Image restoration and representation with deep generative models

• المؤلف الرئيسي: Wang, Yufei
• مؤلفون آخرون: Alex Chichung Kot
• التنسيق: Thesis-Doctor of Philosophy
• اللغة: English
• منشور في: Nanyang Technological University 2025
• الموضوعات: Computer and Information Science; Machine learning; Computer vision; Deep generative models; Computational imaging; Compression
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/182543

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...