Interactive Motion Synthesis on InterHuman (test)
49.1R Precision (Top 1)TIMotion
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TIMotion2026.03 | 49.1 | 64.8 | 72.4 | 5.433 | 3.775 | 8.032 | 0.952 | |
| UMF2026.03 | 46.7 | 62 | 69.4 | 4.772 | 3.784 | 8.039 | 1.398 | |
| Real2023.04 | 45.2 | 61 | 70.1 | — | 3.755 | 7.948 | — | |
| Real2024.05 | 45.2 | 61 | 70.1 | 0.273 | 3.755 | 7.748 | — | |
| Real motions2023.12 | 45.2 | 61 | 70.1 | 0.273 | 3.755 | 7.948 | — | |
| Ground Truth2026.03 | 45.2 | 61 | 70.1 | 0.273 | 3.755 | 7.948 | — | |
| MoMat-MoGen2023.12 | 44.9 | 59.1 | 66.6 | 5.674 | 3.79 | 8.021 | 1.295 | |
| MoMat-MoGen2026.03 | 44.9 | 59.1 | 66.6 | 5.674 | 3.79 | 8.021 | 1.295 | |
| InterMask2026.03 | 44.9 | 59.9 | 68.3 | 5.154 | 3.79 | 7.944 | 1.737 | |
| ReMoDiffuse2023.12 | 44.2 | 58.9 | 66.6 | 6.366 | 3.802 | 7.956 | 1.226 | |
| in2IN2026.03 | 42.5 | 57.6 | 66.2 | 5.535 | 3.803 | 7.953 | 1.215 | |
| MotionDiffuse2023.12 | 40.1 | 54.1 | 62.2 | 12.663 | 3.805 | 7.639 | 1.176 | |
| InterGen2023.04 | 37.1 | 51.5 | 62.4 | 5.918 | 5.108 | 7.387 | 2.141 | |
| InterGen2023.12 | 37.1 | 51.5 | 62.4 | 5.918 | 5.108 | 7.387 | 2.141 | |
| InterGen2026.03 | 37.1 | 51.5 | 62.4 | 5.918 | 5.108 | 7.387 | 2.141 | |
| FreeMotion2024.05 | 32.6 | 46.2 | 54.4 | 6.74 | 3.848 | 7.828 | 1.226 | |
| FreeMotion2026.03 | 32.6 | 46.2 | 54.4 | 6.74 | 3.848 | 7.828 | 1.226 | |
| RIG2023.04 | 28.5 | 40.9 | 52.1 | 6.775 | 5.876 | 7.311 | 2.096 | |
| InterGenmodified=true2024.05 | 26.4 | 39.2 | 47.2 | 13.404 | 3.882 | 7.77 | 1.451 | |
| T2M2023.04 | 23.8 | 32.5 | 46.4 | 13.769 | 5.731 | 7.046 | 1.387 | |
| T2M2024.05 | 23.8 | 32.5 | 46.4 | 13.769 | 4.731 | 7.046 | 1.387 | |
| T2M2023.12 | 23.8 | 31.5 | 46.4 | 13.769 | 5.731 | 7.046 | 1.387 | |
| T2M2026.03 | 23.8 | 32.5 | 46.4 | 13.769 | 5.731 | 7.046 | 1.387 | |
| TEMOS2023.04 | 22.4 | 31.6 | 45 | 17.375 | 6.342 | 6.939 | 0.535 | |
| TEMOS2024.05 | 22.4 | 31.6 | 45 | 17.375 | 5.342 | 6.939 | 0.535 | |
| TEMOS2023.12 | 22.4 | 31.6 | 45 | 17.375 | 6.342 | 6.939 | 0.535 | |
| TEMOS2026.03 | 22.4 | 31.6 | 45 | 17.375 | 6.342 | 6.939 | 0.535 | |
| ComMDMtraining_setting=fine-tuned on entire InterHuman training set2023.04 | 22.3 | 33.4 | 46.6 | 7.069 | 6.212 | 7.244 | 1.822 | |
| ComMDMmodified_and_retrained=false2024.05 | 22.3 | 33.4 | 46.6 | 7.069 | 5.212 | 7.244 | 1.822 | |
| ComMDM2023.12 | 22.3 | 33.4 | 46.6 | 7.069 | 6.212 | 7.244 | 1.822 | |
| ComMDM2026.03 | 22.3 | 33.4 | 46.6 | 7.069 | 6.212 | 7.244 | 1.822 | |
| MDM2023.04 | 15.3 | 26 | 33.9 | 9.167 | 7.125 | 7.602 | 2.355 | |
| MDM2024.05 | 15.3 | 26 | 33.9 | 9.167 | 6.125 | 7.602 | 2.385 | |
| MDM2023.12 | 15.3 | 26 | 33.9 | 9.167 | 7.125 | 7.602 | 2.355 | |
| MDM2026.03 | 15.3 | 26 | 33.9 | 9.167 | 7.125 | 7.602 | 2.35 | |
| ComMDMtraining_setting=few-shot (10 samples)2023.04 | 6.7 | 12.5 | 18.4 | 38.643 | 14.211 | 3.52 | 0.217 | |
| ComMDMmodified_and_retrained=true2024.05 | 6.7 | 12.5 | 18.4 | 38.643 | 13.211 | 3.52 | 0.217 |