Customizing Text-to-Image Models with a Single Image Pair

arXiv:2405.01536v1 Announce Type: cross
Abstract: Art reinterpretation is the practice of creating a variation of a reference work, making a paired artwork that exhibits a distinct artistic style. We ask if such an image pair can be used to customize a generative model to capture the demonstrated stylistic difference. We propose Pair Customization, a new customization method that learns stylistic difference from a single image pair and then applies the acquired style to the generation process. Unlike existing methods that …

abstract art artwork arxiv cs.cv cs.gr cs.lg difference generative image making practice reference style text text-to-image type variation work