Vision-Based Basic Safety Message (BSM) Broadcasting System

Tai You Lin; Cheng Wei Peng; Chen Chien Hsu

doi:10.1109/ICCE56470.2023.10043461

Vision-Based Basic Safety Message (BSM) Broadcasting System

Tai You Lin
, Cheng Wei Peng
, Chen Chien Hsu

Department of Electrical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

8 Citations (Scopus)

Abstract

With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.

Original language	English
Title of host publication	2023 IEEE International Conference on Consumer Electronics, ICCE 2023
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665491303
DOIs	https://doi.org/10.1109/ICCE56470.2023.10043461
Publication status	Published - 2023
Event	2023 IEEE International Conference on Consumer Electronics, ICCE 2023 - Las Vegas, United States Duration: 2023 Jan 6 → 2023 Jan 8

Publication series

Name	Digest of Technical Papers - IEEE International Conference on Consumer Electronics
Volume	2023-January
ISSN (Print)	0747-668X
ISSN (Electronic)	2159-1423

Conference

Conference	2023 IEEE International Conference on Consumer Electronics, ICCE 2023
Country/Territory	United States
City	Las Vegas
Period	2023/01/06 → 2023/01/08

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 11 Sustainable Cities and Communities

Keywords

Basic Safety Message
CNN
ITS
eMBMS

ASJC Scopus subject areas

Industrial and Manufacturing Engineering
Electrical and Electronic Engineering

Access to Document

10.1109/ICCE56470.2023.10043461

Cite this

Lin, T. Y., Peng, C. W., & Hsu, C. C. (2023). Vision-Based Basic Safety Message (BSM) Broadcasting System. In 2023 IEEE International Conference on Consumer Electronics, ICCE 2023 (Digest of Technical Papers - IEEE International Conference on Consumer Electronics; Vol. 2023-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE56470.2023.10043461

Vision-Based Basic Safety Message (BSM) Broadcasting System. / Lin, Tai You; Peng, Cheng Wei; Hsu, Chen Chien.
2023 IEEE International Conference on Consumer Electronics, ICCE 2023. Institute of Electrical and Electronics Engineers Inc., 2023. (Digest of Technical Papers - IEEE International Conference on Consumer Electronics; Vol. 2023-January).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Lin, TY, Peng, CW & Hsu, CC 2023, Vision-Based Basic Safety Message (BSM) Broadcasting System. in 2023 IEEE International Conference on Consumer Electronics, ICCE 2023. Digest of Technical Papers - IEEE International Conference on Consumer Electronics, vol. 2023-January, Institute of Electrical and Electronics Engineers Inc., 2023 IEEE International Conference on Consumer Electronics, ICCE 2023, Las Vegas, United States, 2023/01/06. https://doi.org/10.1109/ICCE56470.2023.10043461

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title = "Vision-Based Basic Safety Message (BSM) Broadcasting System",

abstract = "With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.",

keywords = "Basic Safety Message, CNN, ITS, eMBMS",

author = "Lin, \{Tai You\} and Peng, \{Cheng Wei\} and Hsu, \{Chen Chien\}",

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AB - With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.

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Vision-Based Basic Safety Message (BSM) Broadcasting System

Abstract

Publication series

Conference

UN SDGs

Keywords

ASJC Scopus subject areas

Access to Document

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