Face recognition from a single image per person: A survey

CASIA OpenIR > 09年以前成果

	Face recognition from a single image per person: A survey
	Tan, Xiaoyang ; Chen, Songcan ; Zhou, Zhi-Hua ; Zhang, Fuyan
发表期刊	PATTERN RECOGNITION
	2006-09-01
卷号	39 期号:9 页码:1725-1745
文章类型	Review
摘要	One of the main challenges faced by the current face recognition techniques lies in the difficulties of collecting samples. Fewer samples per person mean less laborious effort for collecting them, lower cost for storing and processing them. Unfortunately, many reported face recognition techniques rely heavily on the size and representative of training set, and most of them will suffer serious performance drop or even fail to work if only one training sample per person is available to the systems. This situation is called "one sample per person" problem: given a stored database of faces, the goal is to identify a person from the database later in time in any different and unpredictable poses, lighting, etc. from just one image. Such a task is very challenging for most current algorithms due to the extremely limited representative of training sample. Numerous techniques have been developed to attack this problem, and the purpose of this paper is to categorize and evaluate these algorithms. The prominent algorithms are described and critically analyzed. Relevant issues such as data collection, the influence of the small sample size, and system evaluation are discussed, and several promising directions for future research are also proposed in this paper. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
关键词	Face Recognition Single Training Image Per Person
WOS标题词	Science & Technology ; Technology
关键词[WOS]	EXPRESSION VARIANT FACES ; STATISTICAL PATTERN-RECOGNITION ; LOCAL BINARY PATTERNS ; ONE TRAINING IMAGE ; AUTOMATIC RECOGNITION ; OBJECT REPRESENTATION ; FACIAL EXPRESSIONS ; APPEARANCE MODELS ; EIGENFACES ; RETRIEVAL
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:000239050200015
引用统计	被引频次：465[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/173211/9236
专题	09年以前成果
作者单位	1.Nanjing Univ Aeronaut & Astronaut, Dept Comp Sci & Engn, Nanjing 210016, Peoples R China 2.Nanjing Univ, Natl Lab Novel Software Technol, Nanjing 210093, Peoples R China 3.Chinese Acad Sci, Inst Automat, State Key Lab Pattern Recognit, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Tan, Xiaoyang,Chen, Songcan,Zhou, Zhi-Hua,et al. Face recognition from a single image per person: A survey[J]. PATTERN RECOGNITION,2006,39(9):1725-1745.
APA	Tan, Xiaoyang,Chen, Songcan,Zhou, Zhi-Hua,&Zhang, Fuyan.(2006).Face recognition from a single image per person: A survey.PATTERN RECOGNITION,39(9),1725-1745.
MLA	Tan, Xiaoyang,et al."Face recognition from a single image per person: A survey".PATTERN RECOGNITION 39.9(2006):1725-1745.