Pose Estimation on COCO (test)
76.4APOmniPose (WASPv2)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OmniPose (WASPv2)Input Size=384x288, Params (M)=68.1, GFLOPS=37.92021.03 | 76.4 | 92.6 | 83.7 | 72.6 | 82.6 | 81.2 | |
| DarkPoseInput Size=384x288, Params (M)=63.6, GFLOPS=32.92021.03 | 76.2 | 92.5 | 83.6 | 72.5 | 82.4 | 81.1 | |
| MSPNInput Size=384x288, Params (M)=120, GFLOPS=19.92021.03 | 76.1 | 93.4 | 83.8 | 72.3 | 81.5 | 81.6 | |
| MIPNetBackbone=HRNet-W48-384, Detector=Faster R-CNN, Paradigm=Top-Down2021.01 | 75.7 | — | — | — | — | — | |
| HRNetInput Size=384x288, Params (M)=63.6, GFLOPS=32.92021.03 | 75.5 | 92.5 | 83.3 | 71.9 | 81.5 | 80.5 | |
| HRNetBackbone=HRNet-W48-384, Detector=Faster R-CNN, Paradigm=Top-Down2021.01 | 75.5 | — | — | — | — | — | |
| MIPNetBackbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 74.2 | — | — | — | — | — | |
| OPEC-NetBackbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 73.9 | — | — | — | — | — | |
| Simple BaselineInput Size=384x288, Params (M)=68.6, GFLOPS=35.62021.03 | 73.7 | 91.9 | 70.3 | 81.1 | 80 | 79 | |
| SBLBackbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 73.7 | — | — | — | — | — | |
| RMPEInput Size=320×256, Params (M)=28.1, GFLOPS=26.72021.03 | 72.3 | 89.2 | 79.1 | 68 | 78.6 | — | |
| AlphaPose+Backbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 72.2 | — | — | — | — | — | |
| CPNInput Size=384x2882021.03 | 72.1 | 91.4 | 80 | 68.7 | 77.2 | 78.5 | |
| JC-SPPEBackbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 70.9 | — | — | — | — | — | |
| HghrHRNetParadigm=Bottom-Up, Multi-scale=x2, x1, x0.52021.01 | 70.5 | — | — | — | — | — | |
| HghrHRNet+UDPParadigm=Bottom-Up, Multi-scale=x2, x1, x0.52021.01 | 70.5 | — | — | — | — | — | |
| AlphaPoseBackbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 70.1 | — | — | — | — | — | |
| IPRInput Size=256x256, Params (M)=45.1, GFLOPS=112021.03 | 67.8 | 88.2 | 74.8 | 63.9 | 74 | — | |
| HGGParadigm=Bottom-Up, Multi-scale=x2, x1, x0.52021.01 | 67.6 | — | — | — | — | — | |
| AEParadigm=Bottom-Up, Multi-scale=x2, x1, x0.52021.01 | 65.5 | — | — | — | — | — | |
| G-RMIInput Size=256x256, Params (M)=42.6, GFLOPS=572021.03 | 64.9 | 85.5 | 71.3 | 62.3 | 70 | 69.7 | |
| MaskRCNNBackbone=ResNet101, Detector=YOLO-v3, Paradigm=Top-Down2021.01 | 64.8 | — | — | — | — | — | |
| MBV3-LBackbone=MBV3-L, MAdds(M)=523.6, Params(M)=3.7, Input image size=256x192, Base Model=SimplePose2021.04 | 63.7 | 88.9 | 70.8 | — | — | — | |
| AsymmNet-LBackbone=AsymmNet-L, MAdds(M)=523.9, Params(M)=4.3, Input image size=256x192, Base Model=SimplePose2021.04 | 63.5 | 88.9 | 70.9 | — | — | — | |
| Mask-RCNN2021.03 | 63.1 | 87.3 | 68.7 | 57.8 | 71.4 | — | |
| CMU Pose2021.03 | 61.8 | 84.9 | 57.1 | 67.5 | 68.2 | 66.5 | |
| AsymmNet-sBackbone=AsymmNet-s, MAdds(M)=310.7, Params(M)=1.7, Input image size=256x192, Base Model=SimplePose2021.04 | 54.4 | 84.4 | 59.7 | — | — | — | |
| MBV3-sBackbone=MBV3-s, MAdds(M)=309.7, Params(M)=1.6, Input image size=256x192, Base Model=SimplePose2021.04 | 54.3 | 83.7 | 59.4 | — | — | — |