A Relay Level Set Method for Automatic Image Segmentation
Gao, Xinbo1; Wang, Bin1; Tao, Dacheng2; Li, Xuelong3
刊名ieee transactions on systems man and cybernetics part b-cybernetics
2011-04-01
卷号41期号:2页码:518-525
关键词Energy minimization finite difference geometric active contour image segmentation partial differential equation (PDE) relay level set
ISSN号1083-4419
通讯作者x. gao
合作状况其它
英文摘要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.
学科主题信号与模式识别 ; 计算机应用其他学科(含图像处理)
WOS标题词science & technology ; technology
类目[WOS]automation & control systems ; computer science, artificial intelligence ; computer science, cybernetics
研究领域[WOS]automation & control systems ; computer science
关键词[WOS]energy minimization ; active contours ; mean shift ; graph cuts ; flow ; algorithms ; recognition ; evolution ; gradient ; mumford
收录类别SCI ; EI
语种英语
WOS记录号WOS:000288454300017
公开日期2011-01-12
内容类型期刊论文
源URL[http://ir.opt.ac.cn/handle/181661/8627]  
专题西安光学精密机械研究所_光学影像学习与分析中心
作者单位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
推荐引用方式
GB/T 7714
Gao, Xinbo,Wang, Bin,Tao, Dacheng,et al. A Relay Level Set Method for Automatic Image Segmentation[J]. ieee transactions on systems man and cybernetics part b-cybernetics,2011,41(2):518-525.
APA Gao, Xinbo,Wang, Bin,Tao, Dacheng,&Li, Xuelong.(2011).A Relay Level Set Method for Automatic Image Segmentation.ieee transactions on systems man and cybernetics part b-cybernetics,41(2),518-525.
MLA Gao, Xinbo,et al."A Relay Level Set Method for Automatic Image Segmentation".ieee transactions on systems man and cybernetics part b-cybernetics 41.2(2011):518-525.
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