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Image Immunization on Stable Diffusion V1.4

0.743Feat. Sim. (C)Clean
0.65980.68140.7030.7246Feb 16, 2026

Evaluation results

MethodLinks
CleanImmunization Type=None2026.020.743—————0.531
ESImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.70416.240.4080.1410.6910.510.426
SAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.70114.910.3360.0880.6660.5490.445
OursDFImmunization Type=Universal, Surrogate Model=Stable Diffusion V1.52026.020.68715.60.4670.1460.7020.5090.374
DAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.67515.540.4570.1430.6950.5070.37
OursImmunization Type=Universal, Surrogate Model=Stable Diffusion V1.52026.020.67514.180.3320.0830.6420.6040.346
EAImmunization Type=Image-specific, Surrogate Model=Stable Diffusion V1.52026.020.66315.460.4440.1190.6640.5450.335