Intelligent traffic camera systems are playing a pivotal role in transforming transportation networks by enabling real-time monitoring, automated enforcement, and data-driven traffic optimization. These systems integrate advanced imaging technologies with artificial intelligence and machine learning to detect violations, analyze traffic flow, and enhance road safety. As urbanization accelerates...