Summary of the solution
e-con Systems® developed a comprehensive vision AI platform for next-generation tolling. The solution combined a 5MP global shutter camera with motorized zoom optics, an Ambarella CV72-based encoder, edge software stack, and ruggedized IP67 enclosure. Designed for solar-powered roadside deployment, it enabled accurate vehicle detection, occupancy monitoring, and dynamic pricing through seamless integration with the client's Raspberry Pi-based infrastructure.
Key challenges faced by the client

Accurate Imaging
of Fast-Moving Vehicles

Consistent Imaging
Across Variable Lighting

Low Power solar
Roadside Operation

AI Integration
Support
Benefits of the solution

- Achieved >99.95% detection accuracy for fast-moving vehicles in diverse lighting and weather conditions.
- Enabled solar-friendly low-power design.
- Supported seamless AI integration for vehicle classification, occupancy detection, and dynamic pricing.
- Future-proof and interoperable with any ETC backend for evolving smart mobility needs. .