Smart Traffic

What is Vehicle Make and Model Recognition (MMR)? A Guide to AI-Based Vehicle Recognition

Modern roads generate more vehicle data than ever before. Traffic management systems, security checkpoints, parking facilities, tolling infrastructure, and law enforcement agencies all depend on fast, accurate vehicle identification. While Automatic Number Plate Recognition (ANPR) has become critical for vehicle identification, a license plate alone doesn’t always tell the complete...
Read more

How Cameras Enable Real-Time Adaptive Traffic Control in Smart Cities

City intersections are rapidly evolving into intelligent sensing environments where real-time traffic perception enables adaptive traffic control, traffic flow optimization, and intersection safety analytics. Unlike static infrastructure, traffic signals change in seconds. This means that camera-based systems must continuously capture and interpret dynamic lighting conditions to support real-time traffic state...
Read more