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

Wrong-way driving remains one of the highest-risk events on highways and ramps, driven by impaired driving, poor visibility, and entry confusion. Traditional monitoring methods struggle

Road networks are under pressure as traffic grows and junctions stretch human awareness. Near-miss analytics step in with real-time insight, turning close calls into measurable