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Machine vision method and apparatus for edge-based image histogram analysis

机译:基于边缘的图像直方图分析的机器视觉方法和装置

摘要

A system for edge-based image histogram analysis permits identification of predominant characteristics of edges in an image. The system includes an edge detector that generates an edge magnitude image having a plurality of edge magnitude values based on pixels in the input image. The edge detector can be a Sobel operator that generates the magnitude values by taking the derivative of the input image values, i.e. , the rate of change of intensity over a plurality of image pixels. A mask generator creates a mask based upon the values output by the edge detector. The mask can be used for masking input image values that are not in a region for which there is a sufficiently high edge magnitude. A mask applicator applies the pixel mask array to a selected image, e.g., the input image or an image generated therefrom (such as an edge direction image of the type resulting from application of a Sobel operator to the input image). A histogram generator generates a histogram of the pixel values in the masked image, i.e., a count of the number of image pixels that pass through the mask. A peak detector identifies the intensity value in the histogram that represents the predominant image intensity value (image segmentation threshold) or predominant edge direction values associated with the edge detected by the edge detector.
机译:用于基于边缘的图像直方图分析的系统允许识别图像中边缘的主要特征。该系统包括边缘检测器,该边缘检测器基于输入图像中的像素生成具有多个边缘幅度值的边缘幅度图像。边缘检测器可以是Sobel算子,其通过获取输入图像值的导数(即,多个图像像素上的强度变化率)来生成幅度值。遮罩生成器根据边缘检测器输出的值创建遮罩。遮罩可用于遮罩不在边缘强度足够高的区域中的输入图像值。掩模施加器将像素掩模阵列施加到选定图像,例如输入图像或从其产生的图像(诸如,由于将Sobel算子施加到输入图像而产生的类型的边缘方向图像)。直方图生成器生成被掩蔽图像中的像素值的直方图,即,通过掩膜的图像像素的数量的计数。峰值检测器识别直方图中的强度值,该强度值表示与边缘检测器检测到的边缘相关的主要图像强度值(图像分割阈值)或主要边缘方向值。

著录项

  • 公开/公告号US5845007A

    专利类型

  • 公开/公告日1998-12-01

    原文格式PDF

  • 申请/专利权人 COGNEX CORPORATION;

    申请/专利号US19960581975

  • 发明设计人 YOSHIKAZU OHASHI;RUSS WEINZIMMER;

    申请日1996-01-02

  • 分类号G06K9/48;G06K9/40;

  • 国家 US

  • 入库时间 2022-08-22 02:09:26

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