---
tags:
- gan
- computer vision
- horse to zebra
license:
- cc0-1.0
---

## Keras Implementation of CycleGAN model using [Horse to Zebra dataset](https://www.tensorflow.org/datasets/catalog/cycle_gan#cycle_ganhorse2zebra) 🐴 -> 🦓

This repo contains the model and the notebook [to this Keras example on CycleGAN](https://keras.io/examples/generative/cyclegan/).

Full credits to: [Aakash Kumar Nain](https://twitter.com/A_K_Nain)

## Background Information 
CycleGAN is a model that aims to solve the image-to-image translation problem. The goal of the image-to-image translation problem is to learn the mapping between an input image and an output image using a training set of aligned image pairs. However, obtaining paired examples isn't always feasible. CycleGAN tries to learn this mapping without requiring paired input-output images, using cycle-consistent adversarial networks.
![CycleGAN](https://keras.io/img/examples/generative/cyclegan/cyclegan_25_1.png)