Author

Lai-Bin Chang

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Jul 2026

CLUIE: Clustering-Aware Recurrent Propagation with Local Structural Compensation for Underwater Image Enhancement

A Clustering-aware RWKV framework, termed CRWKV, is proposed, which reformulates the fixed recurrent propagation path of conventional RWKV into a content-adaptive token trajectory and introduces Clustering-aware Semantic Dynamic Reordering (CSDR), which groups tokens according to semantic feature similarity and derives...

Kui Jiang, Zefan Feng, Lai-Bin Chang et al. · arXiv.org · 0 citations

Jul 2026

Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement

TCA-Net is proposed, a network built around Thresholded Cross-Attention that targets reliable intensity-chromaticity fusion in the HVI space rather than introducing yet another color representation and delivers competitive restoration accuracy, improved color fidelity, and a compact parameter size.

Yanyi Wu, Xu Zhang, Junkai Chen et al. · arXiv.org · 0 citations