The CAS-PEAL large-scale Chinese face database and baseline evaluations

doi:10.1109/TSMCA.2007.909557

	The CAS-PEAL large-scale Chinese face database and baseline evaluations
	Gao, Wen 1; Cao, Bo 2; Shan, Shiguang 2,3; Chen, Xilin 2,3; Zhou, Delong 2; Zhang, Xiaohua 2; Zhao, Debin 1,4
	2008
发表期刊	IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS
ISSN	1083-4427
卷号	38 期号:1 页码:149-161
摘要	In this paper, we describe the acquisition and contents of a large-scale Chinese face database: the CAS-PEAL face database. The goals of creating the CAS-PEAL face database include the following: 1) providing the worldwide researchers of face recognition with different sources of variations, particularly pose, expression, accessories, and lighting (PEAL), and exhaustive ground-truth information in one uniform database; 2) advancing the state-of-the-art face recognition technologies aiming at practical applications by using off-the-shelf imaging equipment and by designing normal face variations in the database; and 3) providing a large-scale face database of Mongolian. Currently, the CAS-PEAL face database contains 99594 images of 1040 individuals (595 males and 445 females). A total of nine cameras are mounted horizontally on an arc arm to simultaneously capture images across different poses. Each subject is asked to look straight ahead, up, and down to obtain 27 images in three shots. Five facial expressions, six accessories, and 15 lighting changes are also included in the database. A selected subset of the database (CAS-PEAL-RI, containing 30863 images of the 1040 subjects) is available to other researchers now. We discuss the evaluation protocol based on the CAS-PEAL-R1 database and present the performance of four algorithms as a baseline to do the following: 1) elementarily assess the difficulty of the database for face recognition algorithms; 2) preference evaluation results for researchers using the database; and 3) identify the strengths and weaknesses of the commonly used algorithms.
关键词	accessory evaluation protocol expression face databases face recognition lighting pose
DOI	10.1109/TSMCA.2007.909557
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Cybernetics ; Computer Science, Theory & Methods
WOS记录号	WOS:000251974500014
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：691[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/2XEOYT63/11161
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Gao, Wen
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, ICT, ISVISION Joint Res & Dev Lab Face Recognit, Beijing 100080, Peoples R China 3.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China 4.Harbin Inst Technol, Dept Comp Sci, Harbin 15001, Peoples R China
推荐引用方式 GB/T 7714	Gao, Wen,Cao, Bo,Shan, Shiguang,et al. The CAS-PEAL large-scale Chinese face database and baseline evaluations[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS,2008,38(1):149-161.
APA	Gao, Wen.,Cao, Bo.,Shan, Shiguang.,Chen, Xilin.,Zhou, Delong.,...&Zhao, Debin.(2008).The CAS-PEAL large-scale Chinese face database and baseline evaluations.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS,38(1),149-161.
MLA	Gao, Wen,et al."The CAS-PEAL large-scale Chinese face database and baseline evaluations".IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS 38.1(2008):149-161.