How to train a classifier based on the huge face database?

	How to train a classifier based on the huge face database?
	Chen, J ; Wang, RP ; Yan, SY ; Shan, SG ; Chen, XL ; Gao, W
	2005
发表期刊	ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS
ISSN	0302-9743
卷号	3723 页码:85-96
摘要	The development of web and digital camera nowadays has made it easier to collect more than hundreds of thousands of examples. How to train a face detector based on the collected enormous face database? This paper presents a manifold-based method to subsample. That is, we learn the manifold from the collected face database and then subsample training set by the estimated geodesic distance which is calculated during the manifold learning. Using the subsampled training set based on the manifold, we train an AdaBoost-based face detector. The trained detector is tested on the MIT+CMU frontal face test set. The experimental results show that the proposed method is effective and efficient to train a classifier confronted with the huge database.
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Imaging Science & Photographic Technology
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Imaging Science & Photographic Technology
WOS记录号	WOS:000233332200008
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/2XEOYT63/10070
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Chen, J
作者单位	1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Comp Technol Inst, ICT, ISVIS Joint Lab Face Recognit, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Chen, J,Wang, RP,Yan, SY,et al. How to train a classifier based on the huge face database?[J]. ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS,2005,3723:85-96.
APA	Chen, J,Wang, RP,Yan, SY,Shan, SG,Chen, XL,&Gao, W.(2005).How to train a classifier based on the huge face database?.ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS,3723,85-96.
MLA	Chen, J,et al."How to train a classifier based on the huge face database?".ANALYSIS AND MODELLING OF FACES AND GESTURES, PROCEEDINGS 3723(2005):85-96.