Using a Partial Convolutional GAN, you can fill holes in damaged photos. The GitHub repo includes a script that allows you to mask out portions of a face and regenerate missing facial features (eyes, nose). This is currently used in Adobe Photoshop's Content-Aware Fill.
Understanding how to balance the minimax game to avoid mode collapse. Projects & Architectures Simple GAN: Generating basic handwritten digits. Using convolutional layers for high-resolution imagery. Semi-Supervised GAN (SGAN): Learning from partially labeled data. gans in action pdf github
: Excellent. Each GAN component (generator, discriminator, combined model, custom training loop) is clearly separated. Using a Partial Convolutional GAN, you can fill
: Specifically optimized for running the book's examples directly in Google Colab. PDF & Access Understanding how to balance the minimax game to
You can access a free preview of the first chapter via Manning's AWS S3 bucket to get a feel for the teaching style. Core Topics Covered
by Jakub Langr and Vladimir Bok, published by Manning Publications . Official Repository : GANs-in-Action GitHub
While the full PDF is a copyrighted publication by , the GitHub repository provides all the essential technical content: