ResearchBenchmarksReference-to-Video Generation on VACE BenchmarkFollow65.99Aesthetic QualityVACE62.433263.356664.2865.2034Dec 7, 2025Evaluation ResultsMethodMethodLinksAesthetic QualityBackground ConsistencyDynamic DegreeImaging QualityMotion SmoothnessSubject ConsistencyAverage ScoreVACEBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=1002025.1265.9998.771571.1999.3898.6774.83VDOTBase Model=Wan-14B, #N...Base Model=Wan-14B, #NFE=42025.1265.4798.582071.9499.3298.4875.63VACEBase Model=LTX-0.9B, #...Base Model=LTX-0.9B, #NFE=802025.1262.5797.8517.572.3299.4797.9174.6