OmniStyle: Filtering High Quality Style Transfer Data at Scale

Illustration Examples Content (a) Instruction-Guided Style Transfer Make this image into XXX Style Travis Foster iPad white-carve Rococo-style oil painting magic color illustration natural wood style flat design Chinese ancient art sketch Style Content (b) Image-Guided Style Transfer Figure 1. OmniStyle enables high-quality (a) instruction-guided style transfer and (b) reference image-guided style transfer, covering a diverse range of styles, including but not limited to comics, vector art, oil painting, sketch, and Chinese ancient art. Note that in (a), a style image of the style descriptions is provided for illustration, and our method only takes a text instruction and a content image as input. In (b), results are generated in a traditional manner of style transfer, in which the model takes both the content and style images as input.