Journal article
Efficient Edge Computing Device for Traffic Monitoring Using Deep Learning Detectors
Abstract
This article presents a smart camera device for traffic monitoring at intersections. The device is based on the Nvidia Jetson Nano, a small form factor, efficient artificial intelligence (AI) computational device that is capable of deep learning inference. The state-of-the-art deep learning detection models were investigated, and the full YOLOv4 was selected for deployment on the edge device. The deployed model and analytics achieved an average …
Authors
Huangfu Y; Ahrabi M; Tahal R; Huang J; Mohammad-Alikhani A; Reymann S; Nahid-Mobarakeh B; Shirani S; Habibi S
Journal
IEEE Canadian Journal of Electrical and Computer Engineering, Vol. 46, No. 4, pp. 371–379
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Publication Date
January 1, 2023
DOI
10.1109/icjece.2023.3305323
ISSN
0840-8688