Acta Optica Sinica, Volume. 38, Issue 2, 0210001(2018)

Adaptively-Weighted Blind Image Restoration Algorithm Based on Energy Constraint

Chang Su1,2、*, Tianjiao Fu1, Xingxiang Zhang1, Jianyue Ren1, and Longxu Jin1
Author Affiliations
  • 1 Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, Jilin 130033, China
  • 2 College of Materials Science and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(9)
    Weighted estimation model of optical transfer function
    Spectral comparison between clear images and blurred images. (a) Clear flat image; (b) blurred flat image; (c) spectra of flat images; (d) clear complex texture image; (e) blurred complex texture image; (f) spectra of complex texture images
    Blurred image of Lena and the restored images (partially enlarged). (a) Blurred image of Lena with α=0.1 and β=5/6; (b) A=0; (c) A=-0.5; (d) A=-1; (e) A=-1.5; (f) A=-2; (g) A=-2.5; (h) A=-3
    Flow chart of energy-constrained adaptive restoration algorithm
    Image of Hill and the restored images. (a) The original image; (b) the blurred image with α=0.1 and β=2/3; (c) the restored image of APEX algorithm; (d) the restored image of proposed algorithm
    Image of Lake and restored images. (a) The original image; (b) the noised degraded image with α=0.075 and β=5/6; (c) the restored image of APEX algorithm; (d) the restored image of proposed algorithm
    Multispectral remote sensing image and restored results of a port (partially enlarged). (a) The original multispectral remote sensing image; (b) the restored image of APEX algorithm; (c) the restored image of proposed algorithm
    Multispectral remote sensing image and restored results of an urban area (partially enlarged). (a) The original multispectral remote sensing image; (b) the restored image of APEX algorithm; (c) the restored image of the proposed algorithm
    • Table 1. Comparison of runtime and assessment criteria for restored images

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      Table 1. Comparison of runtime and assessment criteria for restored images

      ImageAPEX algorithmProposed algorithm
      PSNRSSIMRuntime /sPSNRSSIMRuntime /s
      Hill18.25690.9017-23.96970.92122.4628
      Lake22.17960.7148-26.14550.84843.5953
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    Chang Su, Tianjiao Fu, Xingxiang Zhang, Jianyue Ren, Longxu Jin. Adaptively-Weighted Blind Image Restoration Algorithm Based on Energy Constraint[J]. Acta Optica Sinica, 2018, 38(2): 0210001

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    Paper Information

    Category: Image Processing

    Received: Jul. 23, 2017

    Accepted: --

    Published Online: Aug. 30, 2018

    The Author Email: Chang Su (suchang906@163.com)

    DOI:10.3788/AOS201838.0210001

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