Acta Optica Sinica, Volume. 38, Issue 9, 0915001(2018)

Field Ground Wire Detection Algorithm Based onOff -Line Learning Method

Xuhui Ye*, Gongping Wu*, Le Huang, and Fei Fan
Author Affiliations
  • School of Power and Mechanical Engineering, Wuhan University, Wuhan, Hubei 430072, China
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    Figures & Tables(15)
    Initial posture of ground wire detection
    Image of ground wire. (a) New wire; (b) old wire
    Flow chart of ground wire detection algorithm
    Flow chart of homomorphic filter
    Adaptive homomorphic filtering of ground wire image
    Feature extraction of LBP histogram
    Schematic of image block
    SVM classification of ground wire patches
    RANSAC fitting
    Part of training samples of ground wire
    Artificial parameter of ground wire
    Classification accuracy of different parameter (C,γ) values
    Influence of parameter (P,R) on ground wire detection accuracy
    • Table 1. Influence of homomorphic filter on ground wire detection accuracy

      View table

      Table 1. Influence of homomorphic filter on ground wire detection accuracy

      MethodAccuracy ontesting set 1 /%Accuracy ontesting set 2 /%
      A61.260.1
      B76.678.3
    • Table 2. Cmparison of detection accuracy of different methods

      View table

      Table 2. Cmparison of detection accuracy of different methods

      MethodAccuracy ontesting set 1 /%Accuracy ontesting set 2 /%
      Houghtransformation[7]30.336.6
      LBP+SVM[9]62.365.5
      HOG+SVM[10]55.360.5
      Proposed method76.678.3
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    Xuhui Ye, Gongping Wu, Le Huang, Fei Fan. Field Ground Wire Detection Algorithm Based onOff -Line Learning Method[J]. Acta Optica Sinica, 2018, 38(9): 0915001

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    Paper Information

    Category: Machine Vision

    Received: Mar. 16, 2018

    Accepted: Apr. 9, 2018

    Published Online: May. 9, 2019

    The Author Email:

    DOI:10.3788/AOS201838.0915001

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