Enhanced YOLOv5s + DeepSORT method for highway vehicle speed detection and multi-sensor verification

Enhanced YOLOv5s + DeepSORT method for highway vehicle speed detection and multi-sensor verification

Addressing the need for vehicle speed measurement in traffic surveillance, this study introduces an enhanced scheme combining YOLOv5s detection with Deep SORT tracking. Tailored to the characteristics of highway traffic and vehicle features, the dataset data augmentation process was initially optimi...

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Bibliographic Details
Main Authors: Zhongbin Luo, Yanqiu Bi, Xun Yang, Yong Li, Shanchuan Yu, Mengjun Wu, Qing Ye
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-02-01
Series:Frontiers in Physics
Subjects:
YOLOv5S
Deep SORT
swin transformer
vehicle speed
traffic monitoring
Online Access:https://www.frontiersin.org/articles/10.3389/fphy.2024.1371320/full

Internet

https://www.frontiersin.org/articles/10.3389/fphy.2024.1371320/full

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