,
"mean": 0.096902,
"median": 0.084781,
"std": 0.05173,
"sem": 0.002117,
"min": 0.044418,
"max": 0.499384,
"recall-0.025": 0.0,
"recall-0.05": 0.003333,
"recall-0.1": 0.84,
"recall-0.15": 0.94,
"recall-0.25": 0.98,
"recall-0.5": 0.996667,
"num_labels": 600
},
"ankle_right": {
"count": 598,
"mean": 0.080563,
"median": 0.06808,
"std": 0.043343,
"sem": 0.001774,
"min": 0.031041,
"max": 0.379768,
"recall-0.025": 0.0,
"recall-0.05": 0.023333,
"recall-0.1": 0.893333,
"recall-0.15": 0.915,
"recall-0.25": 0.983333,
"recall-0.5": 0.996667,
"num_labels": 600
},
"joint_recalls": {
"num_labels": 7800,
"recall-0.025": 0.17295,
"recall-0.05": 0.46744,
"recall-0.1": 0.81782,
"recall-0.15": 0.93013,
"recall-0.25": 0.99372,
"recall-0.5": 0.99949
}
}
{
"total_parts": 8400,
"correct_parts": 8095,
"pcp": 0.96369
}