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Spectroscopy and Spectral Analysis, Volume. 41, Issue 7, 2219(2021)

Restoration of High-Frequency Vibration Blurred Hyperspectral Image Based on Dynamic Chaos Disturbance Genetic Algorithm

Xiao-yan WANG1、*, Jie LI2、2; *;, Bang-ping PENG1、1;, and Yi-cheng TU3、3;
Author Affiliations
  • 11. School of Information, Beijing Wuzi University, Beijing 101149, China
  • 22. School of Mechanical-electronic and Vehicle Engineering, University of Civil Engineering and Architecture, Beijing 102616, China
  • 33. Department of Computer Science and Engineering, University of South Florida, Fl, 33647, USA
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    AbstractGet PDF(in Chinese)
    Figures&Tables (20)
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    References (6)
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    Figures & Tables(20)
    Flowchart of dynamic chaos disturbance genetic algorithm

    Fig. 1. Flowchart of dynamic chaos disturbance genetic algorithm

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    Hymap spectral data cube

    Fig. 2. Hymap spectral data cube

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    Original image

    Fig. 3. Original image

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    Flowchart of spectral image cube restoration

    Fig. 4. Flowchart of spectral image cube restoration

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    Vibration degradation image

    Fig. 5. Vibration degradation image

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    Richardson-Lucy restoration

    Fig. 6. Richardson-Lucy restoration

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    Genetic algorithm restoration

    Fig. 7. Genetic algorithm restoration

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    Dynamic chaos disturbance genetic algorithm restoration

    Fig. 8. Dynamic chaos disturbance genetic algorithm restoration

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    Spectra of point (110, 22)

    Fig. 9. Spectra of point (110, 22)

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    Spectra of point (210, 142)

    Fig. 10. Spectra of point (210, 142)

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    Vibration degradation image

    Fig. 11. Vibration degradation image

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    Richardson-Lucy restoration

    Fig. 12. Richardson-Lucy restoration

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    Genetic algorithm restoration

    Fig. 13. Genetic algorithm restoration

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    Dynamic chaos disturbance genetic algorithm restoration

    Fig. 14. Dynamic chaos disturbance genetic algorithm restoration

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    Spectra of point (208, 123)

    Fig. 15. Spectra of point (208, 123)

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    Spectra of point (191, 96)

    Fig. 16. Spectra of point (191, 96)

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    • Table 1. Objective assessment of image quality

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      Table 1. Objective assessment of image quality

      图像有参评价无参评价
      SNRPSNRGMGLS
      原图--26.846 1133.078 6
      退化图3.254 316.897 213.484 268.092 3
      GA复原11.115 123.735 323.087 6116.099 7
      RL复原8.256 622.524 929.645 6138.920 7
      CGA复原13.231 724.234 130.723 4165.724 1

    • Table 2. Spectral quality evaluation of spectral cube

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      Table 2. Spectral quality evaluation of spectral cube

      光谱数据立方体光谱信息散
      度(SID)      		光谱梯度
      角(SGA)
      原光谱立方体--
      畸变光谱立方体1.037 20.987 2
      GA复原光谱立方体1.028 80.973 6
      RL复原光谱立方体0.799 80.897 2
      CGA复原光谱立方体0.628 50.853 0

    • Table 3. Objective assessment of image quality

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      Table 3. Objective assessment of image quality

      图像有参评价无参评价
      SNRPSNRGMGLS
      原图--26.846 1133.078 6
      退化图10.110 423.871 816.845 267.759 5
      GA复原11.470 123.998 925.982 0128.12
      RL复原12.582 424.351 526.775 1137.024 4
      CGA复原17.291 726.935 229.727 3152.301 2

    • Table 4. Spectral quality evaluation of spectral cube

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      Table 4. Spectral quality evaluation of spectral cube

      光谱数据立方体光谱信息散
      度(SID)      		光谱梯度
      角(SGA)
      原光谱立方体--
      b畸变光谱立方体0.901 70.807 3
      GA复原光谱立方体0.899 10.791 5
      RL复原光谱立方体0.857 60.662 3
      CGA复原光谱立方体0.544 90.662 1
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    Xiao-yan WANG, Jie LI, Bang-ping PENG, Yi-cheng TU. Restoration of High-Frequency Vibration Blurred Hyperspectral Image Based on Dynamic Chaos Disturbance Genetic Algorithm[J]. Spectroscopy and Spectral Analysis, 2021, 41(7): 2219

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    Paper Information

    Category: Research Articles

    Received: Jul. 10, 2020

    Accepted: --

    Published Online: Sep. 8, 2021

    The Author Email: WANG Xiao-yan (wangxy252@163.com)

    DOI:10.3964/j.issn.1000-0593(2021)07-2219-07

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology