Using Dynamic unet and Wasserstein GAN with Vgg16 batch norm to enhance resolution and remove watermarks Trained for removing unwanted text on top of wallpaper.
Remove watermark and enhance resolution
Improved details (Left generated) (Right original)
U-Net: Convolutional Networks for Biomedical Image Segmentation https://arxiv.org/abs/1505.04597
Wasserstein GAN https://arxiv.org/abs/1701.07875