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Baseline evaluations on the CAS-PEAL-R1 face database
Cao, B; Shan, SG; Zhang, XH; Gao, W
2004
发表期刊ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS
ISSN0302-9743
卷号3338页码:370-378
摘要In this paper, three baseline face recognition algorithms are evaluated on the CAS-PEAL-R1 face database which is publicly released from a large-scale Chinese face database: CAS-PEAL. The main objectives of the baseline evaluations are to 1) elementarily assess the difficulty of the database for face recognition algorithms, 2) provide an example evaluation protocol on the database, and 3) identify the strengths and weakness of some popular algorithms. Particular description of the datasets used in the evaluations and the underlying philosophy are given. The three baseline algorithms evaluated are Principle Components Analysis (PCA), a combined Principle Component Analysis and Linear Discriminant Analysis (PCA+LDA), and PCA+LDA algorithm based on Gabor features (G PCA+LDA). Four face image preprocessing methods are also tested to emphasize the influences of the preprocessing methods on the performances of face recognition algorithms.
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000226133000040
出版者SPRINGER-VERLAG BERLIN
引用统计
被引频次:11[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/13923
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Cao, B
作者单位1.Chinese Acad Sci, ICT, ISVISION, Joint Res & Dev Lab Face Recognit, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing 100864, Peoples R China
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Cao, B,Shan, SG,Zhang, XH,et al. Baseline evaluations on the CAS-PEAL-R1 face database[J]. ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2004,3338:370-378.
APA Cao, B,Shan, SG,Zhang, XH,&Gao, W.(2004).Baseline evaluations on the CAS-PEAL-R1 face database.ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3338,370-378.
MLA Cao, B,et al."Baseline evaluations on the CAS-PEAL-R1 face database".ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3338(2004):370-378.
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