Laser & Optoelectronics Progress, Volume. 56, Issue 3, 031006(2019)

Medical Image Enhancement Algorithm Based on Shearlet Domain and Improve Pal-King Algorithm

Xiangdan Hou1,2, Mengjing Zheng1,2, Hongpu Liu1,2、*, and Bocen Li1,2
Author Affiliations
  • 1 School of Artificial Intelligence, Hebei University of Technology, Tianjin 300401, China
  • 2 Hebei Provincial Key Laboratory of Big Data Computing, Tianjin 300401, China
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    Figures & Tables(9)
    Shearlet transformation in frequency domain
    Shearlet transform of frequency domain support space
    (a) Membership function curve of the original image; (b)improved membership function curve
    Experimental results of different algorithms for lung image. (a) Original image; (b) shearlet[10] method; (c) fractional differential[16] method; (d) improved Pal-King[14] method; (e) proposed method
    Experimental results for different methods. (a) Original image; (b) shearlet[10] method; (c) fractional differential[16] method; (d) improved Pal-King[14] method; (e) proposed method
    Experimental results for different methods. (a) Original image; (b) shearlet[10] method; (c) fractional differential[16] method; (d) improved Pal-King[14] method; (e) proposed method
    • Table 1. Comparison of average objective criteria for lung images

      View table

      Table 1. Comparison of average objective criteria for lung images

      AlgorithmEvaluation indicator
      AGEINTCSTDE
      Shearlet10.4393.9516.3284.526.80
      Fractional differential7.5566.3412.1649.136.51
      Improved Pal-King10.91104.4915.78108.034.92
      Proposed algorithm13.27121.6720.13107.144.98
    • Table 2. Comparison of objective criteria for different algorithms in Fig. 5

      View table

      Table 2. Comparison of objective criteria for different algorithms in Fig. 5

      AlgorithmEvaluation indicator
      AGEINTCSTDE
      Shearlet4.8649.085.6444.105.41
      Fractional differential4.8846.196.2926.065.28
      Improved Pal-King6.1362.637.0649.653.67
      Proposed algorithm9.5477.168.6460.523.72
    • Table 3. Comparison of objective criteria for different algorithms in Fig. 6

      View table

      Table 3. Comparison of objective criteria for different algorithms in Fig. 6

      AlgorithmEvaluation indicator
      AGEINTCSTDE
      Shearlet4.7049.025.3042.696.09
      Fractional differential4.9649.606.0228.065.94
      Improved Pal-King5.0754.095.5847.293.95
      Proposed algorithm6.4768.457.1854.574.00
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    Xiangdan Hou, Mengjing Zheng, Hongpu Liu, Bocen Li. Medical Image Enhancement Algorithm Based on Shearlet Domain and Improve Pal-King Algorithm[J]. Laser & Optoelectronics Progress, 2019, 56(3): 031006

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    Paper Information

    Category: Image Processing

    Received: Jun. 19, 2018

    Accepted: Aug. 31, 2018

    Published Online: Jul. 31, 2019

    The Author Email: Liu Hongpu (liuii@scse.hebut.edu.cn)

    DOI:10.3788/LOP56.031006

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