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Smart city article details
| Title | You Only Look Once Version 8 (Yolov8)-Driven Emergency Vehicle Detection And Graph Neural Networks (Gnns) Based Traffic Signal Prioritization |
|---|---|
| ID_Doc | 62132 |
| Authors | Gowri B.S.; Harini Harisitha S.; Abishek Kanna M.; Amirthavarshini N.S. |
| Year | 2025 |
| Published | Proceedings of 5th International Conference on Trends in Material Science and Inventive Materials, ICTMIM 2025 |
| DOI | http://dx.doi.org/10.1109/ICTMIM65579.2025.10988348 |
| Abstract | The research develops a traffic management system that integrates You Only Look Once version 8 (YOLOv8) for emergency vehicle detection and Graph Neural Network (GRAPH NEURAL NETWORKS (GNNs))-based traffic signal prioritization to address the inefficiencies of traditional traffic management systems. These systems often fail to detect emergency vehicles accurately and adapt traffic signals in real-time, leading to delayed emergency responses and traffic congestion. The proposed system leverages You Only Look Once version 8 (YOLOv8)'s superior object detection capabilities and GRAPH NEURAL NETWORKS (GNNs)-based reinforcement II. learning to dynamically adjust traffic signals based on real-time road conditions. Experimental results demonstrate a 40% reduction in emergency vehicle response time and a 35% improvement in traffic flow, showcasing the system's ability to enhance urban traffic performance and emergency response efficiency. © 2025 IEEE. |
| Author Keywords | AI-Driven Traffic Optimization; Emergency Vehicle Detection; Graph Neural Networks; Intelligent Transportation Systems; Real-Time Traffic Management; Smart Cities; Traffic Signal Prioritization; You Only Look Once version 8 (YOLOv8) |
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