crosstyan/RapidPoseTriangulation
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Using TensorRT backend.

Browse Source
This commit is contained in:
Daniel
2024-12-02 13:50:35 +01:00
parent bf837fbca9
commit c8c48e4bf2
2 changed files with 149 additions and 146 deletions
Download Patch File Download Diff File Expand all files Collapse all files

282
media/RESULTS.md
View File

@ -6,9 +6,9 @@ Results of the model in various experiments on different datasets.
```json
{
"avg_time_2d": 0.027316828905525854,
"avg_time_3d": 0.0004260645074359441,
"avg_fps": 36.04526698476189
"avg_time_2d": 0.019079747846571064,
"avg_time_3d": 0.0003823995590209961,
"avg_fps": 51.381791492991674
}
{
"person_nums": {
@ -27,248 +27,248 @@ Results of the model in various experiments on different datasets.
},
"mpjpe": {
"count": 600,
"mean": 0.067549,
"median": 0.059367,
"std": 0.027836,
"mean": 0.067471,
"median": 0.059656,
"std": 0.027837,
"sem": 0.001137,
"min": 0.044839,
"max": 0.190705,
"min": 0.04161,
"max": 0.191019,
"recall-0.025": 0.0,
"recall-0.05": 0.046667,
"recall-0.05": 0.045,
"recall-0.1": 0.93,
"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": 0.004947,
"ap-0.1": 0.890901,
"ap-0.15": 0.915998,
"ap-0.05": 0.005008,
"ap-0.1": 0.890421,
"ap-0.15": 0.915856,
"ap-0.25": 1.0,
"ap-0.5": 1.0
},
"nose": {
"count": 600,
"mean": 0.116488,
"median": 0.100674,
"std": 0.042049,
"sem": 0.001718,
"min": 0.037604,
"max": 0.277341,
"recall-0.025": 0.0,
"recall-0.05": 0.008333,
"recall-0.1": 0.493333,
"recall-0.15": 0.82,
"recall-0.25": 0.991667,
"mean": 0.116291,
"median": 0.101326,
"std": 0.04236,
"sem": 0.001731,
"min": 0.021073,
"max": 0.288626,
"recall-0.025": 0.001667,
"recall-0.05": 0.006667,
"recall-0.1": 0.491667,
"recall-0.15": 0.821667,
"recall-0.25": 0.99,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_left": {
"count": 600,
"mean": 0.03369,
"median": 0.025989,
"std": 0.031823,
"mean": 0.033847,
"median": 0.025987,
"std": 0.031824,
"sem": 0.0013,
"min": 0.001966,
"max": 0.182109,
"recall-0.025": 0.476667,
"min": 0.002728,
"max": 0.181894,
"recall-0.025": 0.466667,
"recall-0.05": 0.866667,
"recall-0.1": 0.948333,
"recall-0.15": 0.966667,
"recall-0.15": 0.968333,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_right": {
"count": 600,
"mean": 0.048891,
"median": 0.034053,
"std": 0.042652,
"sem": 0.001743,
"min": 0.004714,
"max": 0.251305,
"recall-0.025": 0.238333,
"recall-0.05": 0.756667,
"recall-0.1": 0.901667,
"recall-0.15": 0.943333,
"mean": 0.04973,
"median": 0.034604,
"std": 0.044052,
"sem": 0.0018,
"min": 0.00395,
"max": 0.256048,
"recall-0.025": 0.211667,
"recall-0.05": 0.753333,
"recall-0.1": 0.906667,
"recall-0.15": 0.936667,
"recall-0.25": 0.998333,
"recall-0.5": 1.0,
"num_labels": 600
},
"elbow_left": {
"count": 600,
"mean": 0.043307,
"median": 0.034999,
"std": 0.034727,
"sem": 0.001419,
"min": 0.001548,
"max": 0.196855,
"recall-0.025": 0.253333,
"recall-0.05": 0.808333,
"recall-0.1": 0.945,
"recall-0.15": 0.953333,
"mean": 0.042919,
"median": 0.035054,
"std": 0.034438,
"sem": 0.001407,
"min": 0.00136,
"max": 0.198368,
"recall-0.025": 0.246667,
"recall-0.05": 0.825,
"recall-0.1": 0.948333,
"recall-0.15": 0.955,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"elbow_right": {
"count": 600,
"mean": 0.043417,
"median": 0.032847,
"std": 0.03524,
"sem": 0.00144,
"min": 0.006341,
"max": 0.220952,
"recall-0.025": 0.246667,
"recall-0.05": 0.813333,
"recall-0.1": 0.93,
"recall-0.15": 0.941667,
"recall-0.25": 1.0,
"mean": 0.043901,
"median": 0.033077,
"std": 0.036324,
"sem": 0.001484,
"min": 0.006465,
"max": 0.274304,
"recall-0.025": 0.241667,
"recall-0.05": 0.81,
"recall-0.1": 0.925,
"recall-0.15": 0.943333,
"recall-0.25": 0.998333,
"recall-0.5": 1.0,
"num_labels": 600
},
"wrist_left": {
"count": 600,
"mean": 0.042168,
"median": 0.026768,
"std": 0.042016,
"sem": 0.001717,
"min": 0.002021,
"max": 0.200389,
"recall-0.025": 0.473333,
"recall-0.05": 0.733333,
"recall-0.1": 0.915,
"recall-0.15": 0.945,
"mean": 0.043044,
"median": 0.026871,
"std": 0.04257,
"sem": 0.001739,
"min": 0.000214,
"max": 0.202968,
"recall-0.025": 0.466667,
"recall-0.05": 0.731667,
"recall-0.1": 0.903333,
"recall-0.15": 0.941667,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"wrist_right": {
"count": 600,
"mean": 0.044909,
"median": 0.026831,
"std": 0.055206,
"sem": 0.002256,
"min": 0.003601,
"max": 0.476436,
"recall-0.025": 0.453333,
"recall-0.05": 0.783333,
"recall-0.1": 0.896667,
"recall-0.15": 0.913333,
"recall-0.25": 0.993333,
"mean": 0.044102,
"median": 0.026291,
"std": 0.050657,
"sem": 0.00207,
"min": 0.003409,
"max": 0.460683,
"recall-0.025": 0.466667,
"recall-0.05": 0.776667,
"recall-0.1": 0.895,
"recall-0.15": 0.915,
"recall-0.25": 0.996667,
"recall-0.5": 1.0,
"num_labels": 600
},
"hip_left": {
"count": 600,
"mean": 0.090573,
"median": 0.087143,
"std": 0.032802,
"mean": 0.090158,
"median": 0.08564,
"std": 0.032791,
"sem": 0.00134,
"min": 0.019451,
"max": 0.236078,
"min": 0.014562,
"max": 0.236403,
"recall-0.025": 0.001667,
"recall-0.05": 0.033333,
"recall-0.1": 0.798333,
"recall-0.15": 0.946667,
"recall-0.05": 0.036667,
"recall-0.1": 0.82,
"recall-0.15": 0.945,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"hip_right": {
"count": 600,
"mean": 0.114861,
"median": 0.115523,
"std": 0.02614,
"sem": 0.001068,
"min": 0.044367,
"max": 0.234619,
"mean": 0.11407,
"median": 0.114481,
"std": 0.02606,
"sem": 0.001065,
"min": 0.045083,
"max": 0.233275,
"recall-0.025": 0.0,
"recall-0.05": 0.003333,
"recall-0.1": 0.228333,
"recall-0.15": 0.946667,
"recall-0.05": 0.001667,
"recall-0.1": 0.251667,
"recall-0.15": 0.948333,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"knee_left": {
"count": 600,
"mean": 0.061349,
"median": 0.044913,
"std": 0.061365,
"sem": 0.002507,
"min": 0.019282,
"max": 0.432248,
"recall-0.025": 0.046667,
"recall-0.05": 0.598333,
"recall-0.1": 0.913333,
"mean": 0.061433,
"median": 0.045616,
"std": 0.060807,
"sem": 0.002484,
"min": 0.018825,
"max": 0.425003,
"recall-0.025": 0.058333,
"recall-0.05": 0.593333,
"recall-0.1": 0.915,
"recall-0.15": 0.923333,
"recall-0.25": 0.978333,
"recall-0.25": 0.98,
"recall-0.5": 1.0,
"num_labels": 600
},
"knee_right": {
"count": 600,
"mean": 0.051142,
"median": 0.042244,
"std": 0.036288,
"sem": 0.001483,
"min": 0.01554,
"max": 0.258279,
"recall-0.025": 0.04,
"recall-0.05": 0.748333,
"mean": 0.050724,
"median": 0.042002,
"std": 0.036168,
"sem": 0.001478,
"min": 0.016654,
"max": 0.257622,
"recall-0.025": 0.038333,
"recall-0.05": 0.76,
"recall-0.1": 0.941667,
"recall-0.15": 0.945,
"recall-0.25": 0.996667,
"recall-0.25": 0.998333,
"recall-0.5": 1.0,
"num_labels": 600
},
"ankle_left": {
"count": 599,
"mean": 0.098762,
"median": 0.086486,
"std": 0.050411,
"sem": 0.002061,
"min": 0.036478,
"max": 0.490644,
"mean": 0.09891,
"median": 0.086872,
"std": 0.051463,
"sem": 0.002104,
"min": 0.035674,
"max": 0.490677,
"recall-0.025": 0.0,
"recall-0.05": 0.001667,
"recall-0.05": 0.003333,
"recall-0.1": 0.831667,
"recall-0.15": 0.938333,
"recall-0.15": 0.936667,
"recall-0.25": 0.98,
"recall-0.5": 0.998333,
"num_labels": 600
},
"ankle_right": {
"count": 598,
"mean": 0.085796,
"median": 0.069833,
"std": 0.056865,
"sem": 0.002327,
"min": 0.02542,
"max": 0.440686,
"mean": 0.085207,
"median": 0.069747,
"std": 0.054773,
"sem": 0.002242,
"min": 0.030417,
"max": 0.440549,
"recall-0.025": 0.0,
"recall-0.05": 0.018333,
"recall-0.1": 0.878333,
"recall-0.05": 0.021667,
"recall-0.1": 0.88,
"recall-0.15": 0.906667,
"recall-0.25": 0.973333,
"recall-0.25": 0.978333,
"recall-0.5": 0.996667,
"num_labels": 600
},
"joint_recalls": {
"num_labels": 7800,
"recall-0.025": 0.17103,
"recall-0.05": 0.47359,
"recall-0.1": 0.81628,
"recall-0.025": 0.16897,
"recall-0.05": 0.47551,
"recall-0.1": 0.81936,
"recall-0.15": 0.92923,
"recall-0.25": 0.99269,
"recall-0.25": 0.99333,
"recall-0.5": 0.99949
}
}
{
"total_parts": 8400,
"correct_parts": 8092,
"pcp": 0.963333
"correct_parts": 8091,
"pcp": 0.963214
}
```