Addressing the ever-growing challenge of urban congestion requires cutting-edge methods. Smart traffic systems are arising as a effective tool to enhance circulation and alleviate delays. These approaches utilize live data from various sources, including cameras, integrated vehicles, and historical data, to adaptively adjust signal timing, reroute