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Image-to-Video Protection Evaluation on I2V protection evaluation protocol 1.0 (seen prompts)

4.86Subject PreservationClean
4.0284.2444.464.676Jul 1, 2026

Evaluation results

MethodLinks
CleanTarget I2V Model=CogVideoX2026.074.864.554.194.794.58
I2VGuardTarget I2V Model=CogVideoX2026.074.724.183.812.973.92
CleanTarget I2V Model=LTX-Video2026.074.644.013.74.174.13
Anti-PromptTarget I2V Model=CogVideoX2026.074.373.242.912.493.25
I2VGuardTarget I2V Model=LTX-Video2026.074.243.182.992.73.28
Anti-PromptTarget I2V Model=LTX-Video2026.074.063.022.852.583.12