Cross-Modal Subspace Learning via Pairwise Constraints
文献类型：期刊论文
| 作者 | He, Ran1; Zhang, Man1; Wang, Liang1; Ji, Ye2; Yin, Qiyue1; Ran He(赫然) ; Liang Wang; Man Zhang; Qiyue Yin
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| 刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING
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| 出版日期 | 2015-12-01 |
| 卷号 | 24期号:12页码:5543-5556 |
| 关键词 | Multi modal pairwise constraint subspace clustering |
| 英文摘要 | In multimedia applications, the text and image components in a web document form a pairwise constraint that potentially indicates the same semantic concept. This paper studies cross-modal learning via the pairwise constraint and aims to find the common structure hidden in different modalities. We first propose a compound regularization framework to address the pairwise constraint, which can be used as a general platform for developing cross-modal algorithms. For unsupervised learning, we propose a multi-modal subspace clustering method to learn a common structure for different modalities. For supervised learning, to reduce the semantic gap and the outliers in pairwise constraints, we propose a cross-modal matching method based on compound l(21) regularization. Extensive experiments demonstrate the benefits of joint text and image modeling with semantically induced pairwise constraints, and they show that the proposed cross-modal methods can further reduce the semantic gap between different modalities and improve the clustering/matching accuracy. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
| 研究领域[WOS] | Computer Science ; Engineering |
| 关键词[WOS] | DIMENSIONALITY REDUCTION ; MULTIVIEW DATA ; IMAGE ; FRAMEWORK ; FUSION ; STYLE ; RANK |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000363251800008 |
| 公开日期 | 2016-02-26 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/10492]  |
| 专题 | 自动化研究所_智能感知与计算研究中心 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Ctr Res Intelligent Percept & Comp, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Shandong Univ, Dept Control Sci & Engn, Jinan 250100, Peoples R China |
| 推荐引用方式 GB/T 7714 | He, Ran,Zhang, Man,Wang, Liang,et al. Cross-Modal Subspace Learning via Pairwise Constraints[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2015,24(12):5543-5556. |
| APA | He, Ran.,Zhang, Man.,Wang, Liang.,Ji, Ye.,Yin, Qiyue.,...&Qiyue Yin.(2015).Cross-Modal Subspace Learning via Pairwise Constraints.IEEE TRANSACTIONS ON IMAGE PROCESSING,24(12),5543-5556. |
| MLA | He, Ran,et al."Cross-Modal Subspace Learning via Pairwise Constraints".IEEE TRANSACTIONS ON IMAGE PROCESSING 24.12(2015):5543-5556. |
入库方式： OAI收割
来源：自动化研究所
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