ResearchBenchmarksMulti-instance Concept Erasure on Stable Diffusion v1.4 (Snoopy, Mickey, Spongebob)Follow27.84Snoopy (CS)SLD19.05221.333523.61525.8965Jul 6, 2026Evaluation ResultsMethodMethodLinksSnoopy (CS)Mickey (CS)Spongebob (CS)Pikachu (FID)Dog (FID)Legislator (FID)SLD2026.0727.8426.7127.639.4142.3249.88NP2026.0724.2924.7625.3164.7565.159.33ConAbl2026.0723.9423.6425.0451.231.5930.03SPM2026.0722.8122.3520.8239.8322.6825.31MACE2026.0720.4820.521.5999.6847.4670.38CAREgamma (γ)=0.5gamma (γ)=0.52026.0719.4522.5618.46.862.275.55AdaVD2026.0719.3919.7320.346.862.797.26