Deep Convolutional Neural Network Approach for COVID-19 Detection

作     者：Yu Xue Bernard-Marie Onzo Romany F.Mansour Shoubao Su 

作者机构：School of Computer and SoftwareNanjing University of Information Science and TechnologyNanjing210044China Engineering Research Center of Digital ForensicsMinistry of EducationNanjing University of Information Science and TechnologyNanjingChina Department of MathematicsFaculty of ScienceNew Valley UniversityEl-Kharja72511Egypt Jiangsu Key Laboratory of Data Science and Smart SoftwareJinling Institute of TechnologyNanjing211169China 

出 版 物：《Computer Systems Science & Engineering》 (计算机系统科学与工程（英文）)

年 卷 期：2022年第42卷第7期

页      面：201-211页

核心收录：

学科分类：08[工学] 0812[工学-计算机科学与技术（可授工学、理学学位）] 

基　　金：supported by the National Natural Science Foundation of China(61876089,61876185,61902281,61395121) the Opening Project of Jiangsu Key Laboratory of Data Science and Smart Software(No.2019DS301) the Engineering Research Center of Digital Forensics,Ministry of Education,the Key Research and Development Program of Nanjing Jiangbei New Area(ZDYF20200129) the Priority Academic Program Development of Jiangsu Higher Education Institutions 

主　　题：COVID-19 deep learning convolutional neural network X-ray 

摘      要：Coronavirus disease 2019(Covid-19)is a life-threatening infectious disease caused by a newly discovered strain of the *** by the end of 2020,Covid-19 is still not fully understood,but like other similar viruses,the main mode of transmission or spread is believed to be through droplets from coughs and sneezes of infected *** accurate detection of Covid-19 cases poses some questions to scientists and *** two main kinds of tests available for Covid-19 are viral tests,which tells you whether you are currently infected and antibody test,which tells if you had been infected ***-tine Covid-19 test can take up to 2 days to complete;in reducing chances of false negative results,serial testing is *** image processing by means of using Chest X-ray images and Computed Tomography(CT)can help radiologists detect the *** imaging approach can detect certain characteristic changes in the lung associated with *** this paper,a deep learning model or tech-nique based on the Convolutional Neural Network is proposed to improve the accuracy and precisely detect Covid-19 from Chest Xray scans by identifying structural abnormalities in scans or X-ray *** entire model proposed is categorized into three stages:dataset,data pre-processing andfinal stage being training and classification.