An Improved Integrated Active Contour Model without Re-initialization for Vector-valued Images Segmentation

被引:1
|
作者
Zhao, Ji [1 ,2 ]
Shao, Fuqun [1 ]
Zhao, Ji [1 ,2 ]
Zhang, Xuedong [2 ]
Feng, Chuang [2 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang, Peoples R China
[2] Univ Sci & Technol Liaoning, Sch Software Engn, Anshan, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Image segmentation; Integrated Active Contour model; divergence operator; vector-valued images;
D O I
10.4028/www.scientific.net/AMR.429.271
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an improved variational formulation for active contours model is introduced to force level set function to become fast and stably close to signed distance function, which can completely eliminate the need of the costly re-initialization procedure. A restriction item that is a nonlinear heat equation with balanced diffusion rate is attached to variational Integrated Active Contour (IAC) model on the basis of analysis on regions and edges information from all channels of the valued-vector images, so that the level set evolution segmentation process becomes fast and stable. In addition, more efficient discretization method with spatial rotation-invariance gradient and divergence operator is proposed as numerical implementation scheme. Finally, the experiments on some images have demonstrated the efficiency, accuracy and robustness of the proposed method.
引用
收藏
页码:271 / +
页数:2
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