Social Distancing measures are important to reduce the COVID-19 spread. In order to break the chain of spread. A deeper understanding of the epidemic suggests that a person's negligence can cause widespread harm that would be difficult to negate. This project demonstrates a system that is useful in monitoring public places like ATMs, malls, and hospitals for any social distancing violations. It would be conveniently possible to monitor individuals whether they are maintaining the social distancing in the area under surveillance and also to alert the people as and when there are any violations from the predefined limits. We aim to develop a framework that tracks humans for monitoring the social distancing being practiced.