Reference-to-Video Generation on UVCBench
0.697Aesthetic QualityVDOT
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VDOTBase Model=Wan-14B, #NFE=42025.12 | 0.697 | 0.9434 | 0.7 | 0.6593 | 0.9815 | 0.8988 | 0.8132 | 4.62 | 4.65 | 4.66 | 4.64 | |
| VACEBase Model=Wan-14B, #NFE=1002025.12 | 0.6739 | 0.9539 | 0.8 | 0.6282 | 0.9796 | 0.917 | 0.8254 | 4.65 | 4.71 | 4.63 | 4.66 | |
| Keling1.6Base Model=-, #NFE=-2025.12 | 0.6361 | 0.9385 | 0.9 | 0.6446 | 0.9895 | 0.9011 | 0.835 | 4.82 | 4.78 | 4.85 | 4.82 | |
| Vidu2.0Base Model=-, #NFE=-2025.12 | 0.6079 | 0.9322 | 0.85 | 0.5426 | 0.9754 | 0.8742 | 0.7971 | 4.52 | 4.33 | 4.5 | 4.45 | |
| VACEBase Model=LTX-0.9B, #NFE=802025.12 | 0.5018 | 0.9131 | 0.5 | 0.5588 | 0.9884 | 0.8549 | 0.7195 | 2.36 | 2.03 | 3.11 | 2.5 |