The spike in the number of patients with COVID-19, a respiratory virus, has put an unprecedented load over
healthcare systems across the world. The early and automatic diagnosis of COVID-19 may be beneficial for countries for timely referral of patients to quarantine, rapid intubation of serious cases in specialized hospitals, and monitoring of the spread of the disease.