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基于改进活动轮廓模型的图像分割

江晓亮 李柏林 刘甲甲 王强

计算机工程Issue(4):236-240,5.
计算机工程Issue(4):236-240,5.DOI:10.3969/j.issn.1000-3428.2015.04.045

基于改进活动轮廓模型的图像分割

Image Segmentation Based on Improved Active Contour Model

江晓亮 1李柏林 1刘甲甲 1王强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

In order to overcome the problem of weak boundary and intensity inhomogeneity, a region-based active contour model for image segmentation is proposed in this paper. Using the global and local image information as the energy term driving evolution of active contour to the objective boundaries can effectively segment images with intensity inhomogeneity. In order to segment the image fast and accurately,the length term and penalty are incorporated into the energy equation. By adopting gradient descent method, the minimization of the energy equation can be given. Segmentation tests demonstrate that the proposed method can segment images with intensity inhomogeneity, needs less iteration and few iteration times,and is less sensitive to the location and size of the initial contour when is compared with the Local Binary Fitting( LBF) model and the Local Image Fitting( LIF) model.

关键词

图像分割/活动轮廓/水平集/C-V模型/局部二值拟合模型/局部图像拟合模型

Key words

image segmentation/active contour/level set/C-V model/Local Binary Fitting( LBF) model/Local Image Fitting( LIF) model

分类

信息技术与安全科学

引用本文复制引用

江晓亮,李柏林,刘甲甲,王强..基于改进活动轮廓模型的图像分割[J].计算机工程,2015,(4):236-240,5.

基金项目

国家自然科学基金资助项目(51305368) (51305368)

四川省科技支撑计划基金资助项目(2012GZ0102) (2012GZ0102)

四川省科技创新苗子工程基金资助项目(2012ZZ056,2012ZZ057)。 (2012ZZ056,2012ZZ057)

计算机工程

OA北大核心CSCDCSTPCD

1000-3428

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