AI RESEARCH
ClearAIR: A Human-Visual-Perception-Inspired All-in-One Image Restoration
arXiv CS.CV
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ArXi:2601.02763v2 Announce Type: replace All-in-One Image Restoration (AiOIR) has advanced significantly, offering promising solutions for complex real-world degradations. However, most existing approaches rely heavily on degradation-specific representations, often resulting in oversmoothing and artifacts. To address this, we propose ClearAIR, a novel AiOIR framework inspired by Human Visual Perception (HVP) and designed with a hierarchical, coarse-to-fine restoration strategy.