Retrieving Conditions from Reference Images for Diffusion Models

arXiv:2312.02521v2 Announce Type: replace
Abstract: Newly developed diffusion-based techniques have showcased phenomenal abilities in producing a wide range of high-quality images, sparking considerable interest in various applications. A prevalent scenario is to generate new images based on a subject from reference images. This subject could be face identity for styled avatars, body and clothing for virtual try-on and so on. Satisfying this requirement is evolving into a field called Subject-Driven Generation. In this paper, we consider Subject-Driven Generation as a …

abstract applications arxiv avatars cs.ai cs.cv diffusion diffusion models face generate identity images quality reference type