High-Resolution Network for Photorealistic Style Transfer

Understand

Photorealistic style transfer aims to transfer the style of one image to another, but preserves the original structure and detail outline of the content image, which makes the content image still look like a real shot after the style transfer.

• Although some realistic image styling methods have been proposed, these methods are vulnerable to lose the details of the content image and produce some irregular distortion structures.
• In this paper, we use a high-resolution network as the image generation network.
• Compared to other methods, which reduce the resolution and then restore the high resolution, our generation network maintains high resolution throughout the process.