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Point-Manifold Discriminant Analysis for Still-to-Video Face Recognition

文献类型：期刊论文

作者Chen, Xue; Wang, Chunheng; Xiao, Baihua; Shao, Yunxue
刊名IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
出版日期2014-10-01
卷号E97D期号:10页码:2780-2789
关键词face recognition still-to-video discriminant analysis point-manifold distance scenario-oriented
英文摘要In Still-to-Video (S2V) face recognition, only a few high resolution images are registered for each subject, while the probe is video clips of complex variations. As faces present distinct characteristics under different scenarios, recognition in the original space is obviously inefficient. Thus, in this paper, we propose a novel discriminant analysis method to learn separate mappings for different scenario patterns (still, video), and further pursue a common discriminant space based on these mappings. Concretely, by modeling each video as a manifold and each image as point data, we form the scenario-oriented mapping learning as a Point-Manifold Discriminant Analysis (PMDA) framework. The learning objective is formulated by incorporating the intra-class compactness and inter-class separability for good discrimination. Experiments on the COX-S2V dataset demonstrate the effectiveness of the proposed method.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Information Systems ; Computer Science, Software Engineering
研究领域[WOS]Computer Science
关键词[WOS]NONLINEAR DIMENSIONALITY REDUCTION
收录类别SCI
语种英语
WOS记录号WOS:000348141100024
源URL[http://ir.ia.ac.cn/handle/173211/3748]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_影像分析与机器视觉团队
作者单位Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R China
推荐引用方式
GB/T 7714		 Chen, Xue,Wang, Chunheng,Xiao, Baihua,et al. Point-Manifold Discriminant Analysis for Still-to-Video Face Recognition[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2014,E97D(10):2780-2789.
APA Chen, Xue,Wang, Chunheng,Xiao, Baihua,&Shao, Yunxue.(2014).Point-Manifold Discriminant Analysis for Still-to-Video Face Recognition.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,E97D(10),2780-2789.
MLA Chen, Xue,et al."Point-Manifold Discriminant Analysis for Still-to-Video Face Recognition".IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS E97D.10(2014):2780-2789.

入库方式： OAI收割

来源：自动化研究所

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