Laser & Optoelectronics Progress, Volume. 57, Issue 10, 101022(2020)

Surface Crack Detection Method for Ceramic Tile Based on Hessian Matrix Multi-Scale Filtering

Piao Zhou1, Qiang Li1, Shuguang Zeng1、*, Sheng Zheng1, Yanshan Xiao1, Shaowei Zhang1, and Xiaolei Li2
Author Affiliations
  • 1College of Science, China Three Gorges University, Yichang, Hubei 443002, China
  • 2College of Electrical Engineering & Renewable Energy, China Three Gorges University, Yichang, Hubei 443002, China;
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    Figures & Tables(7)
    Image of ceramic tile.(a) Typical ceramic tile crack image; (b) 3D image of surface gray distribution of a typical ceramic tile
    Multi-scale Hessian matrix filtering ceramic tile surface crack detection process
    Image multi-scale filtering. (a) Original image of crack area Iσ(σ=0); (b) spatial scale image Iσ(σ=1); (c) spatial scale image Iσ(σ=5); (d) spatial scale image Iσ(σ=10); (e) spatial scale image Iσ(σ=15); (f) spatial scale range image Iσ(σ=1)~Iσ(σ=15)
    Test results of crack area defect. (a) Hessian crack enhancement image; (b) crack binarization image
    Detection process of ceramic tile crack. (a) Red channel image of ceramic tile; (b) spatial scale range image Iσ(σ=1)~Iσ(σ=15); (c) Hessian crack enhancement image; (d) result of crack detection
    Test results of different algorithms. (a) Red channel image of ceramic tile; (b) method of Ref. [8]; (c) method of Ref. [9]; (d) method of Ref. [11]; (e) method of Ref. [21]; (f) method of Ref. [22]; (e) proposed method
    • Table 1. Accuracy of detection by six algorithms

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      Table 1. Accuracy of detection by six algorithms

      AlgorithmNumber oferrorsAccuracy /%Time /s
      Method of Ref. [8]18820.6
      Method of Ref. [9]15854.3
      Method of Ref. [11]1189742.6
      Method of Ref. [21]24765.5
      Method of Ref. [22]20800.8
      Proposed method5952.9
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    Piao Zhou, Qiang Li, Shuguang Zeng, Sheng Zheng, Yanshan Xiao, Shaowei Zhang, Xiaolei Li. Surface Crack Detection Method for Ceramic Tile Based on Hessian Matrix Multi-Scale Filtering[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101022

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    Paper Information

    Category: Image Processing

    Received: Oct. 30, 2019

    Accepted: Dec. 11, 2019

    Published Online: May. 8, 2020

    The Author Email: Zeng Shuguang (zengshuguang@163.com)

    DOI:10.3788/LOP57.101022

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