Addressing the ever-growing challenge of urban congestion requires cutting-edge approaches. Smart traffic systems are arising as a powerful resource to enhance movement and reduce delays. These systems utilize real-time data from various sources, including cameras, connected vehicles, and past trends, to adaptively adjust traffic timing, guide vehi