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Fengbin Guan

3 accepted papers

2026

VisualScore: Learning Holistic Visual Quality Scores via Multi-Task Reasoning

ICML 2026poster

Image quality assessment (IQA) is inherently multi-mage quality assessment (IQA) is inherently multi-dimensional, yet existing reward models are typically limited to a single task and become unstable when extended to multi-task settings. In particular, heterogeneous reward scales and variances acros…

Cited by 0SourceScholar
2025

QMamba: On First Exploration of Vision Mamba for Image Quality Assessment

ICML 2025poster

In this work, we take the first exploration of the recently popular foundation model, *i.e.,* State Space Model/Mamba, in image quality assessment (IQA), aiming at observing and excavating the perception potential in vision Mamba. A series of works on Mamba has shown its significant potential in va…