Analysis and application of a self-organising image recognition neural network

被引:3
|
作者
Banarse, DS [1 ]
France, I [1 ]
Duller, AWG [1 ]
机构
[1] Univ Wales, Sch Elect Engn & Comp Syst, Bangor LL57 1UT, Gwynedd, Wales
关键词
self-organisation; neural networks; object classification; computer vision; on-line training; pattern recognition; face recognition; hand written digit recognition;
D O I
10.1016/S0965-9978(00)00066-1
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper investigates the effect of various feature extraction methods on the recognition ability of a self-organising neural network called Paradise when applied to the problems of the classification of face images and hand written character recognition. The feature extraction methods investigated are, oriented Gaussian filters, Gabor filters and oriented Laplacian of Gaussian (LoG) filters. The recognition results for the two applications are Shown to compare favourably with other techniques designed specifically for the two tasks. (C) 2000 Civil-Comp Ltd. and Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:937 / 944
页数:8
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