ResearchBenchmarksGrey-guided Video Generation on UVCBench FirstFrameFollow69.08Aesthetic QualityVDOT66.344867.054967.76568.4751Dec 7, 2025Evaluation ResultsMethodMethodLinksAesthetic QualityBackground ConsistencyDynamic DegreeImaging QualityMotion SmoothnessSubject ConsistencyNormalized AverageVDOTBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=42025.1269.0898.012065.9299.398.0875.07VACEBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=1002025.1268.8798.251566.1199.398.0274.25VACEBase Model=LTX-0.9B, #...Base Model=LTX-0.9B, #NFE=802025.1266.4597.971063.699.3497.8572.54