Purify Once, Edit Freely: Breaking Image Protections under Model Mismatch

Researchers have identified a critical vulnerability in image protection systems that use adversarial perturbations to prevent unauthorized AI editing. Two new purification methods can effectively remove these protections, creating a 'purify-once, edit-freely' attack where images become vulnerable to unlimited manipulation.