Zhe Cao, Gines Hidalgo, Tomas Simon, Shih-En Wei, Yaser Sheikh
OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
| Task | Dataset | Metric | Value | Model |
|---|---|---|---|---|
| Pose Estimation | COCO test-dev | AP | 64.2 | OpenPose |
| Pose Estimation | COCO test-dev | AP50 | 86.2 | OpenPose |
| Pose Estimation | COCO test-dev | AP75 | 70.1 | OpenPose |
| Pose Estimation | COCO test-dev | APL | 68.8 | OpenPose |
| Pose Estimation | COCO test-dev | APM | 61 | OpenPose |
| Pose Estimation | MPII Human Pose | PCKh-0.5 | 88.8 | OpenPose |
| Pose Estimation | MPII Single Person | PCKh@0.1 | 22.5 | OpenPose |
| Pose Estimation | MPII Single Person | PCKh@0.5 | 88.8 | OpenPose |
| Pose Estimation | CrowdPose | AP Easy | 62.7 | OpenPose |
| Pose Estimation | CrowdPose | AP Hard | 32.3 | OpenPose |
| Pose Estimation | CrowdPose | AP Medium | 58.7 | OpenPose |
| 3D | COCO test-dev | AP | 64.2 | OpenPose |
| 3D | COCO test-dev | AP50 | 86.2 | OpenPose |
| 3D | COCO test-dev | AP75 | 70.1 | OpenPose |
| 3D | COCO test-dev | APL | 68.8 | OpenPose |
| 3D | COCO test-dev | APM | 61 | OpenPose |
| 3D | MPII Human Pose | PCKh-0.5 | 88.8 | OpenPose |
| 3D | MPII Single Person | PCKh@0.1 | 22.5 | OpenPose |
| 3D | MPII Single Person | PCKh@0.5 | 88.8 | OpenPose |
| 3D | CrowdPose | AP Easy | 62.7 | OpenPose |
| 3D | CrowdPose | AP Hard | 32.3 | OpenPose |
| 3D | CrowdPose | AP Medium | 58.7 | OpenPose |
| Multi-Person Pose Estimation | CrowdPose | AP Easy | 62.7 | OpenPose |
| Multi-Person Pose Estimation | CrowdPose | AP Hard | 32.3 | OpenPose |
| Multi-Person Pose Estimation | CrowdPose | AP Medium | 58.7 | OpenPose |
| 1 Image, 2*2 Stitchi | COCO test-dev | AP | 64.2 | OpenPose |
| 1 Image, 2*2 Stitchi | COCO test-dev | AP50 | 86.2 | OpenPose |
| 1 Image, 2*2 Stitchi | COCO test-dev | AP75 | 70.1 | OpenPose |
| 1 Image, 2*2 Stitchi | COCO test-dev | APL | 68.8 | OpenPose |
| 1 Image, 2*2 Stitchi | COCO test-dev | APM | 61 | OpenPose |
| 1 Image, 2*2 Stitchi | MPII Human Pose | PCKh-0.5 | 88.8 | OpenPose |
| 1 Image, 2*2 Stitchi | MPII Single Person | PCKh@0.1 | 22.5 | OpenPose |
| 1 Image, 2*2 Stitchi | MPII Single Person | PCKh@0.5 | 88.8 | OpenPose |
| 1 Image, 2*2 Stitchi | CrowdPose | AP Easy | 62.7 | OpenPose |
| 1 Image, 2*2 Stitchi | CrowdPose | AP Hard | 32.3 | OpenPose |
| 1 Image, 2*2 Stitchi | CrowdPose | AP Medium | 58.7 | OpenPose |