Fast and accurate face detection by sparse Bayesian extreme learning machine

UM > Faculty of Science and Technology

Status	已發表Published
	Fast and accurate face detection by sparse Bayesian extreme learning machine
	Vong, C. M.; Tai, K.I.; Pun, C. M.; Wong, P. K.
	2015-07-01
Source Publication	Neural Computing and Applications (SCI-E)
ISSN	0941-0643
Pages	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 contri- bution 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.
Keyword	Face recognition Face detection Sparse Bayesian Extreme learning machine
Language	英語English
The Source to Article	PB_Publication
PUB ID	15131
Document Type	Journal article
Collection	Faculty of Science and Technology DEPARTMENT OF ELECTROMECHANICAL ENGINEERING
Corresponding Author	Vong, C. M.
Recommended Citation 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 (SCI-E), 2015, 1149-1156.
APA	Vong, C. M.., Tai, K.I.., Pun, C. M.., & Wong, P. K. (2015). Fast and accurate face detection by sparse Bayesian extreme learning machine. Neural Computing and Applications (SCI-E), 1149-1156.
MLA	Vong, C. M.,et al."Fast and accurate face detection by sparse Bayesian extreme learning machine".Neural Computing and Applications (SCI-E) (2015):1149-1156.

Files in This Item:
There are no files associated with this item.

If you have any objections to this item, please fill out the form below and the administrator will contact you as soon as possible.
Content:
Email：	*
Affiliation No.
Verification Code:	Refresh

Any comments and suggestions are welcomed.
Title:	*
Content:
Email：	*
Verification Code:	Refresh