3D whole-body human pose and shape estimation on AGORA SMPL-X (test)
97.8NMVE (All)AiOS
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AiOS2024.03 | 97.8 | 94 | 98 | 90 | 61.3 | 96 | 60.7 | 91.9 | 57.6 | 24.6 | 38.7 | 39.6 | 90.2 | 57.1 | 25.7 | 36.4 | 37.3 | |
| NLF-LFine-tuned=true2024.07 | 98.6 | — | — | — | 62.1 | 96.6 | 61.9 | 92.7 | 58.4 | 27 | 37.9 | 38.1 | 90.8 | 58.2 | 28.5 | 34.4 | 34.9 | |
| Multi-HMRFine-tuned=true2024.07 | 102 | — | — | — | 63.4 | 101.8 | 64.1 | 95.9 | 59.6 | 27.7 | 40.2 | 40.9 | 95.7 | 60.3 | 29.2 | 38.1 | 39 | |
| SMPLer-Xfinetuned on AGORA training set=true, use AiOS bounding box to crop the image=true2024.03 | 102.4 | 96 | 97 | 95 | 63.8 | 99.5 | 62.1 | 98.3 | 61.2 | 30.3 | 40.4 | 40.7 | 95.5 | 59.6 | 31.7 | 37.9 | 38.2 | |
| AiOSuse AiOS bounding box to crop the image=true2024.03 | 103 | 96 | 97 | 95 | 63.5 | 100.8 | 62.6 | 98.9 | 61 | 27.7 | 42.5 | 43.4 | 96.8 | 60.1 | 29.2 | 40.1 | 40.9 | |
| Native AiOS2024.03 | 105.7 | 93 | 98 | 89 | 66.5 | 103.9 | 65.8 | 98.3 | 61.8 | 27.2 | 40.7 | 41.7 | 96.6 | 61.2 | 28.4 | 38.4 | 39.4 | |
| SMPLer-Xfinetuned on AGORA training set=true2024.03 | 107.2 | 93 | 96 | 90 | 68.3 | 104.1 | 66.3 | 99.7 | 63.5 | 29.9 | 39.1 | 39.5 | 96.8 | 61.7 | 31.4 | 36.7 | 37.2 | |
| SMPLer-XFine-tuned=true2024.07 | 107.2 | — | — | — | 68.3 | 104.1 | 66.3 | 99.7 | 63.5 | 29.9 | 39.1 | 39.5 | 96.8 | 61.7 | 31.4 | 36.7 | 37.2 | |
| NLF-SFine-tuned=true2024.07 | 108.6 | — | — | — | 67.9 | 106.3 | 67.4 | 102.1 | 63.8 | 29.5 | 42.7 | 42.8 | 99.9 | 63.4 | 31.7 | 38.7 | 39.2 | |
| HybrIK-X2024.03 | 120.5 | 93 | 95 | 92 | 73.7 | 115.7 | 72.3 | 112.1 | 68.5 | 37 | 46.7 | 47 | 107.6 | 67.2 | 38.5 | 41.2 | 41.4 | |
| HybrIK-XFine-tuned=true2024.07 | 120.5 | — | — | — | 73.7 | 115.7 | 72.3 | 112.1 | 68.5 | 37 | 46.7 | 47 | 107.6 | 67.2 | 38.5 | 41.2 | 41.4 | |
| OSXtrained on AGORA training set only=true, use AiOS bounding box to crop the image=true2024.03 | 126.4 | 96 | 97 | 95 | 81.8 | 123.4 | 80 | 121.3 | 78.5 | 36.1 | 45.9 | 46.3 | 118.5 | 76.8 | 37.6 | 43.5 | 44 | |
| OSXtrained on AGORA training set only=true2024.03 | 130.6 | 94 | 96 | 93 | 85.3 | 127.6 | 83.3 | 122.8 | 80.2 | 36.2 | 45.4 | 46.1 | 119.9 | 78.3 | 37.9 | 43 | 43.9 | |
| OSXFine-tuned=true2024.07 | 130.6 | — | — | — | 85.3 | 127.6 | 83.3 | 122.8 | 80.2 | 36.2 | 45.4 | 46.1 | 119.9 | 78.3 | 37.9 | 43 | 43.9 | |
| SMPLer-X2024.03 | 133.1 | 93 | 96 | 90 | 88.1 | 128.9 | 84.6 | 123.8 | 81.9 | 37.4 | 43.6 | 44.8 | 119.9 | 78.7 | 39.5 | 41.4 | 44.8 | |
| PyMaF-Xfinetuned on AGORA training set=true2024.03 | 141.2 | 89 | 90 | 89 | 94.4 | 140 | 93.5 | 125.7 | 84 | 35 | 44.6 | 45.6 | 124.6 | 83.2 | 37.9 | 42.5 | 43.7 | |
| PyMAF-XFine-tuned=true2024.07 | 141.2 | — | — | — | 94.4 | 140 | 93.5 | 125.7 | 84 | 35 | 44.6 | 45.6 | 124.6 | 83.2 | 37.9 | 42.5 | 43.7 | |
| BEDLAMfinetuned on AGORA training set=true2024.03 | 142.2 | 73 | 98 | 59 | 102.1 | 141 | 101.8 | 103.8 | 74.5 | 23.1 | 31.7 | 33.2 | 102.9 | 74.3 | 24.7 | 29.9 | 31.3 | |
| BEDLAMFine-tuned=true2024.07 | 142.2 | — | — | — | 102.1 | 141 | 101.8 | 103.8 | 74.5 | 23.1 | 31.7 | 33.2 | 102.9 | 74.3 | 24.7 | 29.9 | 31.3 | |
| H4Wfinetuned on AGORA training set=true2024.03 | 144.1 | 94 | 96 | 92 | 96 | 141.1 | 92.7 | 135.5 | 90.2 | 41.6 | 46.3 | 48.1 | 132.6 | 87.1 | 46.1 | 44.3 | 46.2 | |
| Hand4WholeFine-tuned=true2024.07 | 144.1 | — | — | — | 96 | 141.1 | 92.7 | 135.5 | 90.2 | 41.6 | 46.3 | 48.1 | 132.6 | 87.1 | 46.1 | 44.3 | 46.2 | |
| BEDLAM2024.03 | 179.5 | 73 | 98 | 59 | 132.2 | 177.5 | 131.4 | 131 | 96.5 | 25.8 | 38.8 | 39 | 129.6 | 95.9 | 27.8 | 36.6 | 36.7 |