MasterWeaver: Taming Editability and Identity for Personalized Text-to-Image Generation

arXiv:2405.05806v1 Announce Type: new
Abstract: Text-to-image (T2I) diffusion models have shown significant success in personalized text-to-image generation, which aims to generate novel images with human identities indicated by the reference images. Despite promising identity fidelity has been achieved by several tuning-free methods, they usually suffer from overfitting issues. The learned identity tends to entangle with irrelevant information, resulting in unsatisfied text controllability, especially on faces. In this work, we present MasterWeaver, a test-time tuning-free method designed to generate personalized images …

arxiv cs.cv identity image image generation personalized text text-to-image type