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修正局部极小值的局部灰度差异分割模型

李钢 李海芳 赵怡 邓红霞

计算机工程与应用2018,Vol.54Issue(8):195-200,206,7.
计算机工程与应用2018,Vol.54Issue(8):195-200,206,7.DOI:10.3778/j.issn.1002-8331.1707-0051

修正局部极小值的局部灰度差异分割模型

Segmentation model via local intensity difference to modify local minimum

李钢 1李海芳 1赵怡 1邓红霞1

作者信息

  • 1. 太原理工大学 计算机科学与技术学院,太原030024
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摘要

Abstract

The existing local models are easy to fall into local minimum when segmenting the images with intensity inho-mogeneity,which leads to the phenomenon that the evolution curve remains in the background or inside the target and can not continue to evolve and causing the segmentation failure,a model is put forward.The proposed model introduces a local intensity difference term in the energy function to drive the evolution curve across the background or inside the target by maximizing the difference between the target and the background in the neighborhood of all points on the evolution curve until it stably remains at the target edge.The experimental results show that the proposed model in this paper can effectively solve the problem caused by the local minimum in local models and improves the accuracy of complex images such as image inhomogeneity and reduces the sensitivity to the initial contour.

关键词

活动轮廓模型/局部灰度差异/图像分割/水平集/区域可变的能量拟合(RSF)模型

Key words

active contour model/local intensity difference/image segmentation/level set method/Region-Scalable Fitting (RSF)model

分类

信息技术与安全科学

引用本文复制引用

李钢,李海芳,赵怡,邓红霞..修正局部极小值的局部灰度差异分割模型[J].计算机工程与应用,2018,54(8):195-200,206,7.

基金项目

国家自然科学基金(No.61472270). (No.61472270)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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