Optics and Precision Engineering, Volume. 32, Issue 23, 3513(2024)

Review of sub-pixel edge detection algorithms

Mengjie ZENG1... Chenxi WANG1, Junjie LAI1, Yihan CHEN1, Zewei CHEN1, Binggong YAN2 and Hongliang REN1,* |Show fewer author(s)
Author Affiliations
  • 1College of Information Science and Engineering, Fujian Key Laboratory of Light Propagation and Transformation, Huaqiao University, Xiamen3602, China
  • 2College of Mechanical Engineering and Automation, Huaqiao University, Xiamen36101, China
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    Figures & Tables(11)
    Schematic diagram of common interpolation algorithms
    Flowchart of interpolation calculation after denoising
    Flowchart based on edge gradient direction interpolation
    Edge fitting models
    Flowchart for locating sub-pixel edges using fitting method
    Ideal two-dimensional step model
    Flowchart of classic sub-pixel edge localization using moment method
    Calculation process for mask of Zernike moment A11[45]
    Flow chart of improved Zernike moment method
    Edge models[50]
    • Table 1. Test results of sub-pixel edge detection algorithms

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      Table 1. Test results of sub-pixel edge detection algorithms

      算 法误差或精度/pixel
      Canny算子结合Hermite插值法30±0.5中心点误差-0.442 9半径误差
      双线性插值法±0.65中心点误差-0.588 3半径误差
      反正切函数拟合法390.015 2(平均绝对误差)
      高斯拟合法360.016 2(平均绝对误差)
      空间矩法440.022 3(平均绝对误差)
      LOG算子9像素级
      傅里叶-梅林矩法460.16(边缘定位精度)
      Zernike矩法450.22(边缘定位精度)
      Canny算子结合Zernike矩法490.1~0.3(边缘定位精度)
      基于斜边型和楔形边缘模型的Zernike矩法500.1(边缘定位精度)
      Canny算子10像素级
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    Mengjie ZENG, Chenxi WANG, Junjie LAI, Yihan CHEN, Zewei CHEN, Binggong YAN, Hongliang REN. Review of sub-pixel edge detection algorithms[J]. Optics and Precision Engineering, 2024, 32(23): 3513

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    Paper Information

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    Received: Jul. 2, 2024

    Accepted: --

    Published Online: Mar. 10, 2025

    The Author Email: REN Hongliang (renhongliang@ustc.edu)

    DOI:10.37188/OPE.20243223.3513

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