Human-Human Motion Generation on InterHuman (test)
50.1Top-1 R PrecisionTIMotion+RWKV
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TIMotion+RWKVInteraction Mixing Architecture=RWKV2024.08 | 50.1 | 65.6 | 73.4 | 4.702 | 3.769 | 7.943 | 1.005 | |
| TIMotion+TransformerInteraction Mixing Architecture=Transformer2024.08 | 49.1 | 64.8 | 72.4 | 5.433 | 3.775 | 8.032 | 0.952 | |
| Real2024.08 | 45.2 | 61 | 70.1 | 0.273 | 3.755 | 7.948 | — | |
| TIMotion+MambaInteraction Mixing Architecture=Mamba2024.08 | 43.1 | 58.6 | 66.8 | 6.142 | 3.8 | 7.793 | 0.837 | |
| InterGen2024.08 | 37.1 | 51.5 | 62.4 | 5.918 | 5.108 | 7.387 | 2.141 | |
| RIG2024.08 | 28.5 | 40.9 | 52.1 | 6.775 | 4.876 | 7.311 | 2.096 | |
| T2M2024.08 | 23.8 | 32.5 | 46.4 | 13.769 | 4.731 | 7.046 | 1.387 | |
| TEMOS2024.08 | 22.4 | 31.6 | 45 | 17.375 | 5.342 | 6.939 | 0.535 | |
| ComMDMTraining Data Scale=fine-tuned on the entire InterHuman training set2024.08 | 22.3 | 33.4 | 46.6 | 7.069 | 5.212 | 7.244 | 1.822 | |
| MDM2024.08 | 15.3 | 26 | 33.9 | 9.167 | 6.125 | 7.602 | 2.355 | |
| ComMDM*Training Data Scale=few-shot setting with 10 training samples2024.08 | 6.7 | 12.5 | 18.4 | 38.643 | 13.211 | 3.52 | 0.217 |