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Fast and accurate face detection by sparse Bayesian extreme learning machine
Vong C.M.; Tai K.I.; Pun C.M.; Wong P.K.
2014-12-23
Source PublicationNeural Computing and Applications
ISSN09410643
Volume26Issue:5Pages:1149-1156
Abstract

Real-time face detection is an important research topic in computer vision and pattern recognition. One of the effective methods in face detection is model-based approach which employs neural network technique for the construction of classification model. Relevant techniques such as support vector machines are fast in training an accurate model which is, however, relatively slow in execution time. The reason is due to the large size of the constructed model. In this paper, the main contribution is to apply a new method called sparse Bayesian extreme learning machine (SBELM) for real-time face detection because SBELM can minimize the model size with nearly no compromise on the accuracy and have fast execution time. Several benchmark face datasets were employed for the evaluation of SBELM against other state-of-the-art techniques. Experimental results show that SBELM achieves fastest execution time with high accuracy over the benchmark face datasets. A MATLAB toolbox of SBELM is also available on our Web site.

KeywordExtreme Learning Machine Face Detection Face Recognition Sparse Bayesian
DOI10.1007/s00521-014-1803-x
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000355765200011
PublisherSPRINGER
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被引频次[WOS]:10   [WOS记录]     [WOS相关记录]
Document TypeJournal article
专题DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
DEPARTMENT OF ELECTROMECHANICAL ENGINEERING
Corresponding AuthorVong C.M.
AffiliationDepartment of Computer and Information Science, University of Macau, Macau, SAR, China
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity of Macau
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GB/T 7714
Vong C.M.,Tai K.I.,Pun C.M.,et al. Fast and accurate face detection by sparse Bayesian extreme learning machine[J]. Neural Computing and Applications,2014,26(5):1149-1156.
APA Vong C.M.,Tai K.I.,Pun C.M.,&Wong P.K..(2014).Fast and accurate face detection by sparse Bayesian extreme learning machine.Neural Computing and Applications,26(5),1149-1156.
MLA Vong C.M.,et al."Fast and accurate face detection by sparse Bayesian extreme learning machine".Neural Computing and Applications 26.5(2014):1149-1156.
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