SmartRoute

AI-based Automated Traffic Management System

Tech

AI-based Automated Traffic Management System builds a full detection-to-decision pipeline that observes live traffic, interprets lane density, and updates signal timing without manual intervention. A YOLOv8 model processes each frame, isolates vehicles, and assigns them to lane regions. The system then aggregates counts, evaluates congestion thresholds, and computes optimal green-light duration for each lane. This creates a closed control loop where every cycle of inference directly shapes the next signal phase.

Features

• Real-time vehicle detection using YOLOv8.
• Density estimation per lane and adaptive signal timing.
• Dashboard for monitoring live metrics.
• Lightweight Flask backend for inference and control.