Face recognition using a hybrid supervised unsupervised neural network

被引:45
作者
Intrator, N
Reisfeld, D
Yeshurun, Y
机构
[1] Department of Computer Science, Tel-Aviv University
关键词
face recognition; Neural Networks; interest points; symmetry operator;
D O I
10.1016/0167-8655(95)00089-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A system for automatic face recognition is presented. It consists of several steps. Automatic detection of the eyes and mouth is followed by a spatial normalization of the images. The classification of the normalized images is carried out by a hybrid (supervised and unsupervised) Neural Network. Two methods for reducing the overfitting - a common problem in high-dimensional classification schemes - are presented, and the superiority of their combination is demonstrated.
引用
收藏
页码:67 / 76
页数:10
相关论文
共 32 条
[1]  
[Anonymous], 1961, Adaptive Control Processes: a Guided Tour, DOI DOI 10.1515/9781400874668
[2]   THEORY FOR THE DEVELOPMENT OF NEURON SELECTIVITY - ORIENTATION SPECIFICITY AND BINOCULAR INTERACTION IN VISUAL-CORTEX [J].
BIENENSTOCK, EL ;
COOPER, LN ;
MUNRO, PW .
JOURNAL OF NEUROSCIENCE, 1982, 2 (01) :32-48
[3]  
BISCHEL M, 1994, COMPUTER VISION GRAP, V59, P254
[4]  
BLEDSOE WW, 1966, PRI22 PAN RES INC TE
[5]  
BREIMAN L, 1992, TR367 U CAL DEP STAT
[6]  
BRUCE V, 1989, HDB RES FACE PROCESS, P487
[7]  
BRUNELLI R, 1992, 2ND P EUR C COMP VIS, P972
[8]  
CRAW I, 1992, 2ND P EUR C COMP VIS, P92
[9]   FACE RECOGNITION ACCURACY AS A FUNCTION OF MODE OF REPRESENTATION [J].
DAVIES, G ;
ELLIS, H ;
SHEPHERD, J .
JOURNAL OF APPLIED PSYCHOLOGY, 1978, 63 (02) :180-187
[10]  
EDELMAN S, 1992, 2ND P EUR C COMP VIS, P787