Introduction The rapid urbanization and increasing population in cities worldwide have led to significant traffic congestion, road accidents, and transportation inefficiencies. To address these challenges, smart cities are adopting Artificial Intelligence (AI)-based traffic management systems to optimize traffic flow, reduce congestion, and enha