Hand Reconstruction on InterHand 2.6M (test)
7.41MPJPEACR
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACRextra info=scale2023.03 | 7.41 | 7.63 | 8.41 | 8.53 | 6.09 | 6.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACRextra info=Box2023.03 | 8.09 | 8.29 | 9.08 | 9.31 | 6.85 | 7.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MeMaHand2023.03 | 8.65 | 8.89 | — | — | — | — | — | — | — | — | 0.832 | 6.22 | — | — | — | — | — | — | — | — | — | — | |
| Li et al.2023.05 | 8.79 | 9.03 | — | — | — | — | 0.51 | 0.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Intaghand2023.03 | 8.79 | 9.03 | — | — | — | — | — | — | — | — | 0.806 | 6.47 | — | — | — | — | — | — | — | — | — | — | |
| IntagHandextra info=Box+scale2023.03 | 9.18 | 9.42 | 9.4 | 9.68 | 9 | 9.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSIM 3D HandArchitecture=GCN2023.05 | 9.68 | 9.89 | — | — | — | — | 0.27 | 0.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IntagHandextra info=Box2023.03 | 9.95 | 10.29 | 10.27 | 10.53 | 9.67 | 9.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCN-Vert2023.05 | 9.95 | 10.23 | — | — | — | — | 0.56 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Li et al.baseline=true2023.05 | 9.97 | 10.63 | — | — | — | — | 0.51 | 0.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSIM 3D HandArchitecture=Trans2023.05 | 10.08 | 10.06 | — | — | — | — | 0.29 | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MeMaHandrepresentation=parametric2023.03 | 10.85 | 10.92 | — | — | — | — | — | — | — | — | 0.79 | 6.9 | — | — | — | — | — | — | — | — | — | — | |
| Transformer2023.05 | 10.89 | 10.83 | — | — | — | — | 0.68 | 0.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCN-Joint2023.05 | 11.49 | 19.2 | — | — | — | — | 5.1 | 0.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zhang et al.2023.05 | 13.48 | 13.95 | — | — | — | — | 0.31 | 0.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InterShaperepresentation=parametric2023.03 | 13.48 | 13.95 | — | — | — | — | — | — | — | — | 0.735 | 9.95 | — | — | — | — | — | — | — | — | — | — | |
| MANO CNN2023.05 | 13.87 | 14.27 | — | — | — | — | 0.32 | 0.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Moon et al.extra info=Box2023.03 | 13.98 | — | 16.02 | — | 12.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MANO-Joint2023.05 | 13.98 | 14.35 | — | — | — | — | 0.32 | 0.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Hasson et al.2023.05 | 14.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Moon et al.2023.05 | 14.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Digit2023.03 | 14.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Spurr et al.2023.03 | 15.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InterNet2023.03 | 16 | — | — | — | — | — | — | — | — | — | 0.711 | — | — | — | — | — | — | — | — | — | — | — | |
| Boukhayma et al.2023.05 | 16.93 | 17.98 | — | — | — | — | 0.31 | 0.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Boukhayma et al.representation=parametric2023.03 | 16.93 | 17.98 | — | — | — | — | — | — | — | — | 0.672 | — | — | — | — | — | — | — | — | — | — | — | |
| Rong et al.2023.05 | 17.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinimalHandrepresentation=parametric2023.03 | 23.48 | 23.89 | — | — | — | — | — | — | — | — | 0.543 | — | — | — | — | — | — | — | — | — | — | — | |
| zimmermann et al.2023.03 | 36.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACR2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 153.62 | 5.05 | 8.65 | 2.51 | 5.36 | — | — | — | |
| Boukhayma et al.extra info=Box, single hand reconstruction method=true2023.03 | — | — | 16.93 | 17.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIR2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.4 | |
| Dyn-HaMRvariant=w/o bio. const.2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.57 | 2.67 | 4.41 | 1.89 | 4.12 | — | — | — | |
| Dyn-HaMRvariant=w/o pen. const.2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.03 | 4.23 | 4.93 | 1.53 | 4.64 | — | — | — | |
| Dyn-HaMRvariant=w/o III2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.81 | 4.49 | 4.96 | 2.89 | 4.87 | — | — | — | |
| Dyn-HaMRvariant=full2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.26 | 2.46 | 4.35 | 1.49 | 3.56 | — | — | — | |
| Fan et al.extra info=Box2023.03 | — | — | 14.27 | — | 11.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCN-Vert2023.05 | — | 10.23 | — | — | — | — | — | — | 1.03 | 17.95 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GT2023.05 | — | 0 | — | — | — | — | — | — | 0.17 | 4.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HaMeR2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 183.45 | 5.17 | 8.43 | 2.45 | 5.45 | — | — | — | |
| HaMeR (FoundHand source)Finetuning status=Before finetune, Synthetic Data Source=FoundHand2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.41 | 7.52 | — | |
| HaMeR (FoundHand source)Finetuning status=After finetune, Synthetic Data Source=FoundHand2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.68 | 6.29 | — | |
| HaMeR (SesaHand source)Finetuning status=Before finetune, Synthetic Data Source=SesaHand2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.71 | 9.89 | — | |
| HaMeR (SesaHand source)Finetuning status=After finetune, Synthetic Data Source=SesaHand2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.56 | 8.72 | — | |
| IntaghandGPU=Tesla V1002023.03 | — | — | — | — | — | — | — | — | — | — | — | — | 37.28 | 51.86 | — | — | — | — | — | — | — | — | |
| IntagHand2024.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 165.31 | 4.82 | 9.19 | 2.69 | 5.07 | — | — | — | |
| IntagHand2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.36 | |
| InterShapeGPU=Tesla V1002023.03 | — | — | — | — | — | — | — | — | — | — | — | — | 139.6 | 47.77 | — | — | — | — | — | — | — | — | |
| InterWild2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.51 | |
| Li et al.2023.05 | — | 9.03 | — | — | — | — | — | — | 1.04 | 17.61 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MANO-CNN2023.05 | — | 14.27 | — | — | — | — | — | — | 1.03 | 17.81 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MeMaHandGPU=Tesla V1002023.03 | — | — | — | — | — | — | — | — | — | — | — | — | 38.31 | 60.52 | — | — | — | — | — | — | — | — | |
| OmniHands2024.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.56 | |
| Spurr et al.extra info=Box, single hand reconstruction method=true2023.03 | — | — | 15.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Transformer2023.05 | — | 10.83 | — | — | — | — | — | — | 1.04 | 18.37 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSIM 3D HandInteraction refinement=Before2023.05 | — | 9.89 | — | — | — | — | — | — | 1 | 17.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSIM 3D HandInteraction refinement=After2023.05 | — | 9.92 | — | — | — | — | — | — | 0.51 | 7.62 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zhang et al.extra info=Box2023.03 | — | — | 13.48 | 13.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zhou et al.extra info=Box, single hand reconstruction method=true2023.03 | — | — | 23.48 | 23.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zimmermann et al.extra info=Box, single hand reconstruction method=true2023.03 | — | — | 36.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |