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基于边缘检测与Otsu的图像分割算法研究

杨陶 田怀文 刘晓敏 柯小甜 高松松 马梦婕

计算机工程2016,Vol.42Issue(11):255-260,266,7.
计算机工程2016,Vol.42Issue(11):255-260,266,7.DOI:10.3969/j.issn.1000-3428.2016.11.042

基于边缘检测与Otsu的图像分割算法研究

Research on Image Segmentation Algorithm Based on Edge Detection and Otsu

杨陶 1田怀文 1刘晓敏 1柯小甜 1高松松 1马梦婕1

作者信息

  • 1. 西南交通大学 机械工程学院,成都 610031
  • 折叠

摘要

Abstract

As a classical algorithm,Otsu algorithm is applied widely in image segmentation field.The application of Two-dimensional(2D)Otsu algorithm based on Otsu algorithm is limited for the long computing time and poor anti-noise capacity.Therefore,this paper proposes a modified Otsu algorithm.By using new area partition method,the proposed algorithm respectively applies three edge detection operators (Sobel,Log and Canny ) combined with linear fitting method to limit the object and background between a pair of boundaries which are parallel to the diagonal,and then uses the domain average value of noise pixels instead of the grey value.Finally the 2D Otsu oblique segmentation method is used to separate object from background.Experimental results show that compared with the traditional 2D Otsu algorithm and its modified algorithms,the proposed algorithm not only has a short operation time but also has a high quality of segmentation,a strong anti-noise capacity and a preferable adaptive ability.

关键词

图像分割/边缘检测/直线拟合/直方图/Otsu算法

Key words

image segmentation/edge detection/linear fitting/histogram/Otsu algorithm

分类

信息技术与安全科学

引用本文复制引用

杨陶,田怀文,刘晓敏,柯小甜,高松松,马梦婕..基于边缘检测与Otsu的图像分割算法研究[J].计算机工程,2016,42(11):255-260,266,7.

基金项目

国家自然科学基金(51275431)。 ()

计算机工程

OA北大核心CSCDCSTPCD

1000-3428

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