Vision Transformer with Key-Select Routing Attention for Single Image Dehazing

Lihan Tong, Weijia Li, Qingxia YANG, Liyuan Chen, Peng Chen · IEICE Transactions on Information and Systems · 2024

We present Ksformer, utilizing Multi-scale Key-select Routing Attention (MKRA) for intelligent selection of key areas through multi-channel, multi-scale windows with a top-k operator, and Lightweight Frequency Processing Module (LFPM) to enhance high-frequency features, outperforming other dehazing methods in tests.

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