COVID-19 Pneumonia Diagnosis Using Medical Images: Deep Learning–Based Transfer Learning Approach

The study results underscore the potential of artificial intelligence-powered diagnostics in supporting early detection and global pandemic response. With careful optimization, deep learning models can address critical gaps in testing, particularly in settings constrained by limited resources or emerging variants.

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Publication Details

Journal
JMIRx Med
Published
2025-08-29
DOI
https://doi.org/10.2196/75015
Citations
4
Primary Topic
COVID-19 diagnosis using AI
Type
article
Field-Weighted Citation Impact
5.44
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article

COVID-19 Pneumonia Diagnosis Using Medical Images: Deep Learning–Based Transfer Learning Approach

Anjali Dharmik
4 citations
JMIRx Med
COVID-19 diagnosis using AI
5.44
article

COVID-19 Pneumonia Diagnosis Using Medical Images: Deep Learning–Based Transfer Learning Approach

Anjali Dharmik
article en
4 citations

Abstract

The study results underscore the potential of artificial intelligence-powered diagnostics in supporting early detection and global pandemic response. With careful optimization, deep learning models can address critical gaps in testing, particularly in settings constrained by limited resources or emerging variants.

JMIRx MedVol. 6
Royal Holloway University of London (GB)
Quality Education
Openalex Percentile: Top 4%
COVID-19 diagnosis using AI
5.44
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COVID-19 Pneumonia Diagnosis Using Medical Images: Deep Learning–Based Transfer Learning Approach — Anjali Dharmik · JMIRx Med (2025) | TGRS Research Map | TGRS