Video-to-4D generation on Helix4DBench 1.0 (test)
0.46ULIP-2Helix4D
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Helix4D2026.05 | 0.46 | 0.8723 | 0.7569 | 0.4063 | 0.2593 | 950 | — | |
| Mesh4Dsampling=uniform 6-frame sampling2026.05 | 0.4353 | 0.8533 | 0.7399 | 0.3691 | 0.3025 | 979 | 79.8 | |
| Motion 3-to-42026.05 | 0.4331 | 0.8674 | 0.7442 | 0.3768 | 0.2697 | 955 | 80.7 | |
| ActionMesh2026.05 | 0.4226 | — | 0.7156 | 0.3761 | — | — | 89.8 | |
| SS4D2026.05 | 0.4191 | 0.8468 | — | 0.3739 | 0.2745 | 1,046 | 71.2 | |
| ShapeGen4D2026.05 | 0.4169 | — | 0.6876 | 0.3687 | — | — | 67.9 |