• Laser & Optoelectronics Progress
  • Vol. 55, Issue 6, 061006 (2018)
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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    DOI: 10.3788/LOP55.061006 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    System framework of image processing
    Fig. 1. System framework of image processing
    (a) Ordinary light source; (b) left structure light; (c) right structure light; (d) diagram of acquisition device
    Fig. 2. (a) Ordinary light source; (b) left structure light; (c) right structure light; (d) diagram of acquisition device
    Flow chart of defect area extraction
    Fig. 3. Flow chart of defect area extraction
    (a) Raster stripe with break; (b) enlarged figure of fracture; (c) image after connection
    Fig. 4. (a) Raster stripe with break; (b) enlarged figure of fracture; (c) image after connection
    Template matching of the fifth grating stripes
    Fig. 5. Template matching of the fifth grating stripes
    Distance of the fifth raster to template
    Fig. 6. Distance of the fifth raster to template
    (a) Approximate area of defects; (b) intersection scatter plot; (c) Delaunay triangulation; (d) exact area of defects
    Fig. 7. (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
    Fig. 8. Different columnar sample defects. (a) Perforated magnetic sample; (b) solid magnetic sample; (c) aluminum column sample; (d) ceramic sample
    MethodMSET /sRSDV /%
    DBSCAN0.4312.4240.0132186.2
    SVM0.2351.8920.0075684.1
    Proposed method0.2411.4670.0080192.0
    Table 1. Test results of various methods
    Sample typeTotal numberDefects numberError numberMissing numberV /%R /%
    Solid magneticsample6002000995.5
    Perforated magneticsamples60020001493.093.8
    Aluminum columnsamples60020001990.5
    Ceramic samples6002000796.5
    Table 2. Test results of columnar samples
    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
    Table 3. Comparison of test results on four kinds of columnar samples by different methods
    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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