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

Urban intersections have become complex, unpredictable zones where vehicles, cyclists, and pedestrians intersect within seconds. While signal-based systems handle timing, they rarely perceive intent or

Modern traffic enforcement relies on vision-led systems that interpret full road scenes in real time. Traditional inductive loops used to focus on vehicle presence, which