ResearchBenchmarksImage-to-Video Generation on VBench I2V Standard (val)Image-to-Video Generation on VBench I2V Standard (val)Follow87.14VBench Appearance ScoreSFT86.25686.485586.71586.9445Mar 18, 2026Evaluation resultsMethodMethodLinksVBench Appearance ScoreVBench Motion ScoreVBench Overall ScoreMotion ScoreFVDSFTBase Model=Wan2.2-TI2V...Base Model=Wan2.2-TI2V, Fine-tuning Type=Supervised Fine-Tuning2026.0387.1483.3485.871.94151.44SHIFTBase Model=Wan2.2-TI2V...Base Model=Wan2.2-TI2V, Fine-tuning Type=Smooth Hybrid Fine-tuning2026.0386.3886.4586.42.93282.24BaseBase Model=Wan2.2-TI2VBase Model=Wan2.2-TI2V2026.0386.2986.2586.272.96284.68