AI RESEARCH
Degradation-Aware Adaptive Context Gating for Unified Image Restoration
arXiv CS.CV
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ArXi:2605.01236v1 Announce Type: new Unified image restoration using a single model often faces task interference due to diverse degradations. To address this, we propose DACG-IR (Degradation-Aware Adaptive Context Gating), which enables explicit perception of degradation characteristics to dynamically modulate feature representations. Our method constructs degradation-aware contextual representations from the input to modulate attention distribution, frequency-domain features, and feature aggregation.