Vehicle Classification and Detection Using YOLOv8: A Study on Highway Traffic Analysis

This study introduces a vehicle detection and classification framework for Bangladeshi roadways using the YOLOv8n model, optimizing traffic flow and enhancing road safety. Tested on real-time traffic footage, the model effectively handles urban complexities but requires further accuracy improvements in congested settings. [Full paper uploaded soon!]