AugGAN: Cross Domain Adaptation with GAN-based Data Augmentation

Published in Proceedings of the European Conference on Computer Vision (ECCV), 2018

A structure-aware image-to-image translation network, with encoders, generators, discriminators and parsing nets for both domains in one framework. It preserves image objects and keeps translations consistent, so it can generate large-scale training data for a new domain.