Abstract
Neural Style Transfer has shown very exciting results enabling new forms of image manipulation. Here we extend
the existing method to introduce control over spatial location, colour information and across spatial scale12. We
demonstrate how this enhances the method by allowing
high-resolution controlled stylisation and helps to alleviate
common failure cases such as applying ground textures to
sky regions. Furthermore, by decomposing style into these
perceptual factors we enable the combination of style information from multiple sources to generate new, perceptually
appealing styles from existing ones. We also describe how
these methods can be used to more efficiently produce large
size, high-quality stylisation. Finally we show how the introduced control measures can be applied in recent methods
for Fast Neural Style Transfer