Multimodal Customization on OC-Bench (test)
0.812Face-SimOmni-Customizer
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Omni-CustomizerParadigm=Joint Audio-Video Customization2026.05 | 0.812 | 0.976 | 0.514 | 6.235 | 7.821 | 0.194 | 0.592 | 0.654 | 0.968 | 15.2 | 4.32 | 0.124 | |
| DreamID-OmniParadigm=Joint Audio-Video Customization2026.05 | 0.789 | 0.967 | 0.471 | 6.082 | 8.024 | 0.188 | 0.584 | 0.648 | 0.945 | 28.4 | 4.12 | 0.112 | |
| Wan2.2-S2VParadigm=Audio-Driven Video Customization2026.05 | 0.774 | 0.963 | — | 5.864 | 8.521 | 0.122 | 0.518 | 0.642 | 0.954 | — | — | — | |
| SkyReel-A2Paradigm=Audio-Driven Video Customization2026.05 | 0.761 | 0.958 | — | 4.218 | 9.124 | 0.184 | 0.552 | 0.638 | 0.941 | — | — | — | |
| LTX2.3Paradigm=Qwen-Image + I2V2026.05 | 0.742 | 0.952 | — | 6.028 | 8.214 | 0.092 | 0.484 | 0.672 | 0.878 | 22.4 | 3.92 | 0.098 | |
| HunyuanCustomParadigm=Audio-Driven Video Customization2026.05 | 0.732 | 0.954 | — | 3.752 | 9.842 | 0.181 | 0.574 | 0.654 | 0.908 | — | — | — | |
| HumoParadigm=Audio-Driven Video Customization2026.05 | 0.708 | 0.941 | — | 3.421 | 10.23 | 0.124 | 0.521 | 0.612 | 0.887 | — | — | — | |
| MOVAParadigm=Qwen-Image + I2V2026.05 | 0.695 | 0.936 | — | 5.425 | 8.938 | 0.085 | 0.438 | 0.594 | 0.866 | 33.8 | 3.65 | 0.086 | |
| OviParadigm=Qwen-Image + I2V2026.05 | 0.692 | 0.934 | — | 5.421 | 8.942 | 0.084 | 0.435 | 0.592 | 0.864 | 34.2 | 3.64 | 0.084 | |
| VACEParadigm=Video Customization2026.05 | 0.674 | 0.895 | — | — | — | — | 0.345 | 0.534 | 0.862 | — | — | — | |
| PhantomParadigm=Video Customization2026.05 | 0.657 | 0.882 | — | — | — | — | 0.322 | 0.431 | 0.853 | — | — | — | |
| Universe-1Paradigm=Qwen-Image + I2V2026.05 | 0.642 | 0.912 | — | 5.012 | 9.421 | 0.076 | 0.412 | 0.574 | 0.842 | 43.1 | 3.41 | 0.072 |