Associative dynamics of color images in a large-scale chaotic neural network

被引:3
|
作者
Oku, Makito [1 ]
Aihara, Kazuyuki [1 ,2 ]
机构
[1] Univ Tokyo, Grad Sch Informat Sci & Technol, Dept Math Informat, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1138656, Japan
[2] Univ Tokyo Komaba, Inst Ind Sci, Meguro Ku, Tokyo 1538505, Japan
来源
IEICE NONLINEAR THEORY AND ITS APPLICATIONS | 2011年 / 2卷 / 04期
基金
日本学术振兴会;
关键词
chaotic neural network; image processing; associative memory; large-scale simulation; chaotic itinerancy; traveling wave;
D O I
10.1587/nolta.2.508
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we report a way to store color images in a large-scale chaotic neural network and to retrieve them by using chaotic dynamics. In the proposed method, color images are converted to binary codes, modified slightly by inverting a few bits, and stored in the network. The results of numerical simulations show that chaotic transitions among stored patterns and their reverse patterns can be observed within a certain range of parameters. We also compare five different coding schemes of color information, which change the appearance of chaotic dynamics. In addition, if connections are restricted in a neighborhood of each unit, a variety of wave patterns are observed.
引用
收藏
页码:508 / 521
页数:14
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