Joint human motion and body shape generation on HumanML3D (test)
0.002FIDReal motion
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Real motionConditioning=N/A, Shape Generation=N/A2026.04 | 0.002 | 0.702 | 0.864 | 0.914 | 15.151 | 27.492 | 3.27 | |
| Diffusion BasedConditioning=Identity-neutral motion prompts + Identity-aware motion prompts, Shape Generation=true2026.04 | 7.371 | 0.642 | 0.812 | 0.873 | 15.685 | 27.142 | 0.647 | |
| Diffusion BasedConditioning=Identity-neutral motion prompts, Shape Generation=true2026.04 | 7.395 | 0.659 | 0.82 | 0.884 | 15.537 | 27.133 | 1.19 | |
| Diffusion BasedConditioning=Identity-neutral motion prompts + Image features, Shape Generation=true2026.04 | 7.774 | 0.64 | 0.812 | 0.871 | 15.806 | 27.121 | 0.711 | |
| VQ BasedConditioning=Identity-neutral motion prompts, Shape Generation=false2026.04 | 10.952 | 0.625 | 0.801 | 0.871 | 15.69 | 27.261 | — | |
| VQ BasedConditioning=Identity-neutral motion prompts, Shape Generation=true2026.04 | 11.34 | 0.585 | 0.765 | 0.838 | 16.425 | 27.562 | 1.359 | |
| Diffusion BasedConditioning=Identity-neutral motion prompts, Shape Generation=false2026.04 | 13.207 | 0.701 | 0.831 | 0.882 | 15.285 | 27.292 | — |