Human Mesh Recovery on EMDB (test)
38.2PA-MPJPEGenHMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GenHMRMethod Category=Probabilistic, Venue=Ours2024.12 | 38.2 | 68.5 | 76.4 | — | |
| MEGABackbone=ViT-H, Inference mode=Deterministic2024.05 | 52.5 | 92.4 | — | 108.6 | |
| TokenHMR‡Backbone=ViT-H, Inference mode=Deterministic, Training data=additionally using 2D data and BEDLAM2024.05 | 55.6 | 91.7 | — | 109.4 | |
| MEGABackbone=HRNet-w48, Inference mode=Deterministic2024.05 | 58.7 | 90.5 | — | 107.9 | |
| MEGA (full mask)Backbone=HRNet-w48, Inference mode=Deterministic, Ablation configuration=full mask2024.05 | 59.2 | 92.7 | — | 110.3 | |
| HMR2.0Method Category=Deterministic, Venue=ICCV 20232024.12 | 61.5 | 97.8 | 120.1 | — | |
| HMR2.0Backbone=ViT-H, Inference mode=Deterministic2024.05 | 61.5 | 97.8 | — | 120.1 | |
| MEGA (w/o pre-training + full mask)Backbone=HRNet-w48, Inference mode=Deterministic, Ablation configuration=w/o pre-training + full mask2024.05 | 62 | 95.9 | — | 113.9 | |
| MEGA (linear masking)Backbone=HRNet-w48, Inference mode=Deterministic, Ablation configuration=linear masking2024.05 | 63.3 | 100.1 | — | 118.7 | |
| VQ HPSMethod Category=Deterministic, Venue=ECCV 20242024.12 | 65.2 | 99.9 | 112.9 | — | |
| VQ-HPSBackbone=HRNet-w48, Inference mode=Deterministic2024.05 | 65.2 | 99.9 | — | 112.9 | |
| TokenHMRMethod Category=Deterministic, Venue=CVPR 20242024.12 | 66.1 | 98.1 | 116.2 | — | |
| TokenHMR+Backbone=ViT-H, Inference mode=Deterministic, Training data=additionally using 2D training data2024.05 | 67.5 | 102.4 | — | 124.4 | |
| CLIFFMethod Category=Deterministic, Venue=ECCV 20222024.12 | 68.8 | 103.1 | 122.9 | — | |
| CLIFFBackbone=HRNet-w48, Inference mode=Deterministic2024.05 | 68.8 | 103.1 | — | 122.9 | |
| PAREMethod Category=Deterministic, Venue=ICCV 20212024.12 | 72.2 | 113.9 | 133.2 | — | |
| PAREBackbone=HRNet-w32, Inference mode=Deterministic2024.05 | 72.2 | 113.9 | — | 133.2 | |
| FastMETROMethod Category=Deterministic, Venue=ECCV 20222024.12 | 72.7 | 108.1 | 119.2 | — | |
| FastMETROBackbone=HRNet-w64, Inference mode=Deterministic2024.05 | 72.7 | 108.1 | — | 119.2 |