Interactive Image Segmentation With Multiple Linear Reconstructions in Windows

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 先进时空数据分析与学习

	Interactive Image Segmentation With Multiple Linear Reconstructions in Windows
	Xiang, Shiming1 ; Pan, Chunhong1 ; Nie, Feiping 2; Zhang, Changshui 2
发表期刊	IEEE TRANSACTIONS ON MULTIMEDIA
	2011-04-01
卷号	13 期号:2 页码:342-352
文章类型	Article
摘要	This 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.
关键词	Comparative Study Interactive Image Segmentation Multiple LInear Reconstructions In wIndows
WOS标题词	Science & Technology ; Technology
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Telecommunications
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS记录号	WOS:000288661800015
引用统计	被引频次：11[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3689
专题	多模态人工智能系统全国重点实验室_先进时空数据分析与学习
作者单位	1.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
第一作者单位	模式识别国家重点实验室
推荐引用方式 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.