Acta Optica Sinica, Volume. 41, Issue 5, 0515003(2021)

Edge Detection and Repair of PCBA Components Based on Adaptive Canny Operator

He Yan*, Qifeng Zhao**, Min Xie, and Xiaoling Li
Author Affiliations
  • Liangjiang Artificial Intelligence Academy, Chongqing University of Technology, Chongqing 401147, China
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    Figures & Tables(8)
    Pixel filling principle
    Determine missing edges by EPGVF field. (a) Test image 2; (b) edge gradient field image; (c) EPGVF field image; (d) edge energy image; (e) edge fracture mark image
    Edge recovery by Snake algorithm. (a) Initial interpolation image of edge fitting; (b) image after iterative fitting; (c) restored image
    Experimental results of proposed method. (a) PCBA edge map; (b) differentiation of x direction of edge gradient field; (c) differentiation of y direction of edge gradient field; (d) differentiation of x direction of EPGVF field; (e) differentiation of y direction of EPGVF field; (f) EPGVF gradient field; (g) edge step energy map; (h) edge mark image of proposed method
    Test images of anisotropic dense edge separation. (a)(g) Local enlarged images of test images; (b)(h) test images; (c)(i) results of traditional algorithm; (d)(j) results of algorithm in Ref. [8]; (e)(k) results of algorithm in Ref. [9]; (f)(l) results of proposed method
    Processing results of several algorithms. (a) Original image; (b) traditional algorithm; (c) algorithm in Ref. [8]; (d) algorithm in Ref. [9]; (e) proposed method
    Unlabeled image and labeled image of connected domain. (a) Unlabeled image; (b) labeled image
    • Table 1. Edge integrity evaluation

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      Table 1. Edge integrity evaluation

      ImageAlgorithmmnn/m
      Canny algorithm7421170.1577
      ARef. [8]7631000.1310
      Ref. [9]12421420.1143
      Proposed method12681060.0836
      Canny algorithm175137231880.1324
      BRef. [8]103822121990.1175
      Ref. [9]261041318200.1218
      Proposed method191720193820.1011
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    He Yan, Qifeng Zhao, Min Xie, Xiaoling Li. Edge Detection and Repair of PCBA Components Based on Adaptive Canny Operator[J]. Acta Optica Sinica, 2021, 41(5): 0515003

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    Paper Information

    Category: Machine Vision

    Received: Sep. 7, 2020

    Accepted: Nov. 2, 2020

    Published Online: Apr. 7, 2021

    The Author Email: Yan He (yanhe@cqut.edu.cn), Zhao Qifeng (zqf@2018.cqut.edu.cn)

    DOI:10.3788/AOS202141.0515003

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