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DEVELOPMENT AND APPLICATION OF AN INTELLIGENT TRAFFIC MANAGEMENT SYSTEM BASED ON YOLOV5 AND ALEXNET V3 FOR ROAD SAFETY ENHANCEMENT

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Author: 
*Isatou K Njie, Yongqian Sun, Olumayowa O. Adedara, Oyeleke Samuel Oluwafemi
Country: 
China
Volume & Issue: 
Volume 06, Issue 11, November 2024
Page No: 
7338-7352
Abstract: 

Traffic congestion is a growing issue, especially in urban areas, requiring improved real-time traffic monitoring to enhance signal control and overall management. This research presents an intelligent traffic management system that optimizes traffic light operations based on real-time traffic density. Using image processing techniques with YOLOv5 and AlexNet V3, live camera feeds are analyzed to detect vehicles, monitor lanes, and adjust signal timings. This approach reduces congestion, improves road safety, and streamlines traffic flow. Python Open CV libraries and the Anaconda IDE were used to design and implement the system, ensuring efficient real-time data analysis for traffic management.

KeyWords: 
Road safety; traffic management; image processing; YOLOv5; Alexnet V3 Convolutional, Neural Network.
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