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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