Laser & Optoelectronics Progress, Volume. 55, Issue 6, 061006(2018)

Detection of Micro-Cylinder End Face Defect in Complex Background

Dan Liu, Bin Zhang*, Huixian Li, Wenhao Song, Fengyu Li, and Tengda Yang
Author Affiliations
  • College of Physical Engineering, Zhengzhou University, Zhengzhou, Henan 450001, China
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    Figures & Tables(11)
    System framework of image processing
    (a) Ordinary light source; (b) left structure light; (c) right structure light; (d) diagram of acquisition device
    Flow chart of defect area extraction
    (a) Raster stripe with break; (b) enlarged figure of fracture; (c) image after connection
    Template matching of the fifth grating stripes
    Distance of the fifth raster to template
    (a) Approximate area of defects; (b) intersection scatter plot; (c) Delaunay triangulation; (d) exact area of defects
    Different columnar sample defects. (a) Perforated magnetic sample; (b) solid magnetic sample; (c) aluminum column sample; (d) ceramic sample
    • Table 1. Test results of various methods

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      Table 1. Test results of various methods

      MethodMSET /sRSDV /%
      DBSCAN0.4312.4240.0132186.2
      SVM0.2351.8920.0075684.1
      Proposed method0.2411.4670.0080192.0
    • Table 2. Test results of columnar samples

      View table

      Table 2. Test results of columnar samples

      Sample typeTotal numberDefects numberError numberMissing numberV /%R /%
      Solid magneticsample6002000995.5
      Perforated magneticsamples60020001493.093.8
      Aluminum columnsamples60020001990.5
      Ceramic samples6002000796.5
    • Table 3. Comparison of test results on four kinds of columnar samples by different methods

      View table

      Table 3. Comparison of test results on four kinds of columnar samples by different methods

      Sample typeDBSCANSVMDelaunay
      T /sV /%T /sV /%T /sV /%
      Solid magnetic sample2.42185.01.88284.11.45395.5
      Perforated magnetic samples2.38982.11.82174.21.42193.0
      Aluminum column samples2.39575.01.76587.61.43790.5
      Ceramic samples2.41682.41.79853.21.41596.5
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    Dan Liu, Bin Zhang, Huixian Li, Wenhao Song, Fengyu Li, Tengda Yang. Detection of Micro-Cylinder End Face Defect in Complex Background[J]. Laser & Optoelectronics Progress, 2018, 55(6): 061006

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    Paper Information

    Category: Image Processing

    Received: Oct. 25, 2017

    Accepted: --

    Published Online: Sep. 11, 2018

    The Author Email: Bin Zhang (13503811569@139.com)

    DOI:10.3788/LOP55.061006

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