ResearchBenchmarksGrayscale-conditioned Video Generation on UVCBenchFollow63.76Aesthetic QualityVACE60.515261.357662.263.0424Dec 7, 2025Evaluation ResultsMethodMethodLinksAesthetic QualityBackground ConsistencyDynamic DegreeImaging QualityMotion SmoothnessSubject ConsistencyAverage Score (Normalized)Prompt FollowingTemporal ConsistencyVideo QualityAverage ScoreVACEBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=1002025.1263.7698.111560.999.397.5672.444.654.794.814.75VDOTBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=42025.1262.1398.111560.699.3497.6272.134.74.754.844.76VACEBase Model=LTX-0.9B, #...Base Model=LTX-0.9B, #NFE=802025.1260.6498.09558.2999.3797.1469.754.34.073.754.04