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321068

Cellular Neural Networks Templates Learning Approach Based on Mutual Information and Firefly Algorithm for X-Ray Images de-noising

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Last updated: 05 Jan 2025

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Abstract

 The Cellular Neural Network is a 2D array of analog processors which forms a parallel computing framework. The
main key factors in this model are the values of the neighborhood of each cell, which are called templates. These templates are usually set by a domain expert in this framework to determine the optimal values of the templates. In this paper, a novel approach was proposed to discover the templates of the cellular neural networks based on mutual information and firefly optimization. The mutual information discovers the hidden pattern in the templates by measuring the similarities among cells. The firefly algorithm navigates the search space to find the optimal values of the templates. The benchmarking and validation have been performed on the ChestX-ray8, which is a real-world X-ray images dataset. The proposed method achieved significant results when compared to other meta-heuristics algorithms such as Genetic Algorithm and Particle Swarm Optimization. 

DOI

10.21608/mjcis.2019.321068

Keywords

Cellular Neural Networks, Medical Images, X-ray images, Firefly algorithm, Evolutionary algorithms

Authors

First Name

Ahmed I.

Last Name

Sharaf

MiddleName

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Affiliation

Faculty of Computers & Information Systems, Dept. of Computer Science, Mansoura University, Egypt

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First Name

Mohamed

Last Name

E. Abu El-Soud

MiddleName

-

Affiliation

Faculty of Computers & Information Systems, Dept. of Computer Science, Mansoura University, Egypt

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Orcid

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First Name

Ibrahim

Last Name

M. El-Henawy

MiddleName

-

Affiliation

Faculty of Computers & Information Systems, Dept. of Computer Science, Zagazig University, Egypt

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Orcid

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Volume

15

Article Issue

2

Related Issue

43866

Issue Date

2019-12-01

Receive Date

2023-10-11

Publish Date

2019-12-01

Page Start

57

Page End

67

Print ISSN

2090-1666

Online ISSN

2090-1674

Article File

MJCIS_Volume 15_Issue 2_Pages 57-67.pdf

PDF . 2.0MB

Link

https://mjcis.journals.ekb.eg/article_321068.html

Detail API

https://mjcis.journals.ekb.eg/service?article_code=321068

Order

321,068

Type

Original Research Articles.

Type Code

1,784

Publication Type

Journal

Publication Title

Mansoura Journal for Computer and Information Sciences

Publication Link

https://mjcis.journals.ekb.eg/

MainTitle

Cellular Neural Networks Templates Learning Approach Based on Mutual Information and Firefly Algorithm for X-Ray Images de-noising

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Article

Created At

28 Dec 2024