Nonlinear Metric Learning with Deep Independent Subspace Analysis Network for Face Verification
Cai, Xinyuan; Wang, Chunheng; Xiao, Baihua; Shao, Yunxue
Source PublicationIEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
2013-12-01
VolumeE96DIssue:12Pages:2830-2838
SubtypeArticle
AbstractFace 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.
KeywordMetric Learning Independent Subspace Analysis Deep Learning Architecture Face Verification
WOS HeadingsScience & Technology ; Technology
WOS KeywordDIMENSIONALITY REDUCTION ; RECOGNITION ; PATTERNS
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering
WOS IDWOS:000329009300036
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/3751
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
Corresponding AuthorWang, Chunheng
AffiliationChinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R China
Recommended Citation
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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