Deep learning models for Covid 19 diagnosis

The covid 19 pandemic that started a couple of years ago has had a devastating effect on mankind across the globe. The disease had no known treatment. Early detection and prevention was very important to curtail the effects of the Pandemic. In this work deep learning models namely CNN and DensNet ar...

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Bibliographic Details
Main Authors: Jagadishwari, V., Shobha, N.
Format: Conference Proceeding
Language:English
Subjects:
Accuracy
Computed tomography
Deep learning
Medical imaging
Online Access:Get full text
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Summary:The covid 19 pandemic that started a couple of years ago has had a devastating effect on mankind across the globe. The disease had no known treatment. Early detection and prevention was very important to curtail the effects of the Pandemic. In this work deep learning models namely CNN and DensNet are proposed for diagnosing Covid 19 from chest X-rays and CT scans. The models were trained with publicly available data sets of covid and non covid images. The CNN model was found to work well for chest X-rays images with an accuracy of 95% and the DensNet models gives an accuracy of 82% for CT-scan images.
ISSN:0094-243X
1551-7616
DOI:10.1063/5.0178957