A Relay Level Set Method for Automatic Image Segmentation

被引:87
|
作者
Gao, Xinbo [1 ]
Wang, Bin [1 ]
Tao, Dacheng [2 ]
Li, Xuelong [3 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
[2] Univ Technol Sydney, Fac Engn & Informat Technol, Ctr Quantum Computat & Intelligent Syst, Sydney, NSW 2007, Australia
[3] Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian 710119, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Energy minimization; finite difference; geometric active contour; image segmentation; partial differential equation (PDE); relay level set; MEAN SHIFT; ALGORITHMS; EVOLUTION; GRADIENT;
D O I
10.1109/TSMCB.2010.2065800
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 new image segmentation method that applies an edge-based level set method in a relay fashion. The proposed method segments an image in a series of nested subregions that are automatically created by shrinking the stabilized curves in their previous subregions. The final result is obtained by combining all boundaries detected in these subregions. The proposed method has the following three advantages: 1) It can be automatically executed without human-computer interactions; 2) it applies the edge-based level set method with relay fashion to detect all boundaries; and 3) it automatically obtains a full segmentation without specifying the number of relays in advance. The comparison experiments illustrate that the proposed method performs better than the representative level set methods, and it can obtain similar or better results compared with other popular segmentation algorithms.
引用
收藏
页码:518 / 525
页数:8
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