Video surveillance has become an indispensable tool for enhancing security in urban environments. Despite this, traditional CCTV systems often fall short in effectively detecting threats. The advent of artificial intelligence (AI) has revolutionized video surveillance, enabling cities to achieve unprecedented levels of protection. AI-powered system