World is facing a severe health crisis due to the fast transmission of the coronavirus(Covid-19).WHO has issued many
guidelines for prevention of the spread of coronavirus. According to WHO, the best way to reduce the spread of coronavirus is by
wearing mask in public and crowded areas. In this paper, a 2-stage CNN model is prop