The pandemic COVID' 19 has turned the world upside down.It has left the world on a state of panic.Since there is no proper cure and the only solution is prevention.The major prevention includes social distancing and immunity boosting.The mode of spread of the disease includes close contact with the effected individual or also through the mucosal infected droplets that comes out while one sneezes or coughs.The role of a face mask comes into action here. *To ensure the well being of individuals in public ,we designed a model that helps us detect if a person is wearing a mask or not in a public premises using region based convolutional neural networks with high accuracy.