2 papers
cs.CV2026
HiRQA: Hierarchical Ranking and Quality Alignment for Opinion-Unaware Image Quality Assessment
Vaishnav Ramesh, Haining Wang, Md Jahidul Islam
Despite significant progress in no-reference image quality assessment (NR-IQA), dataset biases and reliance on subjective labels continue to hinder their generalization performance…
cs.CV2025
DGIQA: Depth-guided Feature Attention and Refinement for Generalizable Image Quality Assessment
Vaishnav Ramesh, Junliang Liu, Haining Wang +1
A long-held challenge in no-reference image quality assessment (NR-IQA) learning from human subjective perception is the lack of objective generalization to unseen natural distorti…