• Laser & Optoelectronics Progress
  • Vol. 55, Issue 1, 11501 (2018)
Chen Guangfeng, Guan Guanyang*, and Wei Xin
Author Affiliations
  • College of Mechanical Engineering, Donghua University, Shanghai 201620, China
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    DOI: 10.3788/LOP55.011501 Cite this Article Set citation alerts
    Chen Guangfeng, Guan Guanyang, Wei Xin. Online Stamping Parts Surface Defects Detection Based on Machine Vision[J]. Laser & Optoelectronics Progress, 2018, 55(1): 11501 Copy Citation Text show less
    (a) Composition diagram and (b) physical diagram of system hardware
    Fig. 1. (a) Composition diagram and (b) physical diagram of system hardware
    Image obtained online
    Fig. 2. Image obtained online
    Calculation process of correlation
    Fig. 3. Calculation process of correlation
    Flow chart of pyramid acceleration algorithm
    Fig. 4. Flow chart of pyramid acceleration algorithm
    Fast positioning of workpieces
    Fig. 5. Fast positioning of workpieces
    Diagram of bilinear interpolation
    Fig. 6. Diagram of bilinear interpolation
    Cross section of negative LoG operator
    Fig. 7. Cross section of negative LoG operator
    Enhanced surface image of the workpiece
    Fig. 8. Enhanced surface image of the workpiece
    Defect segmentation image after the threshold processing
    Fig. 9. Defect segmentation image after the threshold processing
    Defect segmentation image for another workpiece
    Fig. 10. Defect segmentation image for another workpiece
    System software interface
    Fig. 11. System software interface
    (a) Location image; (b) regional enhanced image; (c) defect segmentation image
    Fig. 12. (a) Location image; (b) regional enhanced image; (c) defect segmentation image
    NumberExperimentNumberExperiment
    123123
    1OKOKOK11NGNGNG
    2OKOKOK12NGNGNG
    3NGNGNG13OKOKOK
    4NGNGNG14NGNGNG
    5OKOKOK15OKOKOK
    6NGNGNG16OKOKOK
    7NGNGNG17OKOKOK
    8NGNGNG18NGNGNG
    9OKOKOK19NGNGNG
    10OKOKOK20OKOKOK
    Table 1. Defect detection results
    NumberTime /msNumberTime /ms
    TemplatematchBlockdiagramImagedisplayTemplatematchBlockdiagramImagedisplay
    131.262.415.61119.862.715.6
    215.678.015.61225.466.115.6
    325.364.415.61323.672.215.6
    428.460.815.51430.367.815.6
    530.162.615.61525.560.415.6
    623.368.515.61617.966.315.6
    726.160.215.61723.668.215.5
    832.265.915.61830.564.815.6
    927.064.515.51927.163.515.6
    1027.460.715.62027.865.615.6
    Table 2. Experimental time analysis
    Chen Guangfeng, Guan Guanyang, Wei Xin. Online Stamping Parts Surface Defects Detection Based on Machine Vision[J]. Laser & Optoelectronics Progress, 2018, 55(1): 11501
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