Architecture and algorithm development for generative adversarial networks

• Main Author: Yazici, Yasin
• Other Authors: Yap Kim Hui
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/142989
• Institution: Nanyang Technological University

Generative Adversarial Networks (GANs) are recently invented generative models which can produce highly realistic samples such as images. In GANs framework, a generator and a discriminator play a game against each other. The discriminator aims to find differences between the data distribution and th...