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357771

Cataract Disease Detection Using Pre-trained Models

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Last updated: 05 Jan 2025

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Abstract

Early detection and prevention of Cataract disease  can effectively contribute in reducing the impact of cataracts. In 
this study, we explore the effectiveness of deep learning algorithms  implemented with three pre-trained models —MobileNet VGG19,  and ResNet50— for cataract disease detection. These algorithms  leverage image processing techniques and have shown promise in  various computer vision tasks. Our objective is to predict which 
algorithm performs best in cataract detection. We use a dataset of  retinal fundus images to train and evaluate the models. The results  demonstrate the potential of deep learning in early cataract  diagnosis, which can significantly improve patient outcomes. Our  model was able to achieve an accuracy of 96.33%.

DOI

10.21608/iiis.2024.357771

Authors

First Name

Merna

Last Name

Youssef

MiddleName

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Affiliation

Department of Biomedical Engineering Faculty of Engineering Cairo University

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Orcid

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First Name

Kareem

Last Name

Hassan

MiddleName

-

Affiliation

Department of Biomedical Engineering Faculty of Engineering Cairo University

Email

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Orcid

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First Name

Mohanad

Last Name

Deif

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Affiliation

Department of Artificial intelligence , College of Information Technology, Misr University for Science & Technology (MUST), 6th of October City 12566 , Egypt

Email

mohanad.deif@must.edu.eg

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-

Orcid

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First Name

Rania

Last Name

Elgohary

MiddleName

-

Affiliation

Department of Artificial intelligence , College of Information Technology, Misr University for Science & Technology (MUST), 6th of October City 12566 , Egypt

Email

rania.elgohary@must.edu.eg

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-

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Volume

1

Article Issue

2

Related Issue

48104

Issue Date

2024-06-01

Receive Date

2024-06-02

Publish Date

2024-06-01

Online ISSN

2682-258X

Article File

IIIS3577711717189200.pdf

PDF . 478.6kB

Link

https://iiis.journals.ekb.eg/article_357771.html

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https://iiis.journals.ekb.eg/service?article_code=357771

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357,771

Publication Type

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Publication Title

International Integrated Intelligent Systems

Publication Link

https://iiis.journals.ekb.eg/

MainTitle

Cataract Disease Detection Using Pre-trained Models

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Article

Created At

21 Dec 2024