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Author

Kui Jiang

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Oct 2026

Learning to Reorder: Value-Driven State Space Models for Underwater Image Enhancement

State Space Models (SSMs) have emerged as a compelling backbone for vision tasks, offering linear complexity and global receptive fields. However, their application to Underwater Image Enhancement (UIE) is fundamentally constrained by the inherent mismatch between the standard sequential scanning mechanism and the uniq...

Kui Jiang, Yan Luo, Jun-Jun Jiang et al. · 0 citations
Preprint Sep 2026

S3VD: Semantic-Guidance Spatio-Temporal Scanning for Video Deraining

This work introduces S3VD, a Semantic-Guidance Spatio-Temporal Scanning framework for video deraining, featuring two key innovations: Multi-Scale Semantic Fusion (MSSF) Module and Spatio-Temporal Scanning Fusion (STSF) Module.

Kui Jiang, Yi'ang Chen, Yan Luo et al. · 0 citations
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. · 0 citations

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