Image Decomposition With Multilabel Context: Algorithms and Applications | |
Li, Teng; Yan, Shuicheng; Mei, Tao; Hua, Xian-Sheng; Kweon, In-So | |
刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING |
2011-08-01 | |
卷号 | 20期号:8;8页码:2301-2314 |
关键词 | Image Classification Image Decomposition Multilabel Context |
文献子类 | Article |
英文摘要 | 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. |
WOS关键词 | NONNEGATIVE MATRIX FACTORIZATION ; SEGMENTATION ; CLASSIFICATION ; RECOGNITION ; TEXTURE |
WOS研究方向 | Computer Science ; Engineering |
语种 | 英语 |
WOS记录号 | WOS:000293692300020 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/40926] |
专题 | 数字内容技术与服务研究中心_听觉模型与认知计算 |
推荐引用方式 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;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;8),2301-2314. |
MLA | Li, Teng,et al."Image Decomposition With Multilabel Context: Algorithms and Applications".IEEE TRANSACTIONS ON IMAGE PROCESSING 20.8;8(2011):2301-2314. |
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