CASIA OpenIR  > 模式识别国家重点实验室  > 先进数据分析与学习
Interactive Image Segmentation With Multiple Linear Reconstructions in Windows
Xiang, Shiming1; Pan, Chunhong1; Nie, Feiping2; Zhang, Changshui2
Source PublicationIEEE TRANSACTIONS ON MULTIMEDIA
2011-04-01
Volume13Issue:2Pages:342-352
SubtypeArticle
AbstractThis paper proposes an algorithm for interactive image segmentation. The task is formulated as a problem of graph-based transductive classification. Specifically, given an image window, the color of each pixel in it will be reconstructed linearly with those of the remaining pixels in this window. The optimal reconstruction weights will be kept unchanged to linearly reconstruct their class labels. The label reconstruction errors are estimated in each window. These errors are further collected together to develop a learning model. Then, the class information about the user specified foreground and background pixels are integrated into a regularization framework. Under this framework, a globally optimal labeling is finally obtained. The computational complexity is analyzed, and an approach for speeding up the algorithm is presented. Comparative experimental results illustrate the validity of our algorithm.
KeywordComparative Study Interactive Image Segmentation Multiple LInear Reconstructions In wIndows
WOS HeadingsScience & Technology ; Technology
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS IDWOS:000288661800015
Citation statistics
Cited Times:9[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/3689
Collection模式识别国家重点实验室_先进数据分析与学习
Affiliation1.Chinese Acad Sci, Inst Automat, NLPR, Beijing 100190, Peoples R China
2.Tsinghua Univ, Dept Automat, State Key Lab Intelligent Technol & Syst, TNList, Beijing 100084, Peoples R China
First Author AffilicationChinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
Xiang, Shiming,Pan, Chunhong,Nie, Feiping,et al. Interactive Image Segmentation With Multiple Linear Reconstructions in Windows[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2011,13(2):342-352.
APA Xiang, Shiming,Pan, Chunhong,Nie, Feiping,&Zhang, Changshui.(2011).Interactive Image Segmentation With Multiple Linear Reconstructions in Windows.IEEE TRANSACTIONS ON MULTIMEDIA,13(2),342-352.
MLA Xiang, Shiming,et al."Interactive Image Segmentation With Multiple Linear Reconstructions in Windows".IEEE TRANSACTIONS ON MULTIMEDIA 13.2(2011):342-352.
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