Image Decomposition With Multilabel Context: Algorithms and Applications
Li, Teng1; Yan, Shuicheng2; Mei, Tao3; Hua, Xian-Sheng3; Kweon, In-So4
2011-08-01
发表期刊IEEE TRANSACTIONS ON IMAGE PROCESSING
卷号20期号:8页码:2301-2314
文章类型Article
摘要Most research on image decomposition, e. g., image segmentation and image parsing, has predominantly focused on the low-level visual clues within a single image and neglected the contextual information across images. In this paper, we present a new perspective to image decomposition piloted by the multilabel context associated with each individual image. Observing that the contextual information (i.e., local label representations of the same label are similar while those from different labels are dissimilar) exists across images, we propose to perform image decomposition in a collective way and obtain an optimal representation for each label from a set of multilabeled images. We formulate the problem as an optimization problem which maximizes inter-label difference while minimizing the intra-label difference of the target label representations and propose two ways to solve this problem. Such a contextual image decomposition has a wide variety of applications, among which two exemplary ones-multilabel image annotation and label ranking, are presented and evaluated with different classification techniques. Extensive experiments on two benchmark datasets demonstrate promising results.
关键词Image Classification Image Decomposition Multilabel Context
WOS标题词Science & Technology ; Technology
关键词[WOS]NONNEGATIVE MATRIX FACTORIZATION ; SEGMENTATION ; CLASSIFICATION ; RECOGNITION ; TEXTURE
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000293692300020
引用统计
被引频次:8[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/173211/9954
专题数字内容技术与服务研究中心_听觉模型与认知计算
作者单位1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
2.Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117548, Singapore
3.Microsoft Res Asia, Beijing 100190, Peoples R China
4.Korea Adv Inst Sci & Technol, Taejon 305701, South Korea
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GB/T 7714
Li, Teng,Yan, Shuicheng,Mei, Tao,et al. Image Decomposition With Multilabel Context: Algorithms and Applications[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2011,20(8):2301-2314.
APA Li, Teng,Yan, Shuicheng,Mei, Tao,Hua, Xian-Sheng,&Kweon, In-So.(2011).Image Decomposition With Multilabel Context: Algorithms and Applications.IEEE TRANSACTIONS ON IMAGE PROCESSING,20(8),2301-2314.
MLA Li, Teng,et al."Image Decomposition With Multilabel Context: Algorithms and Applications".IEEE TRANSACTIONS ON IMAGE PROCESSING 20.8(2011):2301-2314.
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