3D Motion Generation on User Study (Human Evaluation)
89.67Overall Quality PreferenceMotion-Adapter MDM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Motion-Adapter MDMBase Model=MDM2026.04 | 89.67 | — | — | — | — | — | — | — | — | — | 9.27 | 8.91 | |
| Motion-Adapter MotionDiffuseBase Model=MotionDiffuse2026.04 | 87.34 | — | — | — | — | — | — | — | — | — | 9.08 | 9.05 | |
| MSD2025.12 | 65.9 | 69.5 | 75.5 | 55.3 | 70.1 | — | — | — | — | — | — | — | |
| PriorMDM2026.04 | 61.56 | — | — | — | — | — | — | — | — | — | 5.56 | 7.84 | |
| STMC2026.04 | 57.78 | — | — | — | — | — | — | — | — | — | 4.02 | 8.17 | |
| MDM2026.04 | 56.78 | — | — | — | — | — | — | — | — | — | 4.78 | 8.35 | |
| MotionLab2026.04 | 54.63 | — | — | — | — | — | — | — | — | — | 4.78 | 8.13 | |
| MotionDiffuse2026.04 | 46.87 | — | — | — | — | — | — | — | — | — | 3.75 | 7.98 | |
| MoGenTS2026.04 | 42.59 | — | — | — | — | — | — | — | — | — | 4.38 | 7.82 | |
| SALADMode=Motion Editing2026.04 | 42.56 | — | — | — | — | — | — | — | — | — | 3.83 | 7.43 | |
| SALAD2026.04 | 41.47 | — | — | — | — | — | — | — | — | — | 4.13 | 7.78 | |
| TC4D2025.12 | 20.7 | 19.5 | 10.3 | 36.5 | 19.2 | — | — | — | — | — | — | — | |
| AYG2025.12 | 13.4 | 11 | 14.2 | 7.1 | 9.7 | — | — | — | — | — | — | — | |
| Animate3D2025.12 | — | 68.2 | 72.6 | 70 | 75.6 | — | — | — | — | — | — | — | |
| DG4D2025.12 | — | 65.4 | 67.4 | 67.6 | 74.6 | — | — | — | — | — | — | — | |
| InterPhys2025.03 | — | — | — | — | 64 | 70 | — | — | — | — | — | — | |
| MotionCFGCompared Method=Baseline2026.03 | — | — | — | — | — | — | 77.42 | 22.58 | 93.55 | 6.45 | — | — | |
| MotionCFGCompared Method=CADS2026.03 | — | — | — | — | — | — | 79.35 | 20.65 | 89.68 | 10.32 | — | — | |
| MotionCFGCompared Method=IG2026.03 | — | — | — | — | — | — | 85.16 | 14.84 | 81.94 | 18.06 | — | — | |
| Relative Movement Dynamics2025.03 | — | — | — | — | 80 | 82 | — | — | — | — | — | — | |
| TokenHSI2025.03 | — | — | — | — | 68 | 74 | — | — | — | — | — | — | |
| Track4DGen2025.12 | — | 68.8 | 74.6 | 71.4 | 77.4 | — | — | — | — | — | — | — | |
| UniHSI2025.03 | — | — | — | — | 62 | 74 | — | — | — | — | — | — |