Image Processing of Two-Layer CNNs : Applications and Their Stability(<Special Section>Nonlinear Theory and Its Applications)
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概要
- 論文の詳細を見る
Cellular Neural Networks (CNNs) have been developed as a high-speed parallel signal-processing platform. In this paper, a generalized two-layer cellular neural network model is proposed for image processing, in which two templates are introduced between the two layers. We found from the simulations that the two-layer CNNs efficiently behave compared to the single-layer GNNs for the many applications of image processing. For examples, simulation problems such as linearly non-separable task-logic XOR, center point detection and object separation, etc. can be efficiently solved with the two-layer CNNs. The stability problems of the two-layer CNNs with symmetric and/or special coupling templates are also discussed based on the Lyapunov function technique. Its equilibrium points are found from the trajectories in a phase plane, whose results agree with those from simulations.
- 社団法人電子情報通信学会の論文
- 2002-09-01
著者
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Nishio Yoshifumi
The Department Of Electrical And Electronic Engineering Faculty Of Engineering University Of Tokushi
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Nishio Yoshifumi
Faculty Of Engineering Tokushima University
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Nishio Yoshifumi
Department Of Electrical And Electronic Engineering Faculty Of Engineering University Of Tokushima
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Ushida A
Tokushima Bunri Univ. Sanuki‐shi Jpn
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NISHIO Yoshifumi
the Faculty of Engineering, Tokushima University
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USHIDA Akio
the Department of Mechanical and Electronic Engineering, Faculty of Engineering, Tokushima Bunri Uni
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Nishio Yoshifumi
Electrical And Electronic Engineering The University Of Tokushima
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Ushida Akio
Department Of Electrical And Electronic Engineering Tokushima University
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Ushida Akio
Faculty Of Engineering Tokushima University
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Ushida Akio
Department Of Electrical And Electronic Engineering The University Of Tokushima
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Nishio Yoshifumi
Department Of Electrical And Electronic Engineering The University Of Tokushima
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YANG Zonghuang
The Graduate School of Engineering, University of Tokushima
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Yang Zonghuang
Graduate School Of Engineering The University Of Tokushima
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Ushida Akio
Department Of Mechanical And Electronic Engineering Faculty Of Engineering Tokushima Bunri Universit
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Ushida Akio
Department Of Mechanical-electronic Engineering Faculty Of Engineering Tokushima Bunri University
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Nishio Y
Tokushima Univ. Tokushima‐shi Jpn
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Yang Zaifu
Graduate School Of Engineering The University Of Tokushima
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Nishio Yoshifumi
The Faculty Of Science And Technology Keio University
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Yang ZH
The Graduate School of Engineering, University of Tokushima
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Nishio YF
The Department of Electrical and Electronic Engineering, Universuty of Tokushima
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Ushida A
The Department of Electrical and Electronic Engineering, Universuty of Tokushima
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