Laser & Optoelectronics Progress, Volume. 57, Issue 2, 21003(2020)

Shearlet-Transform-Based Improved Total Variation Speckle Denoising Method

Qiu Yue1, Tang Chen1、*, Xu Min1, Huang Shengjian1, and Lei Zhenkun2
Author Affiliations
  • 1School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China
  • 2State Key Laboratory of Structural Analysis for Industrial Equipment, Dalian University of Technology, Dalian, Liaoning 116023, China
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    Figures & Tables(8)
    Flow chart of algorithm
    OCT B-scan images of human retina. (a) Normal retina image; (b) DME retina image; (c) Drusen retina image
    Speckle denoising of normal retina image. (a0)--(a4) Original OCT image with noise and images after speckle denoising by ACD, Curvelet, TV, and proposed method; (b0)--(b4) histograms corresponding to images in Figs. 3 (a0)--(a4); (c10)--(c44) enlarged ROIs V1--V4 corresponding to images in Figs. 3(a0)--(a4)
    Speckle denoising of DME retina image. (a0)--(a4) Original OCT image with noise and images after speckle denoising by ACD, Curvelet, TV, and proposed method; (b0)--(b4) histograms corresponding to images in Figs. 4 (a0)--(a4); (c10)--(c44) enlarged ROIs V1--V4 corresponding to images in Figs. 4(a0)--(a4)
    Speckle denoising of Drusen retina image. (a0)--(a4) Original OCT image and images after speckle denoising by ACD, Curvelet, TV, and proposed method; (b0)--(b4) histograms corresponding to images in Figs. 5(a0)--(a4); (c10)--(c44) enlarged ROIs V1--V4 corresponding to images in Figs. 5(a0)--(a4)
    • Table 1. Metrics of normal retina image experiment

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      Table 1. Metrics of normal retina image experiment

      MethodSNR /dBENLCNRγ
      Original30.6061444.40004.1625-
      ACD53.6106280.10005.88350.9832
      Curvelet41.91111055.80008.94450.9976
      TV39.94831182.300011.61040.9866
      Proposed48.94511346.800013.27540.9932
    • Table 2. Metrics of DME retina image experiment

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      Table 2. Metrics of DME retina image experiment

      MethodSNR /dBENLCNRγ
      Original29.743384.75222.9804-
      ACD44.1283160.84774.35710.9924
      Curvelet40.7001287.33235.42750.9953
      TV37.9425550.23596.31730.9885
      Proposed46.7891649.10498.66470.9927
    • Table 3. Metrics of Drusen retina image experiment

      View table

      Table 3. Metrics of Drusen retina image experiment

      MethodSNR /dBENLCNRγ
      Original26.8779201.59033.1580-
      ACD44.5433305.33315.63490.9908
      Curvelet42.5725881.42778.27960.9930
      TV38.2609922.40899.24660.9906
      Proposed43.1048940.01249.41480.9934
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    Qiu Yue, Tang Chen, Xu Min, Huang Shengjian, Lei Zhenkun. Shearlet-Transform-Based Improved Total Variation Speckle Denoising Method[J]. Laser & Optoelectronics Progress, 2020, 57(2): 21003

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    Paper Information

    Category: Image Processing

    Received: May. 27, 2019

    Accepted: --

    Published Online: Jan. 3, 2020

    The Author Email: Tang Chen (tangchen@tju.edu.cn)

    DOI:10.3788/LOP57.021003

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