The region based MMTD energy function for image segmentation

被引:2
|
作者
Han, Bing [1 ]
Zhang, Lixia [1 ]
Gao, Xinbo [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Graph cuts; Measure of medium truth degree; Local information; Spatial distance measure; LEVEL SET METHOD; FITTING ENERGY; EVOLUTION; MINIMIZATION; DRIVEN;
D O I
10.1007/s11042-018-7001-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a region-based model based on measure of medium truth degree for image segmentation. Firstly, a new energy function based on measure of medium truth degree is constructed. To enhance the robustness against noise, a noise penalty term which is built by spatial distance measure is embedded to the conventional active contour energy function. Then local information is added to the internal and external energy term of the conventional active contour energy function to deal with intensity inhomogeneity images. Finally, to obtain more accurate and smoother boundary, a new stop function is introduced into the boundary smooth term of the conventional active contour energy function. Experiments results demonstrate that relatively complete and accurate boundaries can be obtained by the proposed model compared with the state-of-art methods on aurora images, images with intensity inhomogeneity, images with multi-objects, natural images, medical images.
引用
收藏
页码:16695 / 16726
页数:32
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