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Modern train and metro stations in France require more than basic passenger counting. By combining computer vision, edge AI, and real-time analytics, passenger flow monitoring systems provide instant visibility into crowd density, congestion risks, and movement patterns—supporting safer operations, optimized station layouts, and long-term smart mobility planning.

Traditional crowd monitoring tools can no longer handle the complexity of modern transport hubs. This article explores how AI-powered computer vision and Edge AI enable real-time crowd congestion detection in metro and train stations—improving passenger safety while staying privacy-first and GDPR-compliant across Europe.

In today’s retail real estate, location alone isn’t enough. Real-time visitor data is the new competitive edge. Discover how VizioSense helps shopping centers move beyond basic footfall counts to understand visitor journeys, optimize campaigns, and unlock revenue in every square meter.

From safety compliance and smart buildings to retail optimization and urban mobility, people counting has become a critical operational tool. This article breaks down the four main people counting technologies—WiFi, 3D depth sensors, and 2D camera-based Edge and Cloud AI—comparing their accuracy, cost, privacy impact, and scalability to help organizations choose the most effective solution.