Temporal Inpainting (Prediction) on HumanML3D
8.55MPJPEUMO-Unified
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UMO-Unifiedfine-tuning=true2026.03 | 8.55 | 0.73 | 0.05 | 54.1 | 73.1 | 82.7 | 2.849 | |
| UMO-Expertfine-tuning=true2026.03 | 8.75 | 0.91 | 0.34 | 50.1 | 70.4 | 80.2 | 3.025 | |
| CondMDI2026.03 | 10 | 1.08 | 0.957 | 15.5 | 25.2 | 33.3 | 6.619 | |
| MotionLab2026.03 | 10 | 1.37 | 2.124 | 26.8 | 40.5 | 49.5 | 5.117 | |
| UMO-Unifiedfine-tuning=true2026.03 | 10.2 | 54 | 0.056 | 55.3 | 74.4 | 83.4 | 2.823 | |
| UMO-Expertfine-tuning=true2026.03 | 10.3 | 58 | 0.087 | 53.6 | 73.4 | 83.2 | 2.836 | |
| CondMDI2026.03 | 11.2 | 38 | 1.592 | 14.6 | 24.4 | 31.4 | 6.619 | |
| MotionLab2026.03 | 12.3 | 81 | 2.844 | 17.9 | 28.3 | 37.4 | 6.17 | |
| HY-Motiontraining-free=true2026.03 | 13.7 | 0.97 | 21.97 | 31.9 | 47.4 | 57.7 | 5.282 | |
| HY-Motiontraining-free=true2026.03 | 13.8 | 2 | 18.23 | 34.4 | 51.5 | 61.9 | 4.829 |