Enhancing human face detection by resampling examples through manifolds

doi:10.1109/TSMCA.2007.906575

	Enhancing human face detection by resampling examples through manifolds
	Chen, Jie ; Wang, Ruiping ; Yan, Shengye ; Shan, Shiguang ; Chen, Xilin ; Gao, Wen
	2007-11-01
发表期刊	IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS
ISSN	1083-4427
卷号	37 期号:6 页码:1017-1028
摘要	As a large-scale database of hundreds of thousands of face images collected from the Internet and digital cameras becomes available, how to utilize it to train a well-performed face detector is a quite challenging problem. In this paper, we propose a method to resample a representative training set from a collected large-scale database to train a robust human face detector. First, in a high-dimensional space, we estimate geodesic distances between pairs of face samples/examples inside the collected face set by isometric feature mapping (Isomap) and then subsample the face set. After that, we embed the face set to a low-dimensional manifold space and obtain the low-dimensional embedding. Subsequently, in the embedding, we interweave the face set based on the weights computed by locally linear embedding (LLE). Furthermore, we resample nonfaces by Isomap and LLE likewise. Using the resulting face and nonface samples, we train an AdaBoost-based face detector and run it on a large database to collect false alarms. We then use the false detections to train a one-class support vector machine (SVM). Combining the AdaBoost and one-class SVM-based face detector, we obtain a stronger detector. The experimental results on the MIT + CMU frontal face test set demonstrated that the proposed method significantly outperforms the other state-of-the-art-methods.
关键词	AdaBoost face detection manifold resampling support vector machine (SVM)
DOI	10.1109/TSMCA.2007.906575
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:000250590400014
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：29[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/2XEOYT63/11050
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, Jie
作者单位	1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China 3.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Chen, Jie,Wang, Ruiping,Yan, Shengye,et al. Enhancing human face detection by resampling examples through manifolds[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS,2007,37(6):1017-1028.
APA	Chen, Jie,Wang, Ruiping,Yan, Shengye,Shan, Shiguang,Chen, Xilin,&Gao, Wen.(2007).Enhancing human face detection by resampling examples through manifolds.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS,37(6),1017-1028.
MLA	Chen, Jie,et al."Enhancing human face detection by resampling examples through manifolds".IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS 37.6(2007):1017-1028.