Author

Enas Elshebli

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Open access Aug 2026

The Impact of Weather, Lighting, and Camera Viewpoint on the Traffic Monitoring Performance of YOLO-SORT

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 &amp... · 0 citations

Open access Sep 2026

AN INTEGRATED ML AND GEOSPATIAL FRAMEWORK FOR CONTEXT-AWARE SHORTTERM CONGESTION FORECASTING IN TOURISM-HEAVY URBAN MOBILITY NODE

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