A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models

The highly infectious coronavirus disease 2019 (COVID-19) is caused by severe acute respiratory syndrome coronavirus 2, the seventh coronavirus. It is the longest pandemic in recorded history worldwide. Many countries are still reporting COVID-19 cases even in the fifth year of its emergence.

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Main Authors: Pal Madhumita, Mohapatra Ranjan K., Sarangi Ashish K., Sahu Alok Ranjan, Mishra Snehasish, Patel Alok, Bhoi Sushil Kumar, Elnaggar Ashraf Y., El Azab Islam H., Alissa Mohammed, El-Bahy Salah M.
Format: Article
Language:English
Published: De Gruyter 2025-02-01
Series:Open Medicine
Subjects:
Online Access:https://doi.org/10.1515/med-2024-1110
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author Pal Madhumita
Mohapatra Ranjan K.
Sarangi Ashish K.
Sahu Alok Ranjan
Mishra Snehasish
Patel Alok
Bhoi Sushil Kumar
Elnaggar Ashraf Y.
El Azab Islam H.
Alissa Mohammed
El-Bahy Salah M.
author_facet Pal Madhumita
Mohapatra Ranjan K.
Sarangi Ashish K.
Sahu Alok Ranjan
Mishra Snehasish
Patel Alok
Bhoi Sushil Kumar
Elnaggar Ashraf Y.
El Azab Islam H.
Alissa Mohammed
El-Bahy Salah M.
author_sort Pal Madhumita
collection DOAJ
description The highly infectious coronavirus disease 2019 (COVID-19) is caused by severe acute respiratory syndrome coronavirus 2, the seventh coronavirus. It is the longest pandemic in recorded history worldwide. Many countries are still reporting COVID-19 cases even in the fifth year of its emergence.
format Article
id doaj-art-b7567eac34284ae295d1b8bf69a90580
institution Kabale University
issn 2391-5463
language English
publishDate 2025-02-01
publisher De Gruyter
record_format Article
series Open Medicine
spelling doaj-art-b7567eac34284ae295d1b8bf69a905802025-02-10T13:24:39ZengDe GruyterOpen Medicine2391-54632025-02-012017698810.1515/med-2024-1110A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL modelsPal Madhumita0Mohapatra Ranjan K.1Sarangi Ashish K.2Sahu Alok Ranjan3Mishra Snehasish4Patel Alok5Bhoi Sushil Kumar6Elnaggar Ashraf Y.7El Azab Islam H.8Alissa Mohammed9El-Bahy Salah M.10Department of Electrical Engineering, Government College of Engineering, Keonjhar, Odisha, IndiaDepartment of Chemistry, Government College of Engineering, Keonjhar, 758 002, Odisha, IndiaDepartment of Chemistry, School of Applied Sciences, Centurion University of Technology and Management, Balangir, Odisha, IndiaDepartment of Botany, Vikash Degree College, Barahaguda, Canal Chowk, Bargarh, Odisha, IndiaSchool of Biotechnology, Campus-11, KIIT Deemed-to-be-University, Bhubaneswar, Odisha, IndiaDepartment of Civil Engineering, Government College of Engineering, Keonjhar, Odisha, IndiaDepartment of Electrical Engineering, Government College of Engineering Kalahandi, Kalahandi, Bhawanipatna, 766 003, Odisha, IndiaDepartment of Food Sciences and Nutrition, College of Science, Taif University, Taif, Saudi ArabiaDepartment of Food Sciences and Nutrition, College of Science, Taif University, Taif, Saudi ArabiaDepartment of Medical Laboratory, College of Applied Medical Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj, Saudi ArabiaDepartment of Chemistry, Turabah University College, Taif University, Taif, Saudi ArabiaThe highly infectious coronavirus disease 2019 (COVID-19) is caused by severe acute respiratory syndrome coronavirus 2, the seventh coronavirus. It is the longest pandemic in recorded history worldwide. Many countries are still reporting COVID-19 cases even in the fifth year of its emergence.https://doi.org/10.1515/med-2024-1110covid-19chest x-ray imagesml and dl modelsbinary and multiclass classification
spellingShingle Pal Madhumita
Mohapatra Ranjan K.
Sarangi Ashish K.
Sahu Alok Ranjan
Mishra Snehasish
Patel Alok
Bhoi Sushil Kumar
Elnaggar Ashraf Y.
El Azab Islam H.
Alissa Mohammed
El-Bahy Salah M.
A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models
Open Medicine
covid-19
chest x-ray images
ml and dl models
binary and multiclass classification
title A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models
title_full A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models
title_fullStr A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models
title_full_unstemmed A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models
title_short A comparative analysis of the binary and multiclass classified chest X-ray images of pneumonia and COVID-19 with ML and DL models
title_sort comparative analysis of the binary and multiclass classified chest x ray images of pneumonia and covid 19 with ml and dl models
topic covid-19
chest x-ray images
ml and dl models
binary and multiclass classification
url https://doi.org/10.1515/med-2024-1110
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