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 camera-led capture, edge processing, and backend automation that records, verifies, and processes violations across multiple zones in parallel. From high-speed capture in uncontrolled traffic conditions...

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 movement patterns. Human error, poor lighting, and limited visibility continue to cause pedestrian injuries across cities. However, not every crosswalk requires enforcement-grade accuracy. In most......

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 limited insight into movement patterns, intent, and safety risk. AI vision cameras bring scene awareness through continuous visual analysis, enabling cities to detect violations, assess...