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基于模糊水平集的脑肿瘤MR图像分割方法

张腾达 吕晓琪 任晓颖 谷宇 张明

现代电子技术2016,Vol.39Issue(18):91-95,5.
现代电子技术2016,Vol.39Issue(18):91-95,5.DOI:10.16652/j.issn.1004-373x.2016.18.023

基于模糊水平集的脑肿瘤MR图像分割方法

Brain tumor MR image segmentation method based on fuzzy level set

张腾达 1吕晓琪 1任晓颖 1谷宇 1张明1

作者信息

  • 1. 内蒙古科技大学 信息工程学院,内蒙古 包头 014010
  • 折叠

摘要

Abstract

Since the traditional level set method used to segment the brain tumor MR image is liable to generate the leakage at weak edges,a new brain tumor MR image segmentation method based on fuzzy level set is proposed,in which the fuzzy clus⁃tering algorithm is used to pre⁃segment the image to get the interest area of brain tumor MR image,the result of clustering seg⁃mentation is taken as the initial contour of level set evolution,and then the clustering result is used to calculate the initial condi⁃tions and control parameters of the level set evolution. This method can improve the algorithm execution efficiency;overcome the defects that the level set evolution relies on initial conditions,control parameters and more manual intervention;and im⁃prove the robustness. The experimental results show this method has high robustness,can segment the brain tumor in MR image quickly and accurately,and has important clinical significance.

关键词

脑肿瘤/MR/模糊聚类/水平集/图像分割

Key words

brain tumor/MR/fuzzy clustering/level set/image segmentation

分类

信息技术与安全科学

引用本文复制引用

张腾达,吕晓琪,任晓颖,谷宇,张明..基于模糊水平集的脑肿瘤MR图像分割方法[J].现代电子技术,2016,39(18):91-95,5.

基金项目

国家自然科学基金项目(61179019);内蒙古自然科学基金面上项目(2013MS0908);内蒙古自治区高等学校科学研究项目 ()

现代电子技术

OA北大核心CSTPCD

1004-373X

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