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

CASIA OpenIR > 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

	Point-Manifold Discriminant Analysis for Still-to-Video Face Recognition
	Chen, Xue; Wang, Chunheng; Xiao, Baihua; Shao, Yunxue
发表期刊	IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
	2014-10-01
卷号	E97D 期号:10 页码:2780-2789
文章类型	Article
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.
关键词	Face Recognition Still-to-video Discriminant Analysis Point-manifold Distance Scenario-oriented
WOS标题词	Science & Technology ; Technology
关键词[WOS]	NONLINEAR DIMENSIONALITY REDUCTION
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering
WOS记录号	WOS:000348141100024
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3748
专题	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
作者单位	Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R China
第一作者单位	中国科学院自动化研究所
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.