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Image Immunization on Stable Diffusion V2.0

0.694Feat. Sim. (C)Clean
0.602480.626240.650.67376Feb 16, 2026

Evaluation results

MethodLinks
CleanImmunization Type=None2026.020.694—————0.408
SAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.65612.790.2710.060.6320.6260.307
ESImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.65113.740.3170.0920.6080.5930.303
OursDFImmunization Type=Universal, Surrogate Model=Stable Diffusion V1.52026.020.62913.220.3140.0850.6080.5970.224
DAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.62812.730.3040.0850.5860.6110.21
OursImmunization Type=Universal, Surrogate Model=Stable Diffusion V1.52026.020.61612.170.240.0570.5550.660.191
EAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.60612.480.2980.0740.5580.6340.188