Nonlinear Metric Learning with Deep Independent Subspace Analysis Network for Face Verification

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

	Nonlinear Metric Learning with Deep Independent Subspace Analysis Network for Face Verification
	Cai, Xinyuan; Wang, Chunheng; Xiao, Baihua; Shao, Yunxue
发表期刊	IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
	2013-12-01
卷号	E96D 期号:12 页码:2830-2838
文章类型	Article
摘要	Face verification is the task of determining whether two given face images represent the same person or not. It is a very challenging task, as the face images, captured in the uncontrolled environments, may have large variations in illumination, expression, pose, background, etc. The crucial problem is how to compute the similarity of two face images. Metric learning has provided a viable solution to this problem. Until now, many metric learning algorithms have been propos'ed, but they are usually limited to learning a linear transformation In this paper, we propose a nonlinear metric learning method, which learns an explicit mapping from the original space to an optimal subspace using deep Independent Subspace Analysis (ISA) network. Compared to the linear or kernel based metric learning methods, the proposed deep ISA network is a deep and local learning architecture, and therefore exhibits more powerful ability to learn the nature of highly variable dataset. We evaluate our method on the Labeled Faces in the Wild dataset, and results show superior performance over some state-of-the-art methods.
关键词	Metric Learning Independent Subspace Analysis Deep Learning Architecture Face Verification
WOS标题词	Science & Technology ; Technology
关键词[WOS]	DIMENSIONALITY REDUCTION ; RECOGNITION ; PATTERNS
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:000329009300036
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3751
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
通讯作者	Wang, Chunheng
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
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Cai, Xinyuan,Wang, Chunheng,Xiao, Baihua,et al. Nonlinear Metric Learning with Deep Independent Subspace Analysis Network for Face Verification[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2013,E96D(12):2830-2838.
APA	Cai, Xinyuan,Wang, Chunheng,Xiao, Baihua,&Shao, Yunxue.(2013).Nonlinear Metric Learning with Deep Independent Subspace Analysis Network for Face Verification.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,E96D(12),2830-2838.
MLA	Cai, Xinyuan,et al."Nonlinear Metric Learning with Deep Independent Subspace Analysis Network for Face Verification".IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS E96D.12(2013):2830-2838.

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