DiffStyler: Diffusion-based Localized Image Style Transfer

arXiv:2403.18461v1 Announce Type: new
Abstract: Image style transfer aims to imbue digital imagery with the distinctive attributes of style targets, such as colors, brushstrokes, shapes, whilst concurrently preserving the semantic integrity of the content. Despite the advancements in arbitrary style transfer methods, a prevalent challenge remains the delicate equilibrium between content semantics and style attributes. Recent developments in large-scale text-to-image diffusion models have heralded unprecedented synthesis capabilities, albeit at the expense of relying on extensive and often imprecise textual descriptions …

abstract arxiv challenge colors cs.cv diffusion digital equilibrium image imbue integrity semantic semantics style style transfer targets transfer type