Navigating Text-To-Image Customization: From LyCORIS Fine-Tuning to Model Evaluation

arXiv:2309.14859v2 Announce Type: replace-cross
Abstract: Text-to-image generative models have garnered immense attention for their ability to produce high-fidelity images from text prompts. Among these, Stable Diffusion distinguishes itself as a leading open-source model in this fast-growing field. However, the intricacies of fine-tuning these models pose multiple challenges from new methodology integration to systematic evaluation. Addressing these issues, this paper introduces LyCORIS (Lora beYond Conventional methods, Other Rank adaptation Implementations for Stable diffusion) [https://github.com/KohakuBlueleaf/LyCORIS], an open-source library that offers a wide …

arxiv cs.ai cs.cv cs.gr cs.lg customization evaluation fine-tuning image text text-to-image type