During the COVID-19 pandemic, ensuring safety of people in public places like factories, offices, malls, shops, gyms, places of worship, education institutions, airports, etc is the most crucial and tough objective. To prevent cross infection and virus spreads, most of the places are currently relying on manual detection procedures to control the pandemic which requires large number of staff that is costly and does not provide a robust and sustainable method.