FastCLIPStyler: Towards fast text-based image style transfer using style representation. (arXiv:2210.03461v1 [cs.CV])

Artistic style transfer is usually performed between two images, a style
image and a content image. Recently, a model named CLIPStyler demonstrated that
a natural language description of style could replace the necessity of a
reference style image. They achieved this by taking advantage of the CLIP
model, which can compute the similarity between a text phrase and an image. In
this work, we demonstrate how combining CLIPStyler with a pre-trained, purely
vision-based style transfer model can significantly reduce the …

arxiv image representation style transfer text transfer