Learning Stacked Image Descriptor for Face Recognition
Lei, Zhen; Yi, Dong; Li, Stan Z.
2016-09-01
发表期刊IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
卷号26期号:9页码:1685-1696
文章类型Article
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.
关键词Deep Discriminant Face Representation Face Recognition Learning-based Descriptor Stacked Image Descriptor (Sid)
WOS标题词Science & Technology ; Technology
DOI10.1109/TCSVT.2015.2473415
关键词[WOS]SPARSE REPRESENTATION ; VERIFICATION ; CLASSIFICATION ; DICTIONARY ; PATTERNS ; HISTOGRAM ; OCCLUSION ; IDENTITY ; MODEL
收录类别SCI
语种英语
项目资助者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)
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000384078400009
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/12659
专题模式识别国家重点实验室_生物识别与安全技术研究
作者单位Chinese Acad Sci, Inst Automat, Ctr Biometr & Secur Res, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
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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.
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