The issue of monitoring and controlling traffic violations has become a significant concern in India, primarily due to the large population, increasing number of commuters, ineffective traffic signal management, and the behaviour of riders. Relying solely on physical traffic police for monitoring has proven insufficient in handling such high traffic volumes while simultaneously tracking violations. The issue of monitoring and controlling traffic violations has become a significant concern in India, primarily due to the large population, increasing number of commuters, ineffective traffic signal management, and the behaviour of riders. Relying solely on physical traffic police for monitoring has proven insufficient in handling such high traffic volumes while simultaneously tracking violations.