09/02/2022
While working on paired style transfer:
Implementation of the Image-to-Image Translation with Conditional Adversarial Networks paper
by Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, Alexei A. Efros with the help of educational resources.
The model translates map pictures to the corresponding aerial pictures.
Made with Python and Keras.
The model uses:
- Conditional GANs
- a PatchGAN discriminator, which only penalizes structure at the scale of image patches rather than the whole image.
- a U-Net generator (encoder-decoder architecture with skip connections)