/ Smart Cities · Transport /

100% Plate Recognition Accuracy — Zero Human Assistance

100%
ANPR Accuracy
0%
Human Assistance Required
24/7
Uninterrupted Operation
Aerial view of cars arranged in a parking lot

/ the problem /

What wasn't working

Traditional parking and traffic management systems depend on human operators for day-to-day function:

  • Barrier operation — guards or attendants required at entry/exit points
  • Plate logging — manual entry of vehicle numbers is slow and error-prone
  • Traffic routing — human decision-making creates bottlenecks at peak hours
  • 24/7 coverage — night and weekend staffing is expensive or inconsistent
  • Incident response — slow human reaction to violations, overstays, or unauthorized vehicles

/ the solution /

What Tensorbot built

Tensorbot built a computer vision system with ANPR (Automatic Number Plate Recognition) at the core — and a full traffic and parking management layer on top.

ANPR Core

  • Camera-based plate recognition at entry and exit points — detected and verified within milliseconds
  • High accuracy in variable lighting, weather, and vehicle speed conditions
  • Multi-angle capture for difficult approach angles

Automated Access Control

  • Barrier lift/lower triggered automatically on confirmed plate recognition — no attendant required
  • Allowlisted vehicles, subscription holders, and restricted plates managed via the admin panel

Traffic Management Layer

  • Real-time traffic flow monitoring at key decision points
  • Lane occupancy detection and dynamic routing signals
  • Peak-hour pattern analysis — data for operational planning

Management Dashboard

  • Live camera feeds and plate logs in a single interface
  • Overstay and unauthorized entry alerts
  • Reporting: daily vehicle counts, peak times, utilization rates, violation logs

/ stack /

Technologies used

Computer VisionANPREdge AIAccess Control Automation

/ results /

What changed

100%
ANPR Accuracy
0%
Human Assistance Required
24/7
Uninterrupted Operation
  • Full entry/exit sequence automated — no attendants at barriers
  • Reliable enforcement around the clock, including overnight dead spots
  • Operational data (counts, peaks, utilization) available for the first time

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