Rotation Invariant Face Recognition using Optical Neural Networks

被引:0
作者
Geetha, K. Parimala [1 ,3 ]
Sundaravadivelu, S. [2 ,3 ]
Singh, N. Albert [4 ]
机构
[1] PJCE, Nagercoil, Tamil Nadu, India
[2] SSNCE, Madras, Tamil Nadu, India
[3] Anna Univ, Madras 600025, Tamil Nadu, India
[4] Univ Kerala, CET, Trivandrum, Kerala, India
来源
2008 IEEE REGION 10 CONFERENCE: TENCON 2008, VOLS 1-4 | 2008年
关键词
Computer vision; Face detection; Optical Neural Networks; Pattern recognition;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present an optical neural network based face detection system. Unlike similar systems which are limited to detecting upright, frontal faces, this system detects faces at any degree of rotation in the image plane. The system employs multiple networks; the first is an orientation network which processes each input window to determine its orientation and then uses this information to prepare the window for identifier network. We present the training methods for both types of networks. We also perform analysis on the networks, and present empirical results on a large test set. Finally, we recognize the face using Principal Component Analysis approach.
引用
收藏
页码:961 / +
页数:3
相关论文
共 16 条
[1]   Face description with local binary patterns:: Application to face recognition [J].
Ahonen, Timo ;
Hadid, Abdenour ;
Pietikainen, Matti .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (12) :2037-2041
[2]  
Er MJ, 2002, IEEE T NEURAL NETWOR, V13, P697, DOI 10.1109/TNN.2002.1000134
[3]  
FARHAT NH, 1987, OPTICAL SIGNAL PROCE, P129
[4]   EXTENDING THE FEATURE VECTOR FOR AUTOMATIC FACE RECOGNITION [J].
JIA, XG ;
NIXON, MS .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (12) :1167-1176
[5]   A class of neural networks for independent component analysis [J].
Karhunen, J ;
Oja, E ;
Wang, LY ;
Vigario, R ;
Joutsensalo, J .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (03) :486-504
[6]   APPLICATION OF THE KARHUNEN-LOEVE PROCEDURE FOR THE CHARACTERIZATION OF HUMAN FACES [J].
KIRBY, M ;
SIROVICH, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (01) :103-108
[7]   Face recognition/detection by probabilistic decision-based neural network [J].
Lin, SH ;
Kung, SY ;
Lin, LJ .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (01) :114-132
[8]   Face recognition using LDA-based algorithms [J].
Lu, JW ;
Plataniotis, KN ;
Venetsanopoulos, AN .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (01) :195-200
[9]   Training support vector machines: an application to face detection [J].
Osuna, E ;
Freund, R ;
Girosi, F .
1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, :130-136
[10]   Neural network-based face detection [J].
Rowley, HA ;
Baluja, S ;
Kanade, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (01) :23-38