In smart city projects, CCTV cameras serve as vigilant sentinels. They are deployed ubiquitously, from bustling city centers to quiet neighborhoods. These cameras not only monitor traffic conditions in real-time, enabling efficient congestion management and accident prevention but also enhance public safety by detecting and deterring criminal activities. Their continuous surveillance and data analytics capabilities contribute to evidence collection, resource optimization, and the overall well-being and functionality of the smart city ecosystem.