in Computer Vision Image Restoration ~ read.

Physics-Based Generative Adversarial Models for Image Restoration and Beyond

https://arxiv.org/pdf/1808.00605.pdf

a cyclegan

image --> restored image is a generator

but the "generator": restored image-->image is fixed by the physic behind the inverse problem