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Edge detection and measurement of nose radii of cutting tool inserts from scanned 2-D images

机译:从扫描的二维图像中进行边缘检测和切削刀具刀片的鼻径测量

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摘要

Flatbed scanners have significant potential in metrological applications as a low-cost alternative for acquiring high-resolution digital images. This work proposes an improved edge detection algorithm applied to the 2-D images of cutting inserts captured using the common flatbed scanner. The internal lighting provided in the scanner is used as the source of illumination. A localized edge detection method is proposed using morphological processing and the gradient of the gray level profile across the edge is used to locate the edge pixels of the insert. The edge pixels are then used in the nose radius determination using least squares circle fitting. A comparison of the proposed method with the existing global edge detection illustrates the effectiveness of the proposed method. Radius measurement using the simple least squares circle fitting performed up to sub-pixel accuracy illustrates the effectiveness of the measurement using the edge pixels generated using the proposed algorithm. A maximum absolute deviation of about 5% was obtained in the radii values determined using the scanner compared to those measured using the Alicona InfiniteFocus 3-D Metrology System, as well as the nominal radii specified by the manufacturer of the cutting tool inserts.
机译:平板扫描仪作为用于获取高分辨率数字图像的低成本替代产品,在计量应用中具有巨大的潜力。这项工作提出了一种改进的边缘检测算法,该算法适用于使用普通平板扫描仪捕获的切削刀片的二维图像。扫描仪中提供的内部照明用作照明源。提出了一种使用形态学处理的局部边缘检测方法,并使用跨边缘的灰度轮廓梯度来定位插入物的边缘像素。然后使用最小二乘圆拟合将边缘像素用于鼻子半径确定。所提出的方法与现有的全局边缘检测的比较说明了所提出的方法的有效性。使用简单的最小二乘圆拟合直到子像素精度进行半径测量,说明了使用所提出算法生成的边缘像素进行测量的有效性。与使用Alicona InfiniteFocus 3-D计量系统测得的半径值以及切削刀片制造商指定的标称半径相比,使用扫描仪确定的半径值可获得约5%的最大绝对偏差。

著录项

  • 来源
    《Optics and Lasers in Engineering》 |2012年第11期|p.1628-1642|共15页
  • 作者

    T.Y. Lim; M.M. Ratnam;

  • 作者单位

    School of Mechanical Engineering, Engineering Campus, Universiti Sains Malaysia, 14300 Nibong Tebal, Penang, Malaysia;

    School of Mechanical Engineering, Engineering Campus, Universiti Sains Malaysia, 14300 Nibong Tebal, Penang, Malaysia;

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

    flatbed scanner; edge detection; cutting tool; radius measurement;

    机译:平板扫描仪边缘检测切割用具;半径测量;

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