In-the-wild image quality assessment with diffusion priors

• Main Author: Fu, Honghao
• Other Authors: Wen Bihan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Blind IQA; Diffusion prior; Text-to-image model; Knowledge distillation
• Online Access: https://hdl.handle.net/10356/181882
• Institution: Nanyang Technological University

Blind image quality assessment (IQA) in the wild, which assesses the quality of images with complex authentic distortions and no reference images, presents significant challenges. Given the difficulty in collecting large-scale training data, leveraging limited data to develop a model with strong gen...