How to Develop a CycleGAN from Scratch

Abdulkader Helwan
10 min readJan 11, 2024

In this article, we implement a CycleGAN with a residual-based generator.

Here, we’ll show you how to implement a residual-based generator and train the resulting CycleGAN on a medical dataset.

‘This is a series of articles about Image-to-Image Translation with CycleGAN’.


In this series of articles, we’ll present a Mobile Image-to-Image Translation system based on a Cycle-Consistent Adversarial Networks (CycleGAN). We’ll build a CycleGAN that can perform unpaired…