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399769

Deep Learning-Based Driver Drowsiness Detection Using Facial Expression Analysis

Article

Last updated: 28 Dec 2024

Subjects

-

Tags

Engineering

Abstract

Driver Drowsiness Detection is technology that prevent the driver from accidents caused by driver fatigue that lead to fall asleep while driving. There are many factors that cause road accidents but driver drowsiness is the most contributor one to make a wide and deadly accidents. There are many features that make sure that the driver falls asleep like mouth opening, close eyes, yawn and head tilt. The objective of this paper is to introduce a Driver Drowsiness Detection alarming system based on a CNN (Convolutional Neural Network) for accurate detection and OpenCV to use camera for video and capture image.

In this paper, an algorithm is proposed to detect the Driver Drowsiness through eyes, which determine if the eye is closed or open. When the eyes are closed for period of time, the alarm turned on.

The experimental results show that the system achieves high accuracy, reducing the overall number of accidents on the streets. For Real-time video, the proposed method has achieved 97% of accuracy.

DOI

10.21608/dusj.2024.248347.1032

Keywords

Facial Extraction, Machine Learning, Eye extraction, Face detection, CNN

Authors

First Name

Tarek

Last Name

Hassan

MiddleName

Mohammed

Affiliation

Communications and Computers Dept. Faculty of Engineering, Delta university for Science and Technology

Email

tarek.hassan@deltauniv.edu.eg

City

-

Orcid

0000-0003-0278-3937

First Name

Walaa

Last Name

Ibrahim

MiddleName

Yahia

Affiliation

Student

Email

walaaaibrahim@gmail.com

City

-

Orcid

-

First Name

Hesham

Last Name

A. Ali

MiddleName

-

Affiliation

Faculty Artificial Intelligence, Delta University for Science and Technology, Gamasa 35712, Egypt

Email

h_arafat_ali@mans.edu.eg

City

-

Orcid

-

First Name

Hanaa

Last Name

Marie

MiddleName

Salem

Affiliation

Faculty of Artificial Intelligence, Delta University for Science and Technology, Gamasa 35712, Egypt

Email

hana.salem@deltauniv.edu.eg

City

-

Orcid

-

Volume

7

Article Issue

2

Related Issue

52436

Issue Date

2024-09-01

Receive Date

2023-07-13

Publish Date

2024-09-01

Page Start

164

Page End

176

Print ISSN

2636-3046

Online ISSN

2636-3054

Link

https://dusj.journals.ekb.eg/article_399769.html

Detail API

https://dusj.journals.ekb.eg/service?article_code=399769

Order

399,769

Type

Original research papers

Type Code

1,769

Publication Type

Journal

Publication Title

Delta University Scientific Journal

Publication Link

https://dusj.journals.ekb.eg/

MainTitle

Deep Learning-Based Driver Drowsiness Detection Using Facial Expression Analysis

Details

Type

Article

Created At

28 Dec 2024