Controllable Video Generation on CogControlBench
59.6AQCogOmniControl
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CogOmniControlModel Accessibility=Open-Source, Sampling Strategy=Harness BoN2026.05 | 59.6 | 63.7 | 98 | 99 | 53.1 | 3.904 | 3.949 | 4.217 | 4.33 | 2.853 | 4.028 | 3.617 | 2.858 | 3.644 | 3.602 | 74.2 | |
| CogOmniControlModel Accessibility=Open-Source2026.05 | 59.4 | 60.2 | 97.8 | 99 | 52.8 | 3.588 | 3.762 | 4.207 | 4.239 | 2.681 | 3.91 | 3.594 | 2.855 | 3.615 | 3.596 | 72.7 | |
| CogOmniControlModel Accessibility=Open-Source, Sampling Strategy=Best-of-N (BoN)2026.05 | 59.4 | 63.5 | 98 | 99 | 51.3 | 3.795 | 3.905 | 4.176 | 4.325 | 2.714 | 4.017 | 3.594 | 2.769 | 3.594 | 3.552 | 73.3 | |
| Seedance2.0Model Accessibility=Proprietary2026.05 | 58.9 | 65.3 | 98 | 98.9 | 51.7 | 4.11 | 4.252 | 4.348 | 4.412 | 3.054 | 4.05 | 3.731 | 2.731 | 3.469 | 3.494 | 75 | |
| Kling-3OModel Accessibility=Proprietary2026.05 | 57.1 | 64.4 | 97.9 | 98.7 | 51.1 | 3.51 | 4.205 | 4.267 | 2.679 | 3.526 | 3.936 | 3.453 | 2.465 | 3.14 | 3.203 | 70.4 | |
| VINOModel Accessibility=Open-Source2026.05 | 57 | 58.1 | 98 | 98.9 | 28 | 3.324 | 3.853 | 4.02 | 4.116 | 2.327 | 3.855 | 3.626 | 2.71 | 3.341 | 3.344 | 68.6 | |
| VACE-Wan2.1Model Accessibility=Open-Source2026.05 | 54.9 | 63.6 | 97.5 | 98.6 | 52.8 | 3.421 | 3.361 | 3.712 | 3.886 | 2.614 | 3.777 | 3.68 | 2.757 | 3.592 | 3.33 | 66.5 | |
| OmniWeavingModel Accessibility=Open-Source2026.05 | 51.2 | 54.9 | 97.6 | 98.2 | 39.6 | 2.63 | 2.119 | 2.55 | 3.963 | 2.574 | 3.257 | 2.941 | 2.408 | 3.033 | 3 | 60.7 | |
| VACE-LTXModel Accessibility=Open-Source2026.05 | 49.6 | 61.7 | 98 | 98.9 | 34.5 | 2.807 | 2.051 | 1.849 | 3.377 | 2.412 | 2.797 | 2.588 | 1.887 | 2.492 | 2.299 | 55.6 |