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283902

Efficient Utilization of Image Fusion and Interpolation for Medical Image Diagnosis applications

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Last updated: 25 Dec 2024

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Abstract

This paper presents a framework for medical image diagnosis of brain tumors. This framework comprises image fusion, image interpolation and image segmentation. The objective of the fusion process is to integerate information from MR and CT images in a single image for better representation of tumors. The fusion is implemented with one of the Dual tree complex wavelet transform (DT-CWT), Discrete wavelet transform (DWT) and principal component analysis (PCA) algorithms to investigate the best one for the application of interest. Interpolation is implemented with one of both polynomial and inverse interpolation techniques. Inverse techniques including linear minimum mean square error (LMMSE) and regularized interpolation are preferred to polynomial technique. After that, threshold segmentation is implemented to isolate the tumor region. Different evolution metrics are used such as accuracy, sensitivity , precision , specifity ,…….. are used to assess the proposed framework. Simulation results prove that the frameworking depending on DWT fusion gives the best results over the existing published techniques

DOI

10.21608/mjeer.2023.283902

Keywords

image fusion, Image interpolation, Brain tumor, Threshold Segmentation

Authors

First Name

Randa

Last Name

Ali

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-

Affiliation

Dept.of electronics and Electrical communications Engineering, Faculty of electronic Engineering.Menoufia University, Menouf,Egpt.

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First Name

Taha

Last Name

E. Taha

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-

Affiliation

Dept.of electronics and Electrical communications Engineering, Faculty of electronic Engineering.Menoufia University, Menouf,Egpt.

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First Name

Noha

Last Name

A. El-Hag

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-

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Dept.of electronics and Electrical communications Engineering, Faculty of electronic Engineering.Menoufia University, Menouf,Egpt.

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First Name

Moawad

Last Name

I.Dessoky

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-

Affiliation

Dept.of electronics and Electrical communications Engineering, Faculty of electronic Engineering.Menoufia University, Menouf,Egpt.

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Orcid

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First Name

Walid

Last Name

El- Shafai

MiddleName

-

Affiliation

Dept.of electronics and Electrical communications Engineering, Faculty of electronic Engineering.Menoufia University, Menouf,Egpt.

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First Name

Fathi

Last Name

E. Abd El- samie

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-

Affiliation

Dept.of electronics and Electrical communications Engineering, Faculty of electronic Engineering.Menoufia University, Menouf,Egpt.

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Volume

32

Article Issue

1

Related Issue

39411

Issue Date

2023-01-01

Receive Date

2023-02-02

Publish Date

2023-01-01

Page Start

1

Page End

8

Print ISSN

1687-1189

Online ISSN

2682-3535

Article File

MJEER_Volume 32_Issue 1_Pages 1-8.pdf

PDF . 1.2MB

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https://mjeer.journals.ekb.eg/article_283902.html

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https://mjeer.journals.ekb.eg/service?article_code=283902

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Publication Title

Menoufia Journal of Electronic Engineering Research

Publication Link

https://mjeer.journals.ekb.eg/

MainTitle

Efficient Utilization of Image Fusion and Interpolation for Medical Image Diagnosis applications

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Article

Created At

25 Dec 2024