Protective perturbations defend personalized diffusion models by inducing CLIP embedding misalignment that triggers shortcut learning of noise patterns; a red-teaming method using image restoration and contrastive decoupling learning aims to break this protection.
Gaussian Filtering is a well-known image-processing technique used to reduce image noise and detail by applying a Gaussian kernel
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Rethinking and Red-Teaming Protective Perturbation in Personalized Diffusion Models
Protective perturbations defend personalized diffusion models by inducing CLIP embedding misalignment that triggers shortcut learning of noise patterns; a red-teaming method using image restoration and contrastive decoupling learning aims to break this protection.