ResearchBenchmarksGrey-to-Video Generation on VACE BenchmarkGrey-to-Video Generation on VACE BenchmarkFollow62.87Aesthetic QualityVACE58.460459.605260.7561.8948Dec 7, 2025Evaluation resultsMethodMethodLinksAesthetic QualityBackground ConsistencyDynamic DegreeImaging QualityMotion SmoothnessSubject ConsistencyAverage ScoreVACEBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=1002025.1262.8795.466066.3598.492.9179.33VDOTBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=42025.1262.2595.646566.7498.492.8880.15VACEBase Model=LTX-0.9B, #...Base Model=LTX-0.9B, #NFE=802025.1258.6395.655559.9398.8992.3976.75