EAD-GAN: a generative adversarial network for disentangling affine transforms in images

• Main Authors: Liu, Letao, Jiang, Xudong, Saerbeck, Martin, Dauwels, Justin
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Electrical and electronic engineering; Affine Transform; Disentanglement
• Online Access: https://hdl.handle.net/10356/164532
• Institution: Nanyang Technological University

This article proposes a generative adversarial network called explicit affine disentangled generative adversarial network (EAD-GAN), which explicitly disentangles affine transform in a self-supervised manner. We propose an affine transform regularizer to force the InfoGAN to have explicit properties...