Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement
Low-Light Image Enhancement (LLIE) requires a careful balance among noise suppression, color fidelity, and efficiency. Recent HVI-based methods alleviate color entanglement by decoupling intensity and chromaticity, yet how reliably the two streams are fused again is an overlooked factor that largely determines the final quality. We observe that the confidence of cross-stream attention is strongly layer-dependent, so the fixed-quota selection of Top-K sparse attention is mismatched to it, discarding informative dependencies in some layers while retaining noisy ones in others. Motivated by this
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- FuzzySimilar title/name (fuzzy) · 59%Tongyi-MAI/Z-Image-Turbo →
“Fuzzy title match (0.73): “Thresholded Cross-Attention for Reliable Intensity-Chromatic” ≈ “Tongyi-MAI/Z-Image-Turbo””
- FuzzySimilar title/name (fuzzy) · 87%lightgbm-org/LightGBM →
“Fuzzy title match (0.94): “Thresholded Cross-Attention for Reliable Intensity-Chromatic” ≈ “lightgbm-org/LightGBM””
- FuzzySimilar title/name (fuzzy) · 87%HKUDS/LightRAG →
“Fuzzy title match (0.94): “Thresholded Cross-Attention for Reliable Intensity-Chromatic” ≈ “HKUDS/LightRAG””
- LinkedLinked via arxiv author · 85%Yanyi Wu →
“Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement”
- LinkedLinked via arxiv author · 85%Junxu Zhang →
“Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement”
- LinkedLinked via arxiv author · 85%Junkai Chen →
“Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement”
- LinkedLinked via arxiv author · 85%Laibin Chang →
“Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement”
- LinkedLinked via arxiv author · 85%Jiaqi Ma →
“Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement”