Monitoring people and tracking their activities in huge crowded areas (like airports, big shopping malls, etc…) is attracting more attention from different research and industrial communities. Identifying wanted individuals from a video surveillance system is more challenging in public areas, because of the various reasons. CCTVs captures all the frames of an individual when he enters a specific zone/area till he exits. ITP Face Watch System is being developed to extract all face images by using existing video surveillance systems and then registers each unique individual to the Face identification System. On demand, the iFWS can prepare a summary of all the activities of a specific individual. Therefore, it can be useful to keep track of some abnormal activities as well, thereby raising an alert to security desk…