ResearchBenchmarksScribble-guided Video Generation on UVCBench ReferenceScribble-guided Video Generation on UVCBench ReferenceFollow65.57Aesthetic QualityVACE51.082854.843958.60562.3661Dec 7, 2025Evaluation resultsMethodMethodLinksAesthetic QualityBackground ConsistencyDynamic DegreeImaging QualityMotion SmoothnessSubject ConsistencyNormalized AverageVACEBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=1002025.1265.5796.437566.298.1993.1882.42VDOTBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=42025.1264.196.787565.3598.393.4182.16VACEBase Model=LTX-0.9B, #...Base Model=LTX-0.9B, #NFE=802025.1251.6489.425056.9698.773.2569.99