Laser & Optoelectronics Progress, Volume. 58, Issue 4, 0410019(2021)

Speckle Quality Evaluation Based on Gray Level Co-Occurrence Matrix

Lu Chu1,2, Bin Liu1,2、*, Liang Xu1,2、*, Zhiwei Li1,2, and Baofeng Zhang1,2
Author Affiliations
  • 1School of Electrical and Electronic Engineering, Tianjin University of Technology, Tianjin 300384, China
  • 2Tianjin Key Laboratory for Control Theory & Applications in Complicated Systems, Tianjin 300384, China;
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    Figures & Tables(15)
    Speckle measuring system based on DIC method
    Schematic of measuring principle of DIC method
    Process of converting original image to GLCM
    Results of 4 speckle patterns after translation. (a) Error; (b) standard deviation
    Mean gray second derivative of 4 speckle patterns
    Results of speckle pattern processing. (a) Speckle patterns; (b) gray histogram
    Full-field displacement changes in u direction of 4 speckle patterns under different displacement quantities. (a) 0.05 pixel; (b) 0.95 pixel; (c) 1.00 pixel
    Effect of 4 speckle patterns with uneven illumination. (a) Image A; (b) image B; (c) image C; (d) image D
    Error and standard deviation of 4 speckle images with non-uniform illumination. (a) Error; (b) standard deviation
    Results of speckle image C under different average gray values. (a) 208.1751; (b) 140.8798; (c) 97.3179;(d) 62.6947; (e) 50.8449; (f) 23.8115; (g) 2.5869
    Results of 4 speckle patterns at different brightness states. (a) Error; (b) standard deviation
    • Table 1. GLCM eigenvalues of 4 speckle patterns

      View table

      Table 1. GLCM eigenvalues of 4 speckle patterns

      ImageEEentropyCR
      Mean valueVarianceMean valueVarianceMean valueVarianceMean valueVariance
      A0.33990.00751.53010.02260.03570.00401.35820.1358
      B0.24990.00401.85930.01850.03460.00170.93370.0387
      C0.03060.00413.66070.12430.03190.00670.17290.0137
      D0.02470.00393.94530.15600.02260.00440.14040.0076
    • Table 2. GLCM eigenvalues of 4 speckle patterns with non-uniform illumination

      View table

      Table 2. GLCM eigenvalues of 4 speckle patterns with non-uniform illumination

      ImageEEentropyCR
      Mean valueVarianceMean valueVarianceMean valueVarianceMean valueVariance
      A0.20800.00232.09970.02170.00130.00020.29540.0005
      B0.16530.00182.55120.02010.00840.00030.26740.0011
      C0.02030.00294.13860.13780.01810.00310.10370.0035
      D0.01920.00314.18820.15950.01640.00290.08800.0025
    • Table 3. Shannon entropy of 4 speckle patterns with non-uniform llumination

      View table

      Table 3. Shannon entropy of 4 speckle patterns with non-uniform llumination

      ImageABCD
      Shannon entropy5.69355.70707.56867.6756
    • Table 4. GLCM eigenvalues of speckle pattern under different luminance states

      View table

      Table 4. GLCM eigenvalues of speckle pattern under different luminance states

      ImageEEentropyCR
      Fig. 10(a)0.29131.58850.01811.7191
      Fig. 10(b)0.04513.31980.03120.2532
      Fig. 10(c)0.03063.66070.03190.1729
      Fig. 10(d)0.03013.80430.02280.1433
      Fig. 10(e)0.07803.18160.02180.2020
      Fig. 10(f)0.21262.41520.01700.3180
      Fig. 10(g)0.88640.37660.00052.8526
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    Lu Chu, Bin Liu, Liang Xu, Zhiwei Li, Baofeng Zhang. Speckle Quality Evaluation Based on Gray Level Co-Occurrence Matrix[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0410019

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    Paper Information

    Category: Image Processing

    Received: Jul. 10, 2020

    Accepted: Aug. 11, 2020

    Published Online: Feb. 24, 2021

    The Author Email: Liu Bin (liangx999@163.com), Xu Liang (liangx999@163.com)

    DOI:10.3788/LOP202158.0410019

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