3D Human Interaction Reconstruction on Hi4D
46.9MPJPEInterMesh
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InterMesh2026.05 | 46.9 | 35.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57 | — | — | — | |
| SAT-HMRYear=20242026.05 | 51.1 | 38.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.5 | — | — | — | |
| Ours2025.07 | 59.1 | 44.3 | 72 | 80.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReconCloseYear=20252026.05 | 59.1 | 44.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72 | — | — | — | |
| CloseInttraining data=WildCHI2025.07 | 61.4 | 45.1 | 75.4 | 80.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Multi-HMR 2.aCamera=Predicted2026.06 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.5 | 114.9 | 100 | |
| Multi-HMR 2.aCamera=GT2026.06 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.3 | 113.1 | 100 | |
| CloseInt2025.07 | 63.1 | 47.5 | 76.4 | 81.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Proxemics and Physics-Guided Adaption2024.04 | 63.1 | 47.5 | 76.4 | 81.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CloseIntYear=20242026.05 | 63.1 | 47.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.4 | — | — | — | |
| Multi-HMR 2.bCamera=Predicted2026.06 | 65.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.9 | 123.5 | 99 | |
| Multi-HMR 2.bCamera=GT2026.06 | 65.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.5 | 119.5 | 99 | |
| Multi-HMRCamera=GT2026.06 | 69.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.2 | 116.2 | 98 | |
| Human4D2025.07 | 72.1 | 52.4 | 88.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Human4D2024.04 | 72.1 | 52.4 | 88.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 4D-HumansYear=20232026.05 | 72.1 | 52.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.6 | — | — | — | |
| AiOSCamera=Fixed2026.06 | 72.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 239 | 694.4 | 98 | |
| Fang et al.Year=20242026.05 | 75 | 59.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GroupRec2025.07 | 82.4 | 51.6 | 88.6 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GroupRec2024.04 | 82.4 | 51.6 | 88.6 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GroupRecYear=20232026.05 | 82.4 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.6 | — | — | — | |
| TRACEYear=20232026.05 | 83.8 | 60.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAT-HMRCamera=Fixed2026.06 | 88.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.5 | 132.4 | 100 | |
| CLLIF2025.07 | 91.3 | 53.6 | 109.6 | 141.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIFF2024.04 | 91.3 | 53.6 | 109.6 | 141.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIFFYear=20222026.05 | 91.3 | 53.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 109.6 | — | — | — | |
| BEV2025.07 | 91.8 | 52.2 | 101.2 | 131 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BEV2024.04 | 91.8 | 52.2 | 101.2 | 131 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BEVYear=20222026.05 | 91.8 | 52.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 101.2 | — | — | — | |
| BUDDI2025.07 | 96.8 | 70.6 | 116 | 102.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BUDDI2024.04 | 96.8 | 70.6 | 116 | 102.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BUDDIYear=20242026.05 | 96.8 | 70.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 116 | — | — | — | |
| BEVuse_Hi4D_priors=false2023.06 | — | — | — | — | 78 | 84 | 136 | 200 | 126 | 109 | 135 | 121 | 106 | 163 | 139 | 142 | 131 | 118 | — | — | — | — | |
| BUDDIuse_Hi4D_priors=true2023.06 | — | — | — | — | 70 | 76 | 98 | 127 | 95 | 92 | 113 | 109 | 72 | 105 | 85 | 88 | 96 | 81 | — | — | — | — | |
| BUDDI (F, C)trained_on=Flickr and CHI3D data only, use_Hi4D_priors=false2023.06 | — | — | — | — | 70 | 77 | 115 | 200 | 94 | 92 | 128 | 108 | 100 | 133 | 114 | 104 | 107 | 91 | — | — | — | — | |
| BUDDI (gen.)mode=generative, use_Hi4D_priors=true2023.06 | — | — | — | — | 82 | 90 | 117 | 152 | 139 | 120 | 137 | 130 | 96 | 101 | 97 | 115 | 102 | 101 | — | — | — | — | |
| Heuristicuse_Hi4D_priors=false, optimization_based=true2023.06 | — | — | — | — | 67 | 71 | 121 | 168 | 83 | 94 | 131 | 94 | 68 | 159 | 159 | 118 | 113 | 109 | — | — | — | — | |
| Transformeruse_Hi4D_priors=true2023.06 | — | — | — | — | 79 | 85 | 120 | 161 | 141 | 103 | 138 | 123 | 128 | 117 | 106 | 120 | 105 | 100 | — | — | — | — | |
| VAEuse_Hi4D_priors=true2023.06 | — | — | — | — | 80 | 82 | 138 | 175 | 133 | 114 | 141 | 119 | 87 | 176 | 162 | 135 | 140 | 113 | — | — | — | — |