ResearchBenchmarksScribble-guided Video Generation on UVCBench FirstFrameFollow58.26Aesthetic QualityVACE55.03655.87356.7157.547Dec 7, 2025Evaluation ResultsMethodMethodLinksAesthetic QualityBackground ConsistencyDynamic DegreeImaging QualityMotion SmoothnessSubject ConsistencyAverage ScoreVACEBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=1002025.1258.2696.785066.9198.9194.8977.63VDOTBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=42025.1257.5496.645068.2398.9794.9477.72VACEBase Model=LTX-0.9B, #...Base Model=LTX-0.9B, #NFE=802025.1255.1696.573566.5299.0594.3674.44