smartmicro Expert Talk: How TRUGRD Stream & Hybrid AI can shape modern Intersections

Watch the newest episode of the smartmicro Expert Talk, this time with Jason Robinson.
March 27, 2026
smartmicro Expert Talk: How TRUGRD Stream & Hybrid AI can shape modern Intersections

From Detection to Seamless Tracking

Traditional systems detect isolated events such as vehicle presence or zone occupancy. smartmicro’s approach goes further with seamless tracking, the continuous monitoring of road users across the entire detection area.

This enables:

  • Continuous tracking of vehicles and vulnerable road users
  • Clear differentiation of lanes, directions, and movements
  • Real-time data for adaptive traffic control

The result is a more complete and accurate understanding of traffic behavior.

The Value of Precise Object Tracking

Seamless tracking is built on high-precision object detection and classification. Radar-based sensing ensures consistent performance in all weather conditions, while advanced processing maintains accuracy even in complex traffic scenarios.

This delivers:

  • Improved signal efficiency through accurate demand detection
  • Enhanced safety via better identification of movements and conflict zones
  • Reliable data for traffic analysis and optimization

Upgrading Intersections Efficiently

smartmicro technology allows cities to upgrade existing intersections without full infrastructure replacement. Sensor solutions integrate into current systems, enabling step-by-step modernization with reduced cost and complexity.

Hybrid AI Tracking: Reliability Meets Detail

A key innovation is Hybrid AI Tracking, combining radar and AI-powered video:

  • Radar ensures long-range detection and all-weather reliability
  • Video adds short-range detail and object classification

This radar-centric approach provides:

  • Consistent performance in adverse conditions
  • Extended detection range beyond camera limits
  • Precise analysis at critical points like stop bars

Enabling Future Smart Cities

These technologies support the transition toward data-driven, connected urban mobility systems, enabling:

  • Adaptive traffic control
  • Integration with connected and autonomous vehicles
  • Improved safety and efficiency

As highlighted by Jason Robinson, the future of traffic management depends on precision, reliability, and integration. Seamless tracking and Hybrid AI Tracking enable cities to upgrade intersections effectively and build the foundation for smarter, more responsive urban infrastructure.

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