Absolute 3D Human Pose Estimation on H36M (test)
45.4MRPE (Directing)Ray3D
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ray3DTemporal Frames (f)=12022.03 | 45.4 | — | 63.4 | 97.7 | 57.5 | 88 | 74.4 | 53.4 | 59.4 | 116.9 | 119.1 | 79.8 | 60.9 | 85.5 | 64.8 | 56.1 | 74.9 | — | |
| Ray3Dtemporal frames (f)=1, 2D input type=GT2022.03 | 45.4 | 74.9 | 63.4 | 97.7 | 57.5 | 88 | 74.4 | 53.4 | 59.4 | 116.9 | 119.1 | 79.8 | 60.9 | 85.5 | 64.8 | 56.1 | 74.9 | — | |
| PoseLifterVenue=ICCV'19, Temporal Frames (f)=12022.03 | 51.3 | — | 75.6 | 87.8 | 67.9 | 83 | 96.3 | 63.8 | 100 | 138.6 | 231.6 | 93.5 | 83.8 | 108.4 | 73.1 | 51.1 | 93.7 | — | |
| PoseLiftertemporal frames (f)=1, 2D input type=GT2022.03 | 51.3 | 93.7 | 75.6 | 87.8 | 67.9 | 83 | 96.3 | 63.8 | 100 | 138.6 | 231.6 | 93.5 | 83.8 | 108.4 | 73.1 | 51.1 | 93.7 | — | |
| VideoposeVenue=CVPR'19, Temporal Frames (f)=92022.03 | 57.6 | — | 88 | 77.2 | 69.4 | 74.2 | 110.3 | 71.4 | 73.3 | 97 | 225.9 | 86.7 | 77.5 | 80.9 | 61.2 | 52.2 | 86.9 | — | |
| Videoposetemporal frames (f)=9, 2D input type=GT2022.03 | 57.6 | 86.9 | 88 | 77.2 | 69.4 | 74.2 | 110.3 | 71.4 | 73.3 | 97 | 225.9 | 86.7 | 77.5 | 80.9 | 61.2 | 52.2 | 86.9 | — | |
| Ray3DTemporal Frames (f)=92022.03 | 59.3 | — | 65.4 | 99.8 | 55.1 | 93.1 | 80.5 | 55.2 | 70.9 | 116.4 | 104.6 | 89.9 | 59.8 | 70.3 | 56.8 | 52.4 | 75.3 | — | |
| Ray3Dtemporal frames (f)=9, 2D input type=GT2022.03 | 59.3 | 75.3 | 65.4 | 99.8 | 55.1 | 93.1 | 80.5 | 55.2 | 70.9 | 116.4 | 104.6 | 89.9 | 59.8 | 70.3 | 56.8 | 52.4 | 75.3 | — | |
| Ray3DTemporal Frames (f)=12022.03 | 60.2 | — | 75.2 | 102 | 70.6 | 92.5 | 85.2 | 71.7 | 67.5 | 123.9 | 129.5 | 87 | 77.6 | 92.7 | 74 | 67.7 | 85.2 | — | |
| Ray3Dtemporal frames (f)=1, 2D input type=GT2022.03 | 60.2 | — | 75.2 | 102 | 70.6 | 92.5 | 85.2 | 71.7 | 67.5 | 123.9 | 129.5 | 87 | 77.6 | 92.7 | 74 | 67.7 | 85.2 | 85.2 | |
| RIEVenue=ACMMM'21, Temporal Frames (f)=92022.03 | 60.6 | — | 78.3 | 69.5 | 69.5 | 65.1 | 90.6 | 68.3 | 81.5 | 79.1 | 192.1 | 76.2 | 73.6 | 80.2 | 59.5 | 48.1 | 79.5 | — | |
| RIEtemporal frames (f)=9, 2D input type=GT2022.03 | 60.6 | 79.5 | 78.3 | 69.5 | 69.5 | 65.1 | 90.6 | 68.3 | 81.5 | 79.1 | 192.1 | 76.2 | 73.6 | 80.2 | 59.5 | 48.1 | 79.5 | — | |
| PoseFormerVenue=ICCV'21, Temporal Frames (f)=92022.03 | 63.2 | — | 63.2 | 77.4 | 77.4 | 84.3 | 114.6 | 76.8 | 103.1 | 96.5 | 215.8 | 88 | 90.2 | 85.5 | 89.3 | 78 | 95.9 | — | |
| PoseFormertemporal frames (f)=9, 2D input type=GT2022.03 | 63.2 | 95.9 | 63.2 | 77.4 | 77.4 | 84.3 | 114.6 | 76.8 | 103.1 | 96.5 | 215.8 | 88 | 90.2 | 85.5 | 89.3 | 78 | 95.9 | — | |
| PoseLifterVenue=ICCV'19, Temporal Frames (f)=12022.03 | 65.5 | — | 86.9 | 103.9 | 81.4 | 95.2 | 109.2 | 80.1 | 107.3 | 152.4 | 245 | 106.2 | 95.6 | 115.5 | 87.1 | 69.8 | 106.8 | — | |
| PoseLiftertemporal frames (f)=1, 2D input type=GT2022.03 | 65.5 | — | 86.9 | 103.9 | 81.4 | 95.2 | 109.2 | 80.1 | 107.3 | 152.4 | 245 | 106.2 | 95.6 | 115.5 | 87.1 | 69.8 | 106.8 | 106.8 | |
| Ray3DTemporal Frames (f)=92022.03 | 65.6 | — | 70.4 | 100.1 | 64.1 | 92 | 86.6 | 65.6 | 73.2 | 119.2 | 117.4 | 92.9 | 70.1 | 77.1 | 64.4 | 61.4 | 81.4 | — | |
| Ray3Dtemporal frames (f)=9, 2D input type=GT2022.03 | 65.6 | — | 70.4 | 100.1 | 64.1 | 92 | 86.6 | 65.6 | 73.2 | 119.2 | 117.4 | 92.9 | 70.1 | 77.1 | 64.4 | 61.4 | 81.4 | 81.4 | |
| Ray3DNumber of frames=1, 2D detected keypoints=CPN2022.03 | 67.3 | 108.6 | 83.7 | 113.6 | 111.8 | 104.8 | 109.3 | 91.7 | 96.3 | 119.5 | 161.7 | 97.6 | 124.4 | 110.9 | 104.5 | 105.7 | 108.6 | — | |
| VideoposeVenue=CVPR'19, Temporal Frames (f)=92022.03 | 73.7 | — | 99.6 | 88.8 | 82.8 | 81.7 | 121.8 | 89.8 | 83.8 | 110.6 | 234.4 | 95.8 | 92.4 | 91.2 | 69.7 | 64.2 | 98.7 | — | |
| Videoposetemporal frames (f)=9, 2D input type=GT2022.03 | 73.7 | — | 99.6 | 88.8 | 82.8 | 81.7 | 121.8 | 89.8 | 83.8 | 110.6 | 234.4 | 95.8 | 92.4 | 91.2 | 69.7 | 64.2 | 98.7 | 98.7 | |
| RIEVenue=ACMMM'21, Temporal Frames (f)=92022.03 | 75.4 | — | 90.7 | 80.5 | 80.9 | 75.3 | 100.4 | 85.9 | 92.2 | 93.1 | 200.9 | 86.5 | 87.9 | 88.5 | 67.8 | 58.6 | 91 | — | |
| RIEtemporal frames (f)=9, 2D input type=GT2022.03 | 75.4 | — | 90.7 | 80.5 | 80.9 | 75.3 | 100.4 | 85.9 | 92.2 | 93.1 | 200.9 | 86.5 | 87.9 | 88.5 | 67.8 | 58.6 | 91 | 91 | |
| Ray3DNumber of frames=9, 2D detected keypoints=CPN2022.03 | 86.8 | 99.6 | 85.8 | 128.9 | 109.2 | 105 | 94.8 | 75 | 65.2 | 143.9 | 150.5 | 108.6 | 105.7 | 91.6 | 73.9 | 77.8 | 99.6 | — | |
| PoseFormerVenue=ICCV'21, Temporal Frames (f)=92022.03 | 88.3 | — | 88.3 | 91.3 | 94.3 | 96.1 | 127.8 | 101 | 120 | 114.5 | 227.7 | 102.4 | 110.8 | 97.2 | 99.1 | 91.1 | 111.6 | — | |
| PoseFormertemporal frames (f)=9, 2D input type=GT2022.03 | 88.3 | — | 88.3 | 91.3 | 94.3 | 96.1 | 127.8 | 101 | 120 | 114.5 | 227.7 | 102.4 | 110.8 | 97.2 | 99.1 | 91.1 | 111.6 | 111.6 | |
| PoseFormerNumber of frames=9, 2D detected keypoints=CPN2022.03 | 104.7 | 127.7 | 134.7 | 103.9 | 137.4 | 99.6 | 154.6 | 119.8 | 108.9 | 108.2 | 233.7 | 111.1 | 141.1 | 116.2 | 117.9 | 123.8 | 127.7 | — | |
| VideoposeNumber of frames=9, 2D detected keypoints=CPN2022.03 | 124.2 | 124.6 | 115.9 | 111 | 127.3 | 97.6 | 141.9 | 105.7 | 96.4 | 122 | 276.5 | 119.6 | 123.3 | 111.3 | 94 | 101.6 | 124.6 | — | |
| PoseLifterNumber of frames=1, 2D detected keypoints=CPN2022.03 | 134.7 | 135.1 | 102.3 | 126.9 | 135.7 | 109.9 | 138.5 | 110.7 | 110.9 | 170 | 252.4 | 128.4 | 133.9 | 139.4 | 121.6 | 124.4 | 135.1 | — | |
| RIENumber of frames=9, 2D detected keypoints=CPN2022.03 | 139.1 | 129.6 | 124.5 | 129.9 | 133.1 | 99.2 | 141.4 | 116.3 | 93.5 | 124 | 265.9 | 118.4 | 131.3 | 113.6 | 104.5 | 111.8 | 129.6 | — |