ResearchBenchmarksImage-to-Video Generation on VBench Dolly ZoomFollow98.56Subject ConsistencyWan2.198.175298.275198.37598.4749Jul 4, 2026Evaluation ResultsMethodMethodLinksSubject ConsistencyBackground ConsistencyMotion SmoothnessAesthetic QualityImaging QualityI2V Subject ConsistencyI2V Background ConsistencyTotal ScoreWan2.1Steps=20, Params (B)=14Steps=20, Params (B)=142026.0798.5697.8299.3665.4570.4598.5499.5289.96Ours-SFTSteps=20, Params (B)=1.2Steps=20, Params (B)=1.22026.0798.2296.1899.1163.969.2298.2199.1289.14OursSteps=4, Params (B)=1.2Steps=4, Params (B)=1.22026.0798.1995.9699.2864.1869.8498.399.3389.3