A novel adaptive partial differential equation model for image segmentation

被引:7
作者
Chen, Bo [1 ,2 ]
Zou, Qing-Hua [1 ,2 ]
Chen, Wen-Sheng [1 ,2 ]
Pan, Bin-Bin [1 ,2 ]
机构
[1] Shenzhen Univ, Coll Math & Computat Sci, Shenzhen, Peoples R China
[2] Shenzhen Key Lab Media Secur, Shenzhen, Peoples R China
关键词
42C40; 68U10; level set method; geometric active contour model; PDE; image segmentation; adaptive parameter; ACTIVE CONTOURS; SCAN;
D O I
10.1080/00036811.2014.946562
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Many partial differential equation (PDE) models have been proposed for image segmentation. However, most of them cannot handle the complicated images such as inhomogeneous images. To overcome the limitation of traditional PDE-based models, a novel PDF model is proposed in this paper and then successfully applied to inhomogeneous image segmentation task. The new PDE model contains the global statistical information and local statistical information, which are balanced using an adaptive weight parameter. Some inhomogeneous images are selected for evaluations. Experimental results show that the proposed method is more effective to segment images with in-homogeneity or low contrast, without choosing the weight parameter between global and local information.
引用
收藏
页码:2440 / 2450
页数:11
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