Developer Resources
contact usContact Us
LoginLogin / Register

intelligent transport systems

Camera ApplicationsSmart Traffic

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

Dilip Kumar
by Dilip Kumar
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......
Camera ApplicationsSmart Traffic

From Pixels to Payments: Building a Revenue-Grade Tolling Ecosystem

Dilip Kumar
by Dilip Kumar
In the first two parts of this three-part blog series, you saw why camera design matters in ORT and MLFF and how transaction validation works. In this final part, you’ll take a look at the wider operating system around tolling. This includes evidence handling, back-office integration, redundancy, cybersecurity, compliance, scalability,......