Point-Manifold Discriminant Analysis for Still-to-Video Face Recognition
Chen, Xue; Wang, Chunheng; Xiao, Baihua; Shao, Yunxue
Source PublicationIEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
2014-10-01
VolumeE97DIssue:10Pages:2780-2789
SubtypeArticle
AbstractIn 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.
KeywordFace Recognition Still-to-video Discriminant Analysis Point-manifold Distance Scenario-oriented
WOS HeadingsScience & Technology ; Technology
WOS KeywordNONLINEAR DIMENSIONALITY REDUCTION
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering
WOS IDWOS:000348141100024
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/3748
Collection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
AffiliationChinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
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.
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