Optics and Precision Engineering, Volume. 32, Issue 10, 1582(2024)

Underwater image enhancement synthesizing multi-scale information and attention mechanisms

Xiaohua XIA1,*... Yuquan ZHONG1, Peng HU1, Yunshi YAO1,2, Jiguang GENG2 and Liangqi ZHANG2 |Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Road Construction Technology and Equipment, Ministry of Education, Chang'an University, Xi'an70064,China
  • 2Henan Wanli Transportation Technology Group Co. Ltd., Xuchang461000, China
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    Figures & Tables(14)
    Generator network structure
    Multi-scale hybrid convolution structure
    Attention mechanism structure
    Discriminator network structure
    Loss function variation chart with iterations
    Comparison of the processing results of the seven methods
    PSNR of the result obtained by the model proposed in this paper and comparison methods
    SSIM of the result obtained by the model proposed in this paper and comparison methods
    UIQM of the result obtained by the model proposed in this paper and comparison methods
    NIQE of the result obtained by the model proposed in this paper and comparison methods
    Comparison of standard color card tests
    • Table 1. Average score of each method on the entire test set

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      Table 1. Average score of each method on the entire test set

      MethodsPSNRSSIMUIQMNIQE
      UDCP14.4960.5591.8434.748
      RGHS18.0160.7462.3504.574
      IBLA18.8700.7002.1584.728
      UGAN21.0690.7862.8864.496
      FUnIE-GAN22.1460.7872.8194.482
      UIE-WD21.6050.7872.8454.615
      Ours22.4990.7892.9114.175
    • Table 2. Comparison results of operating time

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      Table 2. Comparison results of operating time

      MethodsUDCPRGHSIBLAUGANFUnIE-GANUIE-WDOurs
      Time/s2.6520.7295.6780.0140.0130.0100.014
    • Table 3. Comparison results of ablation experiments

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      Table 3. Comparison results of ablation experiments

      Attention mechanismHybrid convolutionGlobal encoderPSNRSSIMUIQMNIQE
      22.4990.7892.9114.175
      ×20.7580.6962.8035.026
      ×21.6380.7432.8044.061
      ×21.9730.7582.7704.289
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    Xiaohua XIA, Yuquan ZHONG, Peng HU, Yunshi YAO, Jiguang GENG, Liangqi ZHANG. Underwater image enhancement synthesizing multi-scale information and attention mechanisms[J]. Optics and Precision Engineering, 2024, 32(10): 1582

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    Paper Information

    Category:

    Received: Dec. 14, 2023

    Accepted: --

    Published Online: Jul. 8, 2024

    The Author Email: XIA Xiaohua (xhxia@chd.edu.cn)

    DOI:10.37188/OPE.20243210.1582

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