CASIA OpenIR  > 数字内容技术与服务研究中心  > 听觉模型与认知计算
Image Decomposition With Multilabel Context: Algorithms and Applications
Li, Teng1; Yan, Shuicheng2; Mei, Tao3; Hua, Xian-Sheng3; Kweon, In-So4
Source PublicationIEEE TRANSACTIONS ON IMAGE PROCESSING
2011-08-01
Volume20Issue:8Pages:2301-2314
SubtypeArticle
AbstractMost 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.
KeywordImage Classification Image Decomposition Multilabel Context
WOS HeadingsScience & Technology ; Technology
WOS KeywordNONNEGATIVE MATRIX FACTORIZATION ; SEGMENTATION ; CLASSIFICATION ; RECOGNITION ; TEXTURE
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS IDWOS:000293692300020
Citation statistics
Cited Times:8[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9954
Collection数字内容技术与服务研究中心_听觉模型与认知计算
Affiliation1.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
Recommended Citation
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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