COVID-19;
SARS-CoV-2;
deep learning;
radiography image;
D O I:
10.1142/S0219467821400106
中图分类号:
TP31 [计算机软件];
学科分类号:
081202 ;
0835 ;
摘要:
From origin in Wuhan city of China, a highly communicable and deadly virus is spreading in the entire world and is known as COVID-19. COVID-19 is a new species of coronavirus which is affecting respiratory system of human. The virus is known as severe acute respiratory syndrome (SARS) coronavirus 2 abbreviated as SARS-CoV-2 and generally known as coronavirus disease COVID-19. This is growing day by day in countries. The symptoms include fever, cough and difficulty in breathing. As there is no vaccine made for this virus and COVID-19 tests are not readily available, this is causing panic. Various Artificial Intelligence-based algorithms and frameworks are being developed to detect this virus, but it has not been tested. People are taking advantages of others by providing duplicate COVID-19 test kits. A work is carried out with deep learning to detect presence of COVID 19. With the use of Convolutional Neural networks, the model is trained with dataset of COVID-19 positive and negative X-Rays. The accuracy of training model is 99% and the confusion matrix shows 98% values that are predicted truly. Hence, the model is able to detect the presence of COVID-19.
机构:
Loyola Univ Med Ctr, Dept Internal Med, Maywood, IL 60153 USALoyola Univ Med Ctr, Dept Internal Med, Maywood, IL 60153 USA
Lundholm, Michelle D.
Poku, Caroline
论文数: 0引用数: 0
h-index: 0
机构:
Loyola Univ Hlth Care Syst, Dept Med, Div Endocrinol, Maywood, IL 60153 USALoyola Univ Med Ctr, Dept Internal Med, Maywood, IL 60153 USA
Poku, Caroline
Emanuele, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Loyola Univ Hlth Care Syst, Dept Med, Div Endocrinol, Maywood, IL 60153 USA
VA Hosp, Endocrinol Sect, Med Serv, Hines, IL 60141 USALoyola Univ Med Ctr, Dept Internal Med, Maywood, IL 60153 USA
Emanuele, Nicholas
Emanuele, Mary Ann
论文数: 0引用数: 0
h-index: 0
机构:
Loyola Univ Hlth Care Syst, Dept Med, Div Endocrinol, Maywood, IL 60153 USALoyola Univ Med Ctr, Dept Internal Med, Maywood, IL 60153 USA
Emanuele, Mary Ann
Lopez, Norma
论文数: 0引用数: 0
h-index: 0
机构:
Loyola Univ Hlth Care Syst, Dept Med, Div Endocrinol, Maywood, IL 60153 USALoyola Univ Med Ctr, Dept Internal Med, Maywood, IL 60153 USA