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Illumination invariant face recognition using near-infrared images
Li, Stan Z.; Chu, RuFeng; Liao, ShengCai; Zhang, Lun
2007-04-01
发表期刊IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
卷号29期号:4页码:627-639
文章类型Article
摘要Most current face recognition systems are designed for indoor, cooperative-user applications. However, even in thus constrained applications, most existing systems, academic and commercial, are compromised in accuracy by changes in environmental illumination. In this paper, we present a novel solution for illumination invariant face recognition for indoor, cooperative-user applications. First, we present an active near infrared (NIR) imaging system that is able to produce face images of good condition regardless of visible lights in the environment. Second, we show that the resulting face images encode intrinsic information of the face, subject only to a monotonic transform in the gray tone; based on this, we use local binary pattern (LBP) features to compensate for the monotonic transform, thus deriving an illumination invariant face representation. Then, we present methods for face recognition using NIR images; statistical learning algorithms are used to extract most discriminative features from a large pool of invariant LBP features and construct a highly accurate face matching engine. Finally, we present a system that is able to achieve accurate and fast face recognition in practice, in which a method is provided to deal with specular reflections of active NIR lights on eyeglasses, a critical issue in active NIR image-based face recognition. Extensive, comparative results are provided to evaluate the imaging hardware, the face and eye detection algorithms, and the face recognition algorithms and systems, with respect to various factors, including illumination, eyeglasses, time lapse, and ethnic groups.
关键词Biometrics Face Recognition Near Infrared (Nir) Illumination Invariant Local Binary Pattern (Lbp) Statistical Learning
WOS标题词Science & Technology ; Technology
关键词[WOS]CLASSIFICATION ; REFLECTANCE ; EIGENFACES ; RETINEX ; OBJECT ; IR
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000244855600011
引用统计
被引频次:266[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/173211/9472
专题09年以前成果
作者单位1.Chinese Acad Sci, Inst Automat, Ctr Biometr & Secur Records, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
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GB/T 7714
Li, Stan Z.,Chu, RuFeng,Liao, ShengCai,et al. Illumination invariant face recognition using near-infrared images[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2007,29(4):627-639.
APA Li, Stan Z.,Chu, RuFeng,Liao, ShengCai,&Zhang, Lun.(2007).Illumination invariant face recognition using near-infrared images.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,29(4),627-639.
MLA Li, Stan Z.,et al."Illumination invariant face recognition using near-infrared images".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 29.4(2007):627-639.
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