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Image-to-Video Protection Evaluation on I2V protection evaluation protocol unseen prompts 1.0

4.72Subject Preservation ScoreClean
3.14963.55733.9654.3727Jul 1, 2026

Evaluation results

MethodLinks
CleanTarget I2V Model=CogVideoX2026.074.724.223.914.664.38
I2VGuardTarget I2V Model=CogVideoX2026.074.713.953.663.133.86
Anti-PromptTarget I2V Model=CogVideoX2026.074.262.822.612.282.99
CleanTarget I2V Model=LTX-Video2026.073.782.832.853.083.13
I2VGuardTarget I2V Model=LTX-Video2026.073.372.212.171.952.46
Anti-PromptTarget I2V Model=LTX-Video2026.073.212.22.171.922.38