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405621

Design and Analysis of an Autonomous Road Sign Recognition System

Article

Last updated: 20 Jan 2025

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Subjects

-

Tags

Mechatronics, automation, and intelligent mechanical systems

Abstract

To ensure efficient and safe traffic flow, it is essential that all drivers should follow the road sign strictly. Car industrial technology is heading towards autonomous driving. And to make auto driving safe, it should be flawless and fault-free. Therefore, the system must read all road signs correctly. There must be an awareness competent that makes the system able to comprehend and interpret those road signs. The problem of our matter is that if we want to ensure safe flow effectively, our system must read and interpret all road signs correctly. Our current state acknowledges that there is a driver who has lost concentration while driving. So, we create a system that recognizes road signs and interprets them into voice alerting the driver. The system completely depends on the You Only Look Once V8 NANO and German Traffic Sign Recognition Benchmark Dataset. We have chosen the German Traffic Sign Recognition Benchmark because it's the most similar to what is actually on Egyptian roads.

DOI

10.21608/astj.2025.347656.1047

Keywords

Road sign detection YOLO V8, GTSDB Dataset, Convolution Neural Network, Deep learning

Authors

First Name

Adham

Last Name

Sayed

MiddleName

Hassan

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000234@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Athanasious

Last Name

Rasmy

MiddleName

Nashaat

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000021@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Eithar

Last Name

Ebrahim

MiddleName

Reda

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000253@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Gannah

Last Name

Youssef

MiddleName

Mohamed

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000137@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Mohamed

Last Name

Salah

MiddleName

Ahmed

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

abobakr.elhadu@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Mohamed

Last Name

Mohamed

MiddleName

Ahmed

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000096@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Omar

Last Name

Elsadawy

MiddleName

Mohamed

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000010@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Veronia

Last Name

Sabry

MiddleName

Medhat

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000077@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Youssef

Last Name

Salib

MiddleName

Emad

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000173@ecu.edu.eg

City

Cairo

Orcid

-

First Name

Abo

Last Name

Elhady

MiddleName

M.

Affiliation

Mechatronics Engineering Department, Faculty of Engineering and Technology, Egyptian Chinese University, Cairo, Egypt.

Email

192000050@ecu.edu.eg

City

Cairo

Orcid

-

Volume

2

Article Issue

1

Related Issue

52489

Issue Date

2025-06-01

Receive Date

2024-12-26

Publish Date

2025-01-17

Page Start

1

Page End

34

Online ISSN

3009-7614

Article File

ASTJ_Volume 2_Issue 1_Pages 1-34.pdf

PDF . 1.9MB

Link

https://astj.journals.ekb.eg/article_405621.html

Detail API

http://journals.ekb.eg?_action=service&article_code=405621

Order

405,621

Type

Original Article

Type Code

3,083

Publication Type

Journal

Publication Title

Advanced Sciences and Technology Journal

Publication Link

https://astj.journals.ekb.eg/

MainTitle

Design and Analysis of an Autonomous Road Sign Recognition System

Details

Type

Article

Created At

20 Jan 2025