Acta Optica Sinica, Volume. 38, Issue 8, 0815018(2018)

Crack Extraction from Sagger Bottom Based on Sector Neighborhood Difference Histogram

Degang Xu*, Xiangxin Li, Chunhua Yang, and Weihua Gui
Author Affiliations
  • College of Information Science and Engineering, Central South University, Changsha, Hunan 410083, China
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    Figures & Tables(10)
    (a) New sagger bottom; (b) defect-free sagger after usage for a few times; (c) sagger with cracks after usage for a few times
    (a) Original image of sagger bottom crack; (b) result of median filtering; (c) detailed image after subtraction and phase inversion; (d) effect of image subtraction process
    (a) Original image of sagger bottom crack; (b) result of image subtraction process; (c) result of threshold segmentation; (d) gray histogram of (b); (e) effect before close operation; (f) effect after close operation
    (a) Two types of crack pixels and their corresponding sector neighborhood difference histograms; (b) two types of noise pixels and their corresponding sector neighborhood difference histograms
    (a) G'(x,y,σ) function and sector filter acquisition process; (b) sector filters in the first eight directions
    (a) Crack pixel sector neighborhood difference histogram (left) and its transforming result (right); (b) noise pixel sector neighborhood difference histogram (left) and its transforming result (right)
    (a) Original image (top) and pretreatment result (bottom); (b) crack extraction results (1st-, 2nd-, and 3rd-lines corresponding to the segmentation probability thresholds of 0.3, 0.4, 0.5, respectively; 1st-, 2nd-, and 3rd-columns corresponding to the number of iterations of 0, 2, 5, respectively)
    Crack extraction results. (a)-(c) Sagger bottom crack images; (d) wall crack images
    Performance evaluation of the crack extraction
    Crack severity assessment results. (a) E=0.96, HH; (b) E=0.83, HH; (c) E=0.65, H
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    Degang Xu, Xiangxin Li, Chunhua Yang, Weihua Gui. Crack Extraction from Sagger Bottom Based on Sector Neighborhood Difference Histogram[J]. Acta Optica Sinica, 2018, 38(8): 0815018

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    Paper Information

    Category: Machine Vision

    Received: Mar. 30, 2018

    Accepted: May. 15, 2018

    Published Online: Sep. 6, 2018

    The Author Email:

    DOI:10.3788/AOS201838.0815018

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