Temporal Inpainting (Backcasting) on HumanML3D
2.06MPJPEUMO-Expert
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UMO-Expertfine-tuning=true2026.03 | 2.06 | 0.95 | 0.075 | 49.6 | 69.8 | 79.4 | 3.032 | |
| UMO-Unifiedfine-tuning=true2026.03 | 2.67 | 0.95 | 0.04 | 51.4 | 70.7 | 80.4 | 2.974 | |
| CondMDI2026.03 | 2.72 | 0.92 | 0.803 | 16 | 27.7 | 36.6 | 6.471 | |
| MotionLab2026.03 | 4.01 | 1.44 | 0.117 | 49.5 | 67.3 | 77.6 | 3.131 | |
| UMO-Unifiedfine-tuning=true2026.03 | 9.55 | 1.61 | 0.057 | 56.3 | 74.2 | 83.9 | 2.808 | |
| UMO-Expertfine-tuning=true2026.03 | 9.8 | 1.66 | 0.182 | 52.1 | 72.8 | 81.4 | 3.067 | |
| CondMDI2026.03 | 10.9 | 2.18 | 2.408 | 13.1 | 22.6 | 29.7 | 6.895 | |
| MotionLab2026.03 | 12.1 | 3.78 | 1.469 | 23.1 | 35.2 | 44.8 | 5.413 | |
| HY-Motiontraining-free=true2026.03 | 13.6 | 2.28 | 9.299 | 38.6 | 57.3 | 68.2 | 4.174 | |
| HY-Motiontraining-free=true2026.03 | 13.9 | 1.03 | 36.82 | 20.6 | 31.9 | 39.4 | 6.618 |