Camera-based Intelligent Transportation Systems (ITS) cannot operate in isolation. Roadside cameras, controllers, sensors, and compute units must function within strict engineering, safety, and procurement frameworks

Urban traffic enforcement faces scale pressure as vehicle density rises and manual monitoring struggles to keep pace. ALPR-based violation ticketing systems address this gap through