These systems process raw infrastructure footage and sensor inputs to map movement patterns, congestion hotspots, and arrival speeds in real time. By translating street-level activity into actionable metrics, they help urban planners and fleet operators optimize flow and predict bottlenecks. When selecting a solution, prioritize match rates against your specific lighting conditions and the hardware compatibility required for your existing camera network.

Mixed traffic dataset from Bangladesh for AI and robotics

Counts the number of passing cars and finds their direction