Data Forensics in Diffusion Models: A Systematic Analysis of Membership Privacy. (arXiv:2302.07801v1 [cs.LG])

In recent years, diffusion models have achieved tremendous success in the
field of image generation, becoming the stateof-the-art technology for AI-based
image processing applications. Despite the numerous benefits brought by recent
advances in diffusion models, there are also concerns about their potential
misuse, specifically in terms of privacy breaches and intellectual property
infringement. In particular, some of their unique characteristics open up new
attack surfaces when considering the real-world deployment of such models. With
a thorough investigation of the attack …

analysis applications art attack benefits breaches data diffusion models forensics image generation intellectual property privacy technology terms