Laser & Optoelectronics Progress, Volume. 58, Issue 22, 2210005(2021)

Edge Detection Algorithm for Unevenly Illuminated Images Based on Parameterized Logarithmic Image Processing Model

Jiansi Liu, Liju Yin*, Jinfeng Pan, Yumin Cui, and Xiangyu Tang
Author Affiliations
  • College of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, Shandong 255000, China
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    Figures & Tables(15)
    Processing of transmitted images under LIP model
    Under the LIP model, two images are added together
    Processing process of φ function
    Processing process of φ-1 function
    Four-direction Sobel operator templates. (a) x-axis direction template; (b) y-axis direction template; (c) 45° direction template; (d) 135° direction template
    3 pixel×3 pixel area
    Gradient image comparison results. (a) Test image; (b) gradient image of proposed algorithm; (c) gradient image of Ref. [14] algorithm; (d) traditional Sobel algorithm gradient image
    Image of real experimental platform
    Internal structure of the experimental platform
    Principle block diagram of experimental platform
    Image of measured target. (a) Car image; (b) triangle base image; (c) triangle base and number plate combination image
    Results of algorithm flow. (a) Original image; (b) filtered image; (c) gradient image; (d) final result image
    Comparison of edge detection results. (a) Original image; (b) traditional Canny algorithm; (c) Sobel algorithm; (d) Ref. [14] algorithm; (e) proposed algorithm
    • Table 1. Comparison of calculation time unit: s

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      Table 1. Comparison of calculation time unit: s

      Picture nameAlgorithm
      Traditional CannySobelRef. [14]Proposed algorithm
      Car1.1480.4381.8342.683
      Triangle base0.8760.3341.4232.376
      Base and number plate0.8520.3391.3722.215
    • Table 2. Evaluation of algorithm’s performance

      View table

      Table 2. Evaluation of algorithm’s performance

      AlgorithmLe1-N1-FMe
      Traditional Canny0.8450.6940.8340.781
      Sobel0.7160.7410.7230.728
      Ref. [14] algorithm0.8940.8720.8860.883
      Proposed algorithm0.9320.9050.9120.915
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    Jiansi Liu, Liju Yin, Jinfeng Pan, Yumin Cui, Xiangyu Tang. Edge Detection Algorithm for Unevenly Illuminated Images Based on Parameterized Logarithmic Image Processing Model[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2210005

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    Paper Information

    Category: Image Processing

    Received: Nov. 27, 2020

    Accepted: Jan. 22, 2021

    Published Online: Oct. 29, 2021

    The Author Email: Liju Yin (Ljyin@163.com)

    DOI:10.3788/LOP202158.2210005

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