An AI-driven Adaptive Traffic Signal Control System (ATSCS) that replaces static timers with dynamic green-light phases. Utilizes YOLOv8 for real-time vehicle density estimation and multi-class classification, achieving 96.4% mAP. Optimized for low-latency inference (>30 FPS) on edge devices to reduce urban congestion and commuter wait times.
computer-vision pytorch tracing data-engineering aes-256 flower traci smart-city big-data-analytics traffic-optimization nvidia-jetson stgcn fedprox yolov8 bot-sort yolov11n sumo-simulation adaptive-traffic-control eclipse-sumo
-
Updated
Apr 28, 2026 - Python