Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 0302-9743 |
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 | |
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 |
推荐引用方式 GB/T 7714 | 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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