Human Motion Prediction on 3DPW (unseen real-life scenes)
0.472ADESkeletonDiffusion
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SkeletonDiffusionType=DM, Zero-shot=true, Training Set=AMASS2025.01 | 0.472 | 0.575 | 6.025 | 0.535 | 0.594 | 9.814 | 10.474 | 3.02 | 0.17 | 4.16 | 0.23 | |
| CoMusionType=DM, Zero-shot=true, Training Set=AMASS2025.01 | 0.477 | 0.57 | 6.83 | 0.54 | 0.587 | 11.404 | 7.093 | 4.01 | 0.38 | 5.54 | 0.5 | |
| BeLFusionType=DM, Zero-shot=true, Training Set=AMASS2025.01 | 0.493 | 0.59 | 6.727 | 0.531 | 0.599 | 7.74 | 17.725 | 6.47 | 0.22 | 7.96 | 0.29 | |
| GSPSType=VAE, Zero-shot=true, Training Set=AMASS2025.01 | 0.552 | 0.65 | 8.469 | 0.578 | 0.653 | 11.809 | 12.722 | 6.38 | 0.29 | 8.65 | 0.35 | |
| DivSampType=VAE, Zero-shot=true, Training Set=AMASS2025.01 | 0.554 | 0.678 | 7.647 | 0.593 | 0.686 | 24.153 | 46.431 | 11.04 | 0.78 | 16.31 | 1.01 | |
| DLowType=VAE, Zero-shot=true, Training Set=AMASS2025.01 | 0.581 | 0.649 | 8.82 | 0.602 | 0.651 | 13.772 | 11.977 | 8.53 | 0.42 | 11.28 | 0.61 | |
| TPKType=VAE, Zero-shot=true, Training Set=AMASS2025.01 | 0.648 | 0.701 | 9.963 | 0.665 | 0.702 | 9.582 | 13.136 | 7.61 | 0.36 | 10.02 | 0.51 | |
| Zero-VelocityType=Alg, Zero-shot=true, Training Set=AMASS2025.01 | 0.755 | 1.011 | 7.294 | 0.777 | 1.013 | 0 | 40.695 | 0 | 0 | 0 | 0 |