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The algorithm of accelerated cracks detection and extracting skeleton by direction chain code in concrete surface image

机译:混凝土表面图像中基于方向链代码的裂纹加速检测与提取算法

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摘要

Due to concrete surface roughness, uneven illumination, shadows, complex background and other disruptive factors, the traditional image processing-based concrete crack detection method cannot accurately detect concrete cracks, especially unclear ones and some tiny ones. The crack detection method based on the percolation model, which fully considered the low brightness and slenderness of the cracks, can accurately detect unclear and tiny cracks. But this method is time-consuming, and in some cases, it may cause fractures on the detected cracks. In order to solve these problems, this paper proposed an improved algorithm of image crack inspection based on the percolation model, which can reduce processing time through reducing the number of percolated pixels. To reconnect the fractured cracks, this method extracts the skeleton of cracks first by using an algorithm of skeleton extraction based on direction chain code. Then this paper proposed a region extension-based algorithm to reconnect part of the fractured cracks. Experimental results showed that this algorithm can significantly accelerate crack detection and maintain high detection precision.
机译:由于混凝土表面粗糙度,照明不均匀,阴影,复杂的背景和其他破坏性因素,传统的基于图像处理的混凝土裂缝检测方法无法准确地检测混凝土裂缝,尤其是不清楚的裂缝和一些微小的裂缝。基于渗流模型的裂缝检测方法,充分考虑了裂缝的亮度和细长性,可以准确地检测出不清晰和微小的裂缝。但是这种方法很耗时,并且在某些情况下,可能会导致检测到的裂纹破裂。为了解决这些问题,本文提出了一种基于渗流模型的改进的图像裂纹检测算法,该算法可以通过减少渗滤像素的数量来减少处理时间。为了重新连接破裂的裂纹,该方法首先使用基于方向链代码的骨架提取算法来提取裂纹的骨架。然后,本文提出了一种基于区域扩展的算法来重新连接部分裂缝。实验结果表明,该算法可以显着加速裂纹检测并保持较高的检测精度。

著录项

  • 来源
    《The imaging science journal》 |2016年第3期|119-130|共12页
  • 作者单位

    Chongqing Univ Posts & Telecommun, Coll Comp Sci & Technol, Chongqing 400065, Peoples R China|Chongqing Univ Posts & Telecommun, Sch Software Engn, Chongqing 400065, Peoples R China|Chongqing Engn Res Ctr Software Qual Assurance Te, Chongqing 400065, Peoples R China;

    Chongqing Univ Posts & Telecommun, Coll Comp Sci & Technol, Chongqing 400065, Peoples R China;

    Chongqing Univ Posts & Telecommun, Sch Software Engn, Chongqing 400065, Peoples R China;

    Chongqing Univ Posts & Telecommun, Coll Mobile Telecommun, Chongqing 401520, Peoples R China;

    Chongqing Univ Posts & Telecommun, Coll Comp Sci & Technol, Chongqing 400065, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Crack detection; Percolation model; Region extension; Direction chain code; De-noise;

    机译:裂纹检测渗流模型区域扩展方向链代码去噪;
  • 入库时间 2022-08-17 13:34:55

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