Chinese Journal of Lasers, Volume. 49, Issue 15, 1507206(2022)

Reconstruction Algorithm of Structured Light Illumination Microscopy Based on Similar Block Denoising and Empirical Mode Decomposition

Zhenqi Dai, Xiuli Bi, and Junchao Fan*
Author Affiliations
  • 1Chongqing Key Laboratory of Image Cognition, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
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    Figures & Tables(10)
    Parameter estimation algorithm based on empirical mode decomposition (EMD). (a) Spectral auto-correlation; (b) frequency distribution of ideal parameter estimation; (c) frequency distribution of actual parameter estimation and its EMD result
    Flow chart of EMD parameter estimation
    Calculation flow chart of dispersion index
    Dispersion index. (a) Schematic of interval partition: (b) schematic of weight distribution function and value range of function; (c) dispersion index of EMD waveform of Fig.4 (d) and Fig.4 (e); (d) initial phase (from left to right and from top to bottom) estimated by averaging original images at the first 1, 3, 5, 7, 9, and 11 time points after exciting the same sample for many times; (e) modulation depth (from left to right and from top to bottom) estimated by averaging original images at the first 1, 3, 5, 7, 9, and 11 time points after exciting the same sample for many times
    Flow chart of VST-VBM3D denoising algorithm
    Comparison of parameter estimation before and after denoising. (a) Cytoskeletal actin microfilaments; (b) comparison of EMD waveform estimated with initial phase before and after denoising in three directions; (c) comparison of EMD waveform estimated with modulation depth before and after denoising in three directions
    Comparison of reconstruction results before and after denoising. (a) Ground truth image; (b) reconstruction result without denoising; (c) reconstruction result after denoising; (d) locally magnified images of Figs. 7(a), (b), and (c)
    • Table 1. Comparison of dispersion index of initial phase EMD waveform

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      Table 1. Comparison of dispersion index of initial phase EMD waveform

      DirectionDispersion index
      Without denoisingAfter denoising
      d10.410.35
      d20.380.32
      d30.400.23
    • Table 2. Comparison of dispersion index of modulation depth EMD waveform

      View table

      Table 2. Comparison of dispersion index of modulation depth EMD waveform

      DirectionDispersion index
      Without denoisingAfter denoising
      d10.430.36
      d20.450.34
      d30.410.33
    • Table 3. Comparison of mean values of PSNR and SSIM

      View table

      Table 3. Comparison of mean values of PSNR and SSIM

      ParameterValue
      PSNRWithout denoising14.89
      After denoising16.69
      Improvement1.80
      SSIMWithout denoising0.77
      After denoising0.87
      Improvement0.10
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    Zhenqi Dai, Xiuli Bi, Junchao Fan. Reconstruction Algorithm of Structured Light Illumination Microscopy Based on Similar Block Denoising and Empirical Mode Decomposition[J]. Chinese Journal of Lasers, 2022, 49(15): 1507206

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    Paper Information

    Category: Biomedical Optical Imaging

    Received: Apr. 21, 2022

    Accepted: Jun. 1, 2022

    Published Online: Jul. 19, 2022

    The Author Email: Junchao Fan (fanjc@cqupt.edu.cn)

    DOI:10.3788/CJL202249.1507206

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