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A novel online defect detection method based on X-ray images of railway castings

机译:基于铁路铸件X射线图像的在线缺陷检测新方法

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摘要

A digital radiography (DR) image is essentially a projected image of the inspected object. In most cases, the contrast of defects in the inspected object is too low to distinguish easily. Therefore, for X-ray inspection of castings, especially large-scale castings, it is difficult to detect defects in the casting's X-ray images in real time. In this paper, a rapid DR image defect detection method, based on image registration, is proposed using the casting's online DR detection characteristics. Firstly, the DR image of the inspected casting is enhanced using a fusion method to highlight defects. Secondly, the appropriate standard DR image is selected from a library according to a model of the inspected casting. Thirdly, the enhanced DR image and selected standard DR image are registered. Lastly, the difference image method and prior knowledge are used to detect defects in the casting. Experimental results show that the proposed method can effectively detect casting defects at high speed. The method is particularly suitable for the online X-ray inspection of large castings.
机译:数字射线照相(DR)图像本质上是被检查对象的投影图像。在大多数情况下,被检物体中缺陷的对比度太低,难以区分。因此,对于铸件,尤其是大型铸件的X射线检查,难以实时检测铸件的X射线图像中的缺陷。本文提出了一种基于图像配准的快速DR图像缺陷检测方法,该方法利用铸件的在线DR检测​​特性。首先,使用融合方法增强被检查铸件的DR图像以突出缺陷。其次,根据所检查铸件的模型从库中选择适当的标准DR图像。第三,注册增强DR图像和选择的标准DR图像。最后,使用差异图像方法和先验知识来检测铸件中的缺陷。实验结果表明,该方法可以有效地高速检测铸件缺陷。该方法特别适用于大型铸件的在线X射线检查。

著录项

  • 来源
    《Insight》 |2013年第7期|360-365|共6页
  • 作者

    Kuan Shen; Yufang Cai;

  • 作者单位

    ICT Research Center, Key Laboratory of Optoelectronic Technology and Systems of the Education Ministry of China, Chongqing University, Chongqing 400030, China;

    Education Ministry of China, Chongqing University, Chongqing 400030, China, and the College of Optoelectronic Engineering, Chongqing University, Chongqing, 400044, China;

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

    Digital radiography (DR); image registration; defect detection; SURF;

    机译:数字射线照相术(DR);图像配准;缺陷检测;冲浪;
  • 入库时间 2022-08-17 13:35:41

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