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Models/OpenPifPaf

OpenPifPaf

Reported on 42 benchmarks across 4 tasks · 1 paper · 15 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision16 results

Pose EstimationonCrowdPose
AP· 2021-03-03
70.5
best: 78.5 (BUCTD-W48 (w/cond. input from PETR, and generative sampling))
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCrowdPose
AP Hard· 2021-03-03
63.8
best: 466 (DETRPose-N)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCrowdPose
AP50· 2021-03-03
89.1
best: 89.4 (KAPAO-L)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCrowdPose
AP75· 2021-03-03
76.1
best: 81.4 (ViTPose-G)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonApolloCar3D
Detection Rate· 2021-03-03
86.1
best: 91.9 (Zauss et al.)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCrowdPose
AP Easy· 2021-03-03
78.4
best: 88.8 (RTMO-l)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCrowdPose
AP Medium· 2021-03-03
72.1
best: 566 (DETRPose-N)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCOCO test-dev
AP· 2021-03-03
70.9
best: 81.1 (ViTPose (ViTAE-G, ensemble))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCOCO test-dev
APL· 2021-03-03
76.8
best: 86.5 (PoseBH-H)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCOCO test-dev
APM· 2021-03-03
67.1
best: 83.8 (4xRSN-50 (ensemble))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCOCO (Common Objects in Context)
AP· 2021-03-03
0.709
best: 79.5 (OmniPose (WASPv2))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCOCO (Common Objects in Context)
Test AP· 2021-03-03
70.9
best: 78.6 (4xRSN-50(384×288))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Pose EstimationonCOCO (Common Objects in Context)
Validation AP· 2021-03-03
71
best: 82.2 (Sapiens-2B)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Multi-Person Pose EstimationonCOCO (Common Objects in Context)
AP· 2021-03-03
0.709
best: 0.792 (RSN)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Multi-Person Pose EstimationonCOCO (Common Objects in Context)
Test AP· 2021-03-03
70.9
best: 76.8 (EvoPose2D-L)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
Multi-Person Pose EstimationonCOCO (Common Objects in Context)
Validation AP· 2021-03-03
71
best: 77.5 (EvoPose2D-L)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440

Methodology13 results

3DonCrowdPose
AP· 2021-03-03
70.5
best: 78.5 (BUCTD-W48 (w/cond. input from PETR, and generative sampling))
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCrowdPose
AP Hard· 2021-03-03
63.8
best: 466 (DETRPose-N)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCrowdPose
AP50· 2021-03-03
89.1
best: 89.4 (KAPAO-L)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCrowdPose
AP75· 2021-03-03
76.1
best: 81.4 (ViTPose-G)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonApolloCar3D
Detection Rate· 2021-03-03
86.1
best: 91.9 (Zauss et al.)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCrowdPose
AP Easy· 2021-03-03
78.4
best: 88.8 (RTMO-l)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCrowdPose
AP Medium· 2021-03-03
72.1
best: 566 (DETRPose-N)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCOCO test-dev
AP· 2021-03-03
70.9
best: 81.1 (ViTPose (ViTAE-G, ensemble))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCOCO test-dev
APL· 2021-03-03
76.8
best: 86.5 (PoseBH-H)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCOCO test-dev
APM· 2021-03-03
67.1
best: 83.8 (4xRSN-50 (ensemble))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCOCO (Common Objects in Context)
AP· 2021-03-03
0.709
best: 79.5 (OmniPose (WASPv2))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCOCO (Common Objects in Context)
Test AP· 2021-03-03
70.9
best: 78.6 (4xRSN-50(384×288))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
3DonCOCO (Common Objects in Context)
Validation AP· 2021-03-03
71
best: 82.2 (Sapiens-2B)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440

Audio13 results

1 Image, 2*2 StitchionCrowdPose
AP· 2021-03-03
70.5
best: 78.5 (BUCTD-W48 (w/cond. input from PETR, and generative sampling))
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCrowdPose
AP Hard· 2021-03-03
63.8
best: 466 (DETRPose-N)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCrowdPose
AP50· 2021-03-03
89.1
best: 89.4 (KAPAO-L)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCrowdPose
AP75· 2021-03-03
76.1
best: 81.4 (ViTPose-G)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionApolloCar3D
Detection Rate· 2021-03-03
86.1
best: 91.9 (Zauss et al.)
SOTA
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCrowdPose
AP Easy· 2021-03-03
78.4
best: 88.8 (RTMO-l)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCrowdPose
AP Medium· 2021-03-03
72.1
best: 566 (DETRPose-N)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCOCO test-dev
AP· 2021-03-03
70.9
best: 81.1 (ViTPose (ViTAE-G, ensemble))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCOCO test-dev
APL· 2021-03-03
76.8
best: 86.5 (PoseBH-H)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCOCO test-dev
APM· 2021-03-03
67.1
best: 83.8 (4xRSN-50 (ensemble))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
AP· 2021-03-03
0.709
best: 79.5 (OmniPose (WASPv2))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
Test AP· 2021-03-03
70.9
best: 78.6 (4xRSN-50(384×288))
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
Validation AP· 2021-03-03
71
best: 82.2 (Sapiens-2B)
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association arXiv:2103.02440