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

被引:0
|
作者
Tong, Lihan [1 ]
Li, Weijia [2 ]
Yang, Qingxia [1 ]
Chen, Liyuan [1 ]
Chen, Peng [1 ]
机构
[1] School of Ocean Information Engineering, Jimei University, Xiamen, China
[2] School of Computer Science, Jimei University, Xiamen, China
关键词
Image processing - Machine vision;
D O I
10.1587/transinf.2024EDL8043
中图分类号
学科分类号
摘要
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. Copyright © 2024 The Institute of Electronics, Information and Communication Engineers.
引用
收藏
页码:1472 / 1475
相关论文
共 50 条
  • [21] GLOBAL FEATURE FUSION ATTENTION NETWORK FOR SINGLE IMAGE DEHAZING
    Luo, Jie
    Bu, Qirong
    Zhang, Lei
    Feng, Jun
    2021 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO WORKSHOPS (ICMEW), 2021,
  • [22] DC-GAN with feature attention for single image dehazing
    Tassew, Tewodros
    Xuan, Nie
    SIGNAL IMAGE AND VIDEO PROCESSING, 2024, 18 (03) : 2167 - 2182
  • [23] Lightweight single image dehazing network with residual feature attention
    Bai, Yingshuang
    Li, Huiming
    Leng, Jing
    Luan, Yaqing
    JOURNAL OF ELECTRONIC IMAGING, 2024, 33 (01)
  • [24] A novel attention-based network for single image dehazing
    Gao, Weihao
    Zhang, Yongjun
    Jian, Huachun
    VISUAL COMPUTER, 2024, 40 (08): : 5681 - 5693
  • [25] Image and Model Transformation with Secret Key for Vision Transformer
    Kiya, Hitoshi
    Iijima, Ryota
    Maungmaung, Aprilpyone
    Kinoshita, Yuma
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2023, E106D (01) : 2 - 11
  • [26] Transformer-based progressive residual network for single image dehazing
    Yang, Zhe
    Li, Xiaoling
    Li, Jinjiang
    FRONTIERS IN NEUROROBOTICS, 2022, 16
  • [27] Alternating attention Transformer for single image deraining
    Yang, Dawei
    He, Xin
    Zhang, Ruiheng
    DIGITAL SIGNAL PROCESSING, 2023, 141
  • [28] AAGAN: Enhanced Single Image Dehazing With Attention-to-Attention Generative Adversarial Network
    Wang, Wenhui
    Wang, Anna
    Ai, Qing
    Liu, Chen
    Liu, Jinglu
    IEEE ACCESS, 2019, 7 : 173485 - 173498
  • [29] A modified single image dehazing method for autonomous driving vision system
    Kim, Wong Yoke
    Hum, Yan Chai
    Tee, Yee Kai
    Yap, Wun-She
    Mokayed, Haman
    Lai, Khin Wee
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (09) : 25867 - 25899
  • [30] A modified single image dehazing method for autonomous driving vision system
    Wong Yoke Kim
    Yan Chai Hum
    Yee Kai Tee
    Wun-She Yap
    Haman Mokayed
    Khin Wee Lai
    Multimedia Tools and Applications, 2024, 83 : 25867 - 25899