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

L Tong, W Li, Q Yang, L Chen, P Chen�- IEICE Transactions on�…, 2024 - jstage.jst.go.jp
L Tong, W Li, Q Yang, L Chen, P Chen
IEICE Transactions on Information and Systems, 2024jstage.jst.go.jp
SUMMARY 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.
SUMMARY 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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