Traffic Video Analytics: Counting and Violations

A traffic-camera analytics system that runs on an ordinary laptop without a graphics card: YOLO11n (ONNX) detects vehicles, ByteTrack follows them, virtual lines count them, and rules find over-speeding, red-light, wrong-way and no-parking violations, whose number plates are read for an officer to confirm.

Category: Computer Vision / Intelligent Transportation Systems / Edge AI

CSE Project 15 from ProTechSC Academy, with graphical abstract, video demonstration and project guidance.