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Enhancing human face detection by resampling examples through manifolds

文献类型：期刊论文

作者Chen, Jie; Wang, Ruiping; Yan, Shengye; Shan, Shiguang; Chen, Xilin; Gao, Wen
刊名IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS
出版日期2007-11-01
卷号37期号:6页码:1017-1028
关键词AdaBoost face detection manifold resampling support vector machine (SVM)
ISSN号1083-4427
DOI10.1109/TSMCA.2007.906575
英文摘要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.
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000250590400014
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
源URL[http://119.78.100.204/handle/2XEOYT63/11049]  
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.

入库方式： OAI收割

来源：计算技术研究所

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