The Drafting Network is a module designed to transfer global style patterns in low resolution. This is achieved by using an encoder-decoder module, where only the content image is used as input. The network uses an AdaIN module to better combine the style feature and the content feature.
How the Drafting Network Works
The Drafting Network architecture includes an encoder, several AdaIN modules, and a decoder. The encoder is a pre-trained VGG-19 network that extracts features at multiple granularity layers. The AdaIN modules apply feature modulation between the content and style feature, which helps to better combine them. Finally, in each granularity of the decoder, the corresponding feature from the AdaIN module is merged through a skip-connection to reserve content structure.
Benefits of Drafting Network
Drafting Network has several benefits over earlier work. By using low-resolution images, global style patterns are transferred more easily. Additionally, the use of the AdaIN module better combines the style and content features, resulting in better-quality outputs. The use of skip-connections helps to reserve content structure, especially for low-resolution images.
Applications of Drafting Network
Drafting Network has many potential applications, including artistic style transfer, photo manipulation, and image synthesis. Artistic style transfer involves taking an input image and transferring the style of a reference image to it, creating a new image that has the content of the input image and the style of the reference image. Photo manipulation involves modifying an existing image by adding or removing objects, changing colors or lighting, or applying filters or effects. Image synthesis involves creating a new image from scratch.
Overall, the Drafting Network is a powerful tool for transferring global style patterns in low resolution, and has potential applications in a wide range of fields. Its use of the AdaIN module and skip-connections helps to achieve high-quality outputs, and it has many potential applications in artistic style transfer, photo manipulation, and image synthesis.
