// Hacker Noon · 11 February 2026

Building a Production-Ready Traffic Violation Detection System with YOLOv8 and DeepSORT

I built an end-to-end traffic violation detection system using YOLOv8, DeepSORT, and OpenCV. This article explains the full pipeline, tracking logic, violation rules, and performance trade-offs.

Hacker Noon

@hacker-noon · Harris Bashir

hackernoon.com

Hacker Noon@hacker-noon