text-conditioned human interaction generation on InterHuman (test)
75.7R Precision (Top 3)InterCMDM
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| InterCMDMAutoregressive=false2026.07 | 75.7 | 52.9 | 67.8 | 4.492 | 3.765 | 8.065 | 3.044 | |
| TIMotionAutoregressive=false2026.07 | 73.4 | 50.1 | 65.6 | 4.702 | 3.769 | 7.943 | 1.005 | |
| DHVAE2026.02 | 72 | 49.6 | 64.7 | 5.015 | 3.772 | 7.952 | 0.804 | |
| DHVAE2026.02 | 72 | 49.6 | 64.7 | 5.015 | 3.772 | 7.952 | — | |
| InterActorAutoregressive=false2026.07 | 71.7 | 48.3 | 63.8 | 5.191 | 3.778 | 7.9 | 1.051 | |
| TIMotionreproduced_by_authors=true2026.02 | 71.2 | 48.5 | 63.5 | 5.6 | 3.779 | 7.964 | 0.952 | |
| Ground Truth2025.12 | 70.1 | 45.2 | 61 | 0.273 | 3.755 | 7.948 | — | |
| Ground Truth2026.02 | 70.1 | 45.2 | 61 | 0.273 | 3.755 | 7.948 | — | |
| Real MotionsAutoregressive=false2026.07 | 70.1 | 45.2 | 61 | 0.273 | 3.755 | 7.948 | — | |
| ARMFlowType=Online, CFG strength=1.8, Granularity=4-frame2025.12 | 69.9 | 44.1 | 60.5 | 2.178 | 3.783 | 7.745 | 0.369 | |
| in2IN2026.02 | 68.7 | 45.5 | 61.1 | 5.177 | 3.79 | 7.94 | 1.061 | |
| in2IN2026.02 | 68.7 | 45.5 | 61.1 | 5.177 | 3.79 | 7.94 | — | |
| InterMask2024.10 | 68.3 | 44.9 | 59.9 | 5.154 | 3.79 | 7.944 | 1.737 | |
| InterMaskAutoregressive=false2026.07 | 68.3 | 44.9 | 59.9 | 5.154 | 3.79 | 7.944 | 1.737 | |
| InterMask2026.02 | 68.1 | 44.9 | 59.9 | 5.153 | 3.79 | 7.944 | 1.737 | |
| InterMask2026.02 | 68.1 | 44.9 | 59.9 | 5.153 | 3.79 | 7.944 | — | |
| HINTAutoregressive=true2026.07 | 67.2 | — | — | 3.1 | 3.796 | 7.898 | — | |
| MoMat-MoGen2024.10 | 66.6 | 44.9 | 59.1 | 5.674 | 3.79 | 8.021 | 1.295 | |
| MoMat-MoGen2026.02 | 66.6 | 44.9 | 59.1 | 5.674 | 3.79 | 8.021 | 1.295 | |
| MoMat-MoGen2026.02 | 66.6 | 44.9 | 59.1 | 5.674 | 3.79 | 8.021 | — | |
| MoMat-MoGenAutoregressive=false2026.07 | 66.6 | 44.9 | 59.1 | 5.674 | 3.79 | 8.021 | 1.295 | |
| in2IN2024.10 | 66.2 | 42.5 | 57.6 | 5.535 | 3.803 | 7.953 | 1.215 | |
| in2INAutoregressive=false2026.07 | 66.2 | 42.5 | 57.6 | 5.535 | 3.803 | 7.953 | 1.215 | |
| InterLDM2026.02 | 63.8 | 42.7 | 55.9 | 5.619 | 1.862 | 7.888 | — | |
| InterGen2024.10 | 62.4 | 37.1 | 51.5 | 5.918 | 5.108 | 7.387 | 2.141 | |
| InterGen2026.02 | 62.4 | 37.1 | 51.5 | 5.918 | 5.108 | 7.387 | 2.141 | |
| InterGen2026.02 | 62.4 | 37.1 | 51.5 | 5.918 | 5.108 | 7.387 | — | |
| InterGenAutoregressive=false2026.07 | 62.4 | 37.1 | 51.5 | 5.918 | 5.108 | 7.387 | 2.141 | |
| MLDreproduced_by_authors=true, latent_size=3 × 2562026.02 | 61.2 | 39.2 | 53.3 | 6.158 | 3.817 | 7.785 | 1.236 | |
| MLDImplementation=Re-implemented by the current paper authors2026.02 | 61.2 | 39.2 | 53.3 | 6.158 | 3.817 | 7.785 | — | |
| ReGenNetType=Online, Causal Masking=true2025.12 | 60 | 35.5 | 50.8 | 4.176 | 3.817 | 7.48 | 0.442 | |
| CAMDMType=Online, Context Window=10 frames2025.12 | 58.7 | 33.5 | 49.2 | 4 | 3.828 | 7.547 | 1.581 | |
| InterFormerType=Online2025.12 | 54.2 | 30.2 | 45.7 | 4.871 | 3.845 | 7.482 | 0.254 | |
| ComMDM2024.10 | 46.6 | 22.3 | 33.4 | 7.069 | 6.212 | 7.244 | 1.822 | |
| T2M2024.10 | 46.4 | 23.8 | 32.5 | 13.769 | 5.731 | 7.046 | 1.387 | |
| MDM2024.10 | 33.9 | 15.3 | 26 | 9.167 | 7.125 | 7.602 | 2.35 |