• Laser & Optoelectronics Progress
  • Vol. 59, Issue 8, 0811010 (2022)
Chengquan Xia, Jianjuan Liang, Hong Liu, and Benyong Liu*
Author Affiliations
  • College of Big Data and Information Engineering, Guizhou University, Guiyang , Guizhou 550025, China
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    DOI: 10.3788/LOP202259.0811010 Cite this Article Set citation alerts
    Chengquan Xia, Jianjuan Liang, Hong Liu, Benyong Liu. Blind Restoration of Blurred Images Combining Dual-Channel Contrast, L0 Regularization Intensity, and Gradient Prior[J]. Laser & Optoelectronics Progress, 2022, 59(8): 0811010 Copy Citation Text show less
    Bright and dark channels corresponding to the image
    Fig. 1. Bright and dark channels corresponding to the image
    Natural image deblurring
    Fig. 2. Natural image deblurring
    Low-light image deblurring
    Fig. 3. Low-light image deblurring
    Face image deblurring
    Fig. 4. Face image deblurring
    Building image deblurring
    Fig. 5. Building image deblurring
    Text image deblurring
    Fig. 6. Text image deblurring
    Quantitative evaluation results on dataset1[14]. (a) Average PSNR; (b) average SSIM
    Fig. 7. Quantitative evaluation results on dataset1[14]. (a) Average PSNR; (b) average SSIM
    Quantitative evaluation results on dataset 2[15]. (a) Average PSNR; (b) average SSIM
    Fig. 8. Quantitative evaluation results on dataset 2[15]. (a) Average PSNR; (b) average SSIM
    Quantitative evaluation results on dataset 3[16]. (a) Averge PSNR; (b) average SSIM
    Fig. 9. Quantitative evaluation results on dataset 3[16]. (a) Averge PSNR; (b) average SSIM
    DatasetMethod in Ref.[11OursIncrease valueIncrease rate /%
    Dataset1140.60360.73380.130221.57
    Dataset2150.74290.80280.05998.06
    Dataset3160.61120.62700.01582.95
    Table 1. Average SSIM score comparison
    DatasetMethod in Ref.[11OursIncrease valueIncrease rate /%
    Dataset11421.613223.71832.10519.74
    Dataset21520.427321.55461.12735.52
    Dataset31615.434915.88400.44912.91
    Table 2. Average PSNR score comparison
    Chengquan Xia, Jianjuan Liang, Hong Liu, Benyong Liu. Blind Restoration of Blurred Images Combining Dual-Channel Contrast, L0 Regularization Intensity, and Gradient Prior[J]. Laser & Optoelectronics Progress, 2022, 59(8): 0811010
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