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Cross-Modal Subspace Learning via Pairwise Constraints
Ran He(赫然)1; Man Zhang1; Liang Wang1; Ye Ji2; Qiyue Yin1; Ji, Ye
2015-12-01
发表期刊IEEE TRANSACTIONS ON IMAGE PROCESSING
卷号24期号:12页码:5543-5556
文章类型Article
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.
关键词Multi Modal Pairwise Constraint Subspace Clustering
WOS标题词Science & Technology ; Technology
DOI10.1109/TIP.2015.2466106
关键词[WOS]DIMENSIONALITY REDUCTION ; MULTIVIEW DATA ; IMAGE ; FRAMEWORK ; FUSION ; STYLE ; RANK
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61135002 ; National Basic Research Program of China(2012CB316300) ; 61473289)
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000363251800008
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/10492
专题智能感知与计算研究中心
通讯作者Ji, Ye
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
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Ran He,Man Zhang,Liang Wang,et al. Cross-Modal Subspace Learning via Pairwise Constraints[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2015,24(12):5543-5556.
APA Ran He,Man Zhang,Liang Wang,Ye Ji,Qiyue Yin,&Ji, Ye.(2015).Cross-Modal Subspace Learning via Pairwise Constraints.IEEE TRANSACTIONS ON IMAGE PROCESSING,24(12),5543-5556.
MLA Ran He,et al."Cross-Modal Subspace Learning via Pairwise Constraints".IEEE TRANSACTIONS ON IMAGE PROCESSING 24.12(2015):5543-5556.
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