Journal of Applied Optics, Volume. 45, Issue 2, 354(2024)
Dual-head enhancement and non-uniform correction for underwater image enhancement algorithm
Figures & Tables(15)
Fig. 6. Visualization results of different algorithms on UIEB test set
Fig. 7. Visualization results of different algorithms on LUSI test set
Fig. 8. Visualization results of different algorithms on UIEB challenge set
Fig. 9. Enhanced visualization results of different NUF structures
Fig. 10. Enhanced visualization results of different DHNAF structures
Table 1. Comparison of UIEB test set evaluation indicators
View tableView in ArticleTable 1. Comparison of UIEB test set evaluation indicators
方法 PSNR/dB SSIM UCIQE UIQM CIEDE2000 GDCP 13.27 0.735 0.44 3.67 17.77 Fusion 20.50 0.842 0.48 4.46 8.84 Red 17.47 0.814 0.41 5.31 11.93 Retinex 17.75 0.759 0.44 5.09 14.08 UDCP 12.51 0.608 0.49 1.53 21.48 UWCNN 13.83 0.680 0.31 7.01 16.30 WaterNet 19.35 0.845 0.48 6.10 14.71 FunIE-GAN 17.32 0.734 0.40 5.14 13.69 U-Color 20.99 0.870 0.37 5.58 7.98 Transformer 21.32 0.800 0.38 6.33 7.88 本文 25.34 0.918 0.46 5.59 6.37
Table 2. Comparison of LUSI test set evaluation indicators
View tableView in ArticleTable 2. Comparison of LUSI test set evaluation indicators
方法 PSNR/dB SSIM UCIQE UIQM CIEDE2000 GDCP 13.25 0.692 0.46 3.84 18.97 Fusion 19.27 0.267 0.47 4.23 10.13 Red 20.53 0.827 0.43 5.89 10.32 Retinex 17.23 0.717 0.45 5.26 13.84 UDCP 14.32 0.641 0.49 1.77 19.18 UWCNN 16.69 0.715 0.35 6.84 13.08 WaterNet 20.69 0.830 0.46 5.58 8.93 FunIE-GAN 19.02 0.779 0.43 4.99 14.70 U-Color 21.49 0.843 0.39 6.27 8.98 Transformer 24.45 0.850 0.41 6.17 6.30 本文 26.58 0.875 0.43 6.12 5.82
Table 3. Comparison of UIEB challenge set evaluation indicators
View tableView in ArticleTable 3. Comparison of UIEB challenge set evaluation indicators
方法 GDCP Fusion Red Retinex UDCP UW-CNN WaterNet FunIEGAN U-Color Transformer 本文 UCIQE 0.42 0.48 0.42 0.42 0.48 0.32 0.41 0.39 0.38 0.39 0.44 UIQM 5.03 5.03 6.19 6.00 1.37 7.01 6.34 4.56 6.84 4.17 6.50
Table 4. Comparison of evaluation indicators of different NUF structures
View tableView in ArticleTable 4. Comparison of evaluation indicators of different NUF structures
NUFB个数 PSNR/dB SSIM 3 24.24 0.915 4 25.34 0.920 5 25.27 0.916
Table 5. Results of objective evaluation indicators for different DHNAF on test set
View tableView in ArticleTable 5. Results of objective evaluation indicators for different DHNAF on test set
DHNAF个数 PSNR/dB SSIM OHNAF 24.19 0.916 6 24.67 0.922 8 25.34 0.920 10 25.69 0.919
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Xiao YANG, Bangyong SUN. Dual-head enhancement and non-uniform correction for underwater image enhancement algorithm[J]. Journal of Applied Optics, 2024, 45(2): 354
Paper Information
Category: Research Articles
Received: May. 5, 2023
Accepted: --
Published Online: May. 28, 2024
The Author Email: SUN Bangyong (孙帮勇（1980—）)
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