From Glance to Scrutiny: Progressive Distortion Reasoning for Fine-Grained Image Quality Assessment
Multi-modal large language models (MLLMs) have demonstrated significant potential in image quality assessment (IQA) by bridging visual perception with descriptive evaluations. However, existing approaches mainly focus on holistic quality prediction, often functioning as black boxes that provide limited insight into whe...