Public places move fast. A train platform can shift from normal flow to dangerous congestion in minutes. A stadium concourse can become blocked after one delayed gate opening. That is where crowd detection CCTV changes the role of surveillance. Instead of only recording incidents, modern video analytics estimate density, flag unusual gathering patterns and help teams respond before crowd pressure becomes a safety problem.