People practicing social distancing has been an essential step in limiting COVID-19 transmission. Even after repeated
warnings, many people fail to practice social separation. We describe a unique method for automatically recognizing two
persons who do not follow social distancing rules, such as keeping a distance of around 6 feet between them.