Chengxuan Qin

Fragile by Design: On the Limits of Adversarial Defenses in Personalized DreamBooth Generation

Personalized AI applications such as DreamBooth enable the generation of customized content from user images, but also raise significant privacy concerns, particularly the risk of facial identity leakage. Recent defense mechanisms like Anti-DreamBooth attempt to mitigate this risk by injecting adver