The goal of this special issue is to solicit original work at the intersection of computer vision and deep generative models such as Generative Adversarial Networks (GANs). This special issue received 58 initial submissions. Five submissions were either withdrawn or were rejected after abstract review, 53 manuscripts went through the IJCV review cycle, out of which 21 papers were accepted to this special issue.