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Learning Stacked Image Descriptor for Face Recognition

文献类型：期刊论文

作者Lei, Zhen; Yi, Dong; Li, Stan Z.
刊名IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
出版日期2016-09-01
卷号26期号:9页码:1685-1696
关键词Deep Discriminant Face Representation Face Recognition Learning-based Descriptor Stacked Image Descriptor (Sid)
DOI10.1109/TCSVT.2015.2473415
文献子类Article
英文摘要Learning-based face descriptors have constantly improved the face recognition performance. Compared with the hand-crafted features, learning-based features are considered to be able to exploit information with better discriminative ability for specific tasks. Motivated by the recent success of deep learning, in this paper, we extend the original shallow face descriptors to deep discriminant face features by introducing a stacked image descriptor (SID). With deep structure, more complex facial information can be extracted and the discriminant and compactness of feature representation can be improved. The SID is learned in a forward optimization way, which is computational efficient compared with deep learning. Extensive experiments on various face databases are conducted to show that SID is able to achieve high face recognition performance with compact face representation, compared with other state-of-the-art descriptors.
WOS关键词SPARSE REPRESENTATION ; VERIFICATION ; CLASSIFICATION ; DICTIONARY ; PATTERNS ; HISTOGRAM ; OCCLUSION ; IDENTITY ; MODEL
WOS研究方向Engineering
语种英语
WOS记录号WOS:000384078400009
资助机构Chinese National Natural Science Foundation(61572501 ; National Science and Technology Support Program(2013BAK02B01) ; Chinese Academy of Sciences(KGZD-EW-102-2) ; AuthenMetric Research and Development Funds ; 61375037 ; 61473291 ; 61572536)
源URL[http://ir.ia.ac.cn/handle/173211/12659]  
专题自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心
作者单位Chinese Acad Sci, Inst Automat, Ctr Biometr & Secur Res, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 Lei, Zhen,Yi, Dong,Li, Stan Z.. Learning Stacked Image Descriptor for Face Recognition[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2016,26(9):1685-1696.
APA Lei, Zhen,Yi, Dong,&Li, Stan Z..(2016).Learning Stacked Image Descriptor for Face Recognition.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,26(9),1685-1696.
MLA Lei, Zhen,et al."Learning Stacked Image Descriptor for Face Recognition".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 26.9(2016):1685-1696.

入库方式： OAI收割

来源：自动化研究所

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