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Segmentation of small defects in a variable grey-grade image based on wavelet transformation and morphology filtering

机译:基于小波变换和形态学滤波的可变灰度图像中的小缺陷分割

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摘要

In this paper, the X-ray non-destructive testing method for the detection of small defects in laser weldments of titanium alloy with complex structure is presented. To resolve the difficulty of segmentation of small defects in a variable grey-grade image with low contrast and to improve the processing effects and speed, the methods of image processing based on wavelet transformation and morphology filtering were adopted. After the superimposition de-noising was adopted to remove the impulse noises, wavelet transformation was used to eliminate the residual noise for better resolution in both time domain and frequency domain. At the same time, one-dimensional morphology filtering was carried out to simulate the background, and the small defects in a variable grey-grade image with low contrast can be segmented. The experimental results show that the method can not only extract the small defects in a variable grey-grade image with low contrast, but can also improve the image processing speed, and the morphology of small defects can also be retained. This will provide a good basis for the quantitative research concerned with detecting small defects in variable grey-grade images with low contrast.
机译:本文提出了一种X射线无损检测方法,用于检测结构复杂的钛合金激光焊件中的小缺陷。为了解决低对比度可变灰度图像中小缺陷的分割困难,提高处理效果和速度,采用基于小波变换和形态学滤波的图像处理方法。采用叠加降噪去除脉冲噪声后,采用小波变换消除残留噪声,在时域和频域均具有较好的分辨率。同时,通过一维形态滤波对背景进行仿真,可以对对比度低的可变灰度图像中的小缺陷进行分割。实验结果表明,该方法不仅可以提取对比度低的可变灰度图像中的小缺陷,而且可以提高图像处理速度,并且可以保留小缺陷的形态。这将为定量研究低对比度可变灰度图像中的微小缺陷提供定量的基础。

著录项

  • 来源
    《Insight》 |2009年第5期|257-261|共5页
  • 作者单位

    School of Electromechanical Engineering, Xuzhou Institute of Technology, Xuzhou 221008, P R China State Key Lab of Advanced Welding Production Technology, Harbin Institute of Technology, Harbin, 150001, P R China;

    State Key Lab of Advanced Welding Production Technology, Harbin Institute of Technology, Harbin, 150001, P R China;

    School of Electromechanical Engineering, Xuzhou Institute of Technology, Xuzhou 221008, P R 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

    variable grey-grade images; low contrast; wavelet transformation; morphology filtering; small defects;

    机译:可变的灰度图像;低对比度小波变换形态过滤小缺陷;

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