Modified Vgg Deep Learning Architecture For Covid-19 Classification Using Bio-Medical Images

Author:

ANAND R,SOWMYA V,VIJAYKRISHNAMENON ,GOPALAKRISHNAN E.A.,SOMAN K.P.

Abstract

Abstract The world encountered a deadly disease by the beginning of 2020, known as the coronavirus disease (COVID-19). Among the different screening techniques available for COVID-19, chest radiography is an efficient method for disease detection. Whereas other disease detection techniques are time consuming, radiography requires less time to identify abnormalities caused by the disease in the lungs. In this study, one of the standard deep learning architectures, VGGNet, is modified for classifying chest X-ray images under four categories. The planned model uses images of four classes, namely COVID, bacterial, normal, and viral images. The performance matrices of the planned model are compared with five deep learning architectures, namely VGGNet, AlexNET, GoogLeNET, Inception-v4, and DenseNet-201.

Publisher

IOP Publishing

Subject

General Medicine

Reference26 articles.

1. Rapid AI development cycle for the coronavirus (covid-19) pandemic: Initial results for automated detection & patient monitoring using deep learning CT image analysis;Gozes,2020

2. Characteristics of COVID-19 infection in Beijing;Tian,2020

3. A deep learning algorithm using CT images to screen for Corona Virus Disease (COVID-19);Wang,2020

4. A hybrid method for MRI brain image classification;Zhang;Expert Systems with Applications,2011

5. Automated detection and classification of the proximal humerus fracture by using deep learning algorithm;Chung;Acta Orthopaedica,2018

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