Image restoration and representation with deep generative models

• Main Author: Wang, Yufei
• Other Authors: Alex Chichung Kot
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Machine learning; Computer vision; Deep generative models; Computational imaging; Compression
• Online Access: https://hdl.handle.net/10356/182543
• Institution: Nanyang Technological University

A fundamental challenge in the realm of computer vision lies in accurately modeling/characterizing image distributions. For example, in high-level vision tasks, better representations of images in the latent space can significantly enhance downstream processes such as image classification and segmen...