AN INVARIANT PATTERN-RECOGNITION MACHINE USING A MODIFIED ART ARCHITECTURE

Authors
SRINIVASA N JOUANEH M
Citation
N. Srinivasa et M. Jouaneh, AN INVARIANT PATTERN-RECOGNITION MACHINE USING A MODIFIED ART ARCHITECTURE, IEEE transactions on systems, man, and cybernetics, 23(5), 1993, pp. 1432-1437
Citations number
25
Categorie Soggetti
Controlo Theory & Cybernetics","Computer Science Cybernetics","Engineering, Eletrical & Electronic
Journal title
IEEE transactions on systems, man, and cybernetics → ACNP
ISSN journal
00189472
Volume
23
Issue
5
Year of publication
1993
Pages
1432 - 1437
Database
ISI
SICI code
0018-9472(1993)23:5<1432:AIPMUA>2.0.ZU;2-D
Abstract
A novel invariant pattern recognition machine is proposed based on a m odified ART architecture. Invariance is achieved by adding a new layer called F23, beyond the F2 layer in the ART architecture. The design o f the weight connections between the nodes of the F2 layer and the cel ls of the F3 layer are similar to the invariance net. Computer simulat ions show that the model is not only invariant to translations and rot ations of 2-D binary images but also noise-tolerant to these transform ed images.