Some further speedups.

This commit is contained in:
Daniel
2024-12-02 17:00:04 +01:00
parent c8c48e4bf2
commit dc44a71b2c
4 changed files with 202 additions and 179 deletions

View File

@ -6,9 +6,9 @@ Results of the model in various experiments on different datasets.
```json
{
"avg_time_2d": 0.019079747846571064,
"avg_time_3d": 0.0003823995590209961,
"avg_fps": 51.381791492991674
"avg_time_2d": 0.016608773651769607,
"avg_time_3d": 0.00034795211533368645,
"avg_fps": 58.97364937870487
}
{
"person_nums": {
@ -28,247 +28,247 @@ Results of the model in various experiments on different datasets.
"mpjpe": {
"count": 600,
"mean": 0.067471,
"median": 0.059656,
"std": 0.027837,
"sem": 0.001137,
"min": 0.04161,
"max": 0.191019,
"median": 0.0592,
"std": 0.02795,
"sem": 0.001142,
"min": 0.042592,
"max": 0.189987,
"recall-0.025": 0.0,
"recall-0.05": 0.045,
"recall-0.1": 0.93,
"recall-0.05": 0.048333,
"recall-0.1": 0.925,
"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": 0.005008,
"ap-0.1": 0.890421,
"ap-0.15": 0.915856,
"ap-0.05": 0.004097,
"ap-0.1": 0.885305,
"ap-0.15": 0.915769,
"ap-0.25": 1.0,
"ap-0.5": 1.0
},
"nose": {
"count": 600,
"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,
"mean": 0.115621,
"median": 0.100161,
"std": 0.041657,
"sem": 0.001702,
"min": 0.031411,
"max": 0.276464,
"recall-0.025": 0.0,
"recall-0.05": 0.01,
"recall-0.1": 0.498333,
"recall-0.15": 0.826667,
"recall-0.25": 0.993333,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_left": {
"count": 600,
"mean": 0.033847,
"median": 0.025987,
"std": 0.031824,
"sem": 0.0013,
"min": 0.002728,
"max": 0.181894,
"recall-0.025": 0.466667,
"recall-0.05": 0.866667,
"recall-0.1": 0.948333,
"recall-0.15": 0.968333,
"mean": 0.033598,
"median": 0.025444,
"std": 0.032078,
"sem": 0.001311,
"min": 0.001187,
"max": 0.181528,
"recall-0.025": 0.486667,
"recall-0.05": 0.865,
"recall-0.1": 0.946667,
"recall-0.15": 0.965,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"shoulder_right": {
"count": 600,
"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,
"mean": 0.049243,
"median": 0.033956,
"std": 0.042808,
"sem": 0.001749,
"min": 0.004642,
"max": 0.255344,
"recall-0.025": 0.218333,
"recall-0.05": 0.748333,
"recall-0.1": 0.901667,
"recall-0.15": 0.941667,
"recall-0.25": 0.998333,
"recall-0.5": 1.0,
"num_labels": 600
},
"elbow_left": {
"count": 600,
"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,
"mean": 0.043499,
"median": 0.035409,
"std": 0.034789,
"sem": 0.001421,
"min": 0.002463,
"max": 0.200682,
"recall-0.025": 0.243333,
"recall-0.05": 0.8,
"recall-0.1": 0.945,
"recall-0.15": 0.953333,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"elbow_right": {
"count": 600,
"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": 0.043044,
"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,
"mean": 0.043289,
"median": 0.032684,
"std": 0.035003,
"sem": 0.00143,
"min": 0.007037,
"max": 0.202309,
"recall-0.025": 0.255,
"recall-0.05": 0.805,
"recall-0.1": 0.931667,
"recall-0.15": 0.941667,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"wrist_left": {
"count": 600,
"mean": 0.043376,
"median": 0.027016,
"std": 0.044176,
"sem": 0.001805,
"min": 0.000972,
"max": 0.340542,
"recall-0.025": 0.466667,
"recall-0.05": 0.728333,
"recall-0.1": 0.905,
"recall-0.15": 0.941667,
"recall-0.25": 0.998333,
"recall-0.5": 1.0,
"num_labels": 600
},
"wrist_right": {
"count": 600,
"mean": 0.044102,
"median": 0.026291,
"std": 0.050657,
"sem": 0.00207,
"min": 0.003409,
"max": 0.460683,
"recall-0.025": 0.466667,
"mean": 0.044908,
"median": 0.027102,
"std": 0.052541,
"sem": 0.002147,
"min": 0.001728,
"max": 0.485231,
"recall-0.025": 0.448333,
"recall-0.05": 0.776667,
"recall-0.1": 0.895,
"recall-0.15": 0.915,
"recall-0.25": 0.996667,
"recall-0.1": 0.893333,
"recall-0.15": 0.911667,
"recall-0.25": 0.995,
"recall-0.5": 1.0,
"num_labels": 600
},
"hip_left": {
"count": 600,
"mean": 0.090158,
"median": 0.08564,
"std": 0.032791,
"sem": 0.00134,
"min": 0.014562,
"max": 0.236403,
"recall-0.025": 0.001667,
"recall-0.05": 0.036667,
"recall-0.1": 0.82,
"recall-0.15": 0.945,
"mean": 0.089001,
"median": 0.085342,
"std": 0.032716,
"sem": 0.001337,
"min": 0.007027,
"max": 0.235465,
"recall-0.025": 0.008333,
"recall-0.05": 0.031667,
"recall-0.1": 0.815,
"recall-0.15": 0.948333,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"hip_right": {
"count": 600,
"mean": 0.11407,
"median": 0.114481,
"std": 0.02606,
"sem": 0.001065,
"min": 0.045083,
"max": 0.233275,
"mean": 0.113299,
"median": 0.113584,
"std": 0.026162,
"sem": 0.001069,
"min": 0.04703,
"max": 0.230987,
"recall-0.025": 0.0,
"recall-0.05": 0.001667,
"recall-0.1": 0.251667,
"recall-0.15": 0.948333,
"recall-0.1": 0.261667,
"recall-0.15": 0.946667,
"recall-0.25": 1.0,
"recall-0.5": 1.0,
"num_labels": 600
},
"knee_left": {
"count": 600,
"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": 0.98,
"mean": 0.062069,
"median": 0.044729,
"std": 0.06187,
"sem": 0.002528,
"min": 0.017903,
"max": 0.431859,
"recall-0.025": 0.06,
"recall-0.05": 0.591667,
"recall-0.1": 0.913333,
"recall-0.15": 0.92,
"recall-0.25": 0.978333,
"recall-0.5": 1.0,
"num_labels": 600
},
"knee_right": {
"count": 600,
"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,
"mean": 0.050915,
"median": 0.04249,
"std": 0.036278,
"sem": 0.001482,
"min": 0.015193,
"max": 0.263834,
"recall-0.025": 0.033333,
"recall-0.05": 0.766667,
"recall-0.1": 0.941667,
"recall-0.15": 0.945,
"recall-0.25": 0.998333,
"recall-0.25": 0.996667,
"recall-0.5": 1.0,
"num_labels": 600
},
"ankle_left": {
"count": 599,
"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": 0.003333,
"recall-0.1": 0.831667,
"recall-0.15": 0.936667,
"recall-0.25": 0.98,
"recall-0.5": 0.998333,
"num_labels": 600
},
"ankle_right": {
"count": 598,
"mean": 0.085207,
"median": 0.069747,
"std": 0.054773,
"sem": 0.002242,
"min": 0.030417,
"max": 0.440549,
"mean": 0.098393,
"median": 0.086077,
"std": 0.050788,
"sem": 0.002079,
"min": 0.036989,
"max": 0.49288,
"recall-0.025": 0.0,
"recall-0.05": 0.021667,
"recall-0.1": 0.88,
"recall-0.15": 0.906667,
"recall-0.05": 0.005,
"recall-0.1": 0.83,
"recall-0.15": 0.936667,
"recall-0.25": 0.978333,
"recall-0.5": 0.996667,
"num_labels": 600
},
"ankle_right": {
"count": 597,
"mean": 0.085279,
"median": 0.069562,
"std": 0.05552,
"sem": 0.002274,
"min": 0.031135,
"max": 0.445133,
"recall-0.025": 0.0,
"recall-0.05": 0.015,
"recall-0.1": 0.878333,
"recall-0.15": 0.901667,
"recall-0.25": 0.973333,
"recall-0.5": 0.995,
"num_labels": 600
},
"joint_recalls": {
"num_labels": 7800,
"recall-0.025": 0.16897,
"recall-0.05": 0.47551,
"recall-0.1": 0.81936,
"recall-0.15": 0.92923,
"recall-0.25": 0.99333,
"recall-0.5": 0.99949
"recall-0.025": 0.17013,
"recall-0.05": 0.47244,
"recall-0.1": 0.81949,
"recall-0.15": 0.92897,
"recall-0.25": 0.99244,
"recall-0.5": 0.99936
}
}
{
"total_parts": 8400,
"correct_parts": 8091,
"pcp": 0.963214
"correct_parts": 8089,
"pcp": 0.962976
}
```