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Image Immunization on InstructPix2Pix

0.81Feat. Sim. (C)Clean
0.717440.741470.76550.78953Feb 16, 2026

Evaluation results

MethodLinks
CleanImmunization Type=None2026.020.81—————0.658
DAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.78815.890.4090.1340.7550.5330.643
EAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.77416.020.4450.1330.7470.5090.655
SAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.77317.260.4990.1890.7950.4330.632
OursDFImmunization Type=Universal, Surrogate Model=Stable Diffusion V1.52026.020.75216.060.4740.1640.760.4640.552
OursImmunization Type=Universal, Surrogate Model=Stable Diffusion V1.52026.020.72915.360.4180.1350.7130.5270.527
ESImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.72114.770.3960.1280.7020.5290.522