MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Synthesis Via Meta-learning

We propose MetaCloak, a robust solution utilizing meta-learning and transformation-robust noise crafting to prevent unauthorized, subject-driven text-to-image synthesis by DreamBooth models.