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