3 papers
cs.CV2026
MR-IQA-2: Faithful Image Quality Reflection via Fine-Grained Credit Assignment
Yuan li, Youyuan Lin, Chenhui Chu +1
Multimodal large language models (MLLMs) have shown strong potential for image quality assessment (IQA) by improving consistency between quality ratings and their underlying reason…
cs.CV2026
MR-IQA: A Unified Margin View of Regression and Ranking for Blind Image Quality Assessment
Yuan Li, Youyuan Lin, Zitang Sun +4
Blind image quality assessment (BIQA) is commonly built on two basic learning paradigms: regression and ranking. Regression calibrates absolute scores, whereas ranking recovers qua…
cs.CV2025
Guiding Perception-Reasoning Closer to Human in Blind Image Quality Assessment
Yuan Li, Yahan Yu, Youyuan Lin +3
Humans assess image quality through a perception-reasoning cascade, integrating sensory cues with implicit reasoning to form self-consistent judgments. In this work, we investigate…