This study investigates the condition sensitivity of a camera-based traffic monitoring pipeline that combines YOLOv8s detection with SORT tracking for real-time vehicle counting. Video data were collected from a pedestrian bridge above a two-lane highway in Győr, Hungary, under multiple weather conditions (clear, rainy...
Enas Elshebli, Erdôsi Ferenc, Anwar Khan et al.· Engineering, Technology &...· 0 citations
It is demonstrated that integrating computer-vision traffic sensing with contextual feature engineering and uncertainty-aware learning yields reliable, interpretable 15-minute congestion forecasts that enables proactive, risk-informed interventions that help protect the physical carrying capacity and heritage-setting q...
Enas Elshebli, F. Erdós, aradarajan Vijayakumar et al.· Geo Journal of Tourism and G...· 0 citations
The developed scheme outperforms counterpart models, advocating its potential to enhance dynamic traffic management and intelligent signal coordination systems and enables more accurate short-term flow estimates, thereby reducing average vehicle waiting times and improving intersection-level signal responsiveness.
Hamza Murad Khan, Anwar Khan, Muhammad Imran Majid et al.· The Arabian journal for scie...· 0 citations
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