Camera Module captures live road images

Resize, noise reduction, contrast enhancement

Lightweight deep learning models (YOLO, MobileNet)

Detect cars, buses, lorries

Microcontroller processes data locally (TinyML, Edge AI)

Display vehicle type, red signal, voice alert

Green signal, display and voice alert off

Cost-effective, reliable, easy installation in accident-prone zones