Journal of Applied Optics, Volume. 46, Issue 3, 643(2025)

Design and implementation of metal plate surface defect detection system

Yibo XIE1, Jin CHENG1,2, Liangyi HANG1, Yeqing TAN2, and Weiguo LIU1、*
Author Affiliations
  • 1School of Photoelectric Engineering, Xi'an Technological University, Xi'an 710021, China
  • 2Wuxi V-Sensor Technology Co.,Ltd., Wuxi 214101, China
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    Figures & Tables(14)
    Schematic diagram of distributed aperture detection imaging system
    Physical image of distributed aperture detection imaging system
    Flow chart of image super-resolution reconstruction
    Schematic diagram of slope and distance consistency
    Schematic diagram of FSRCNN structure[17]
    Flow chart of different defect detection
    Flow chart of adaptive NLM filtering algorithm for smoothing parameters
    Image filtering and difference results
    Flow chart of adaptive binarization
    Adaptive binarization parameters
    Image binarization results
    Detection results comparison of different algorithms in different groups experiments
    Comparison line graph of different defects detection under different algorithms
    • Table 1. Comparison of different defect detection results of three experimental datasets under different algorithms

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      Table 1. Comparison of different defect detection results of three experimental datasets under different algorithms

      检测算法检测类型TPFPFNR/%P/%Time/s
      Sobel算法划痕13/7/1211/2/293/3/381.25/70/8054.17/77.78/29.271.29/3.64/6.56
      铆钉2/1/20/0/00/1/0100/50/100100/100/100
      空洞24/7/190/1/01/0/696/100/76100/87.5/100
      Prewitt算法划痕13/7/1112/24/53/3/468.75/70/73.3352/22.58/68.7511.2/10.7/10.7
      铆钉2/1/20/0/00/1/0100/50/100100/100/100
      空洞24/7/240/1/01/0/196/100/96100/87.5/100
      Laplacian算法划痕14/5/718/36/242/5/887.5/50/46.6743.75/12.20/21.2127.07/30.95/3.67
      铆钉2/0/20/1/10/2/0100/0/100100/0/66.67
      空洞22/3/150/0/03/4/1088/42.86/60100/100/100
      本文算法划痕15/10/1619/3/81/0/093.75/100/10044.12/76.92/66.670.92/1.08/0.76
      铆钉2/2/20/0/00/0/0100/100/100100/100/100
      空洞24/6/240/0/01/1/196/85.71/96100/100/100
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    Yibo XIE, Jin CHENG, Liangyi HANG, Yeqing TAN, Weiguo LIU. Design and implementation of metal plate surface defect detection system[J]. Journal of Applied Optics, 2025, 46(3): 643

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    Paper Information

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    Received: Apr. 25, 2024

    Accepted: --

    Published Online: May. 28, 2025

    The Author Email: Weiguo LIU (刘卫国)

    DOI:10.5768/JAO202546.0302004

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