A Review of the Studies on Driver Drowsiness Detection Sensors and Proposing Hybrid Diagnostic Methods and Efficient Model Design
Introduction: In recent years, driver’s drowsiness has been one of the leading causes of road accidents, which can lead to physical injuries, death, and significant economic losses. Statistics show that an efficient system is needed to detect the driver’s drowsiness, that gives the necessary warning...
| Published in: | بهداشت و ایمنی کار |
|---|---|
| Main Authors: | Naser Nik Afshar, Mostafa Kamali, Elham Aklaghi Pirposhteh, Hesamedin Askai Majabadi, Nasir Amanat, Mohsen Poursadeqiyan |
| Format: | Article |
| Language: | Persian |
| Published: |
Tehran University of Medical Sciences
2023-03-01
|
| Subjects: | |
| Online Access: | http://jhsw.tums.ac.ir/article-1-6809-en.html |
Similar Items
An Efficient Approach for Detecting Driver Drowsiness Based on Deep Learning
by: Anh-Cang Phan, et al.
Published: (2021-09-01)
by: Anh-Cang Phan, et al.
Published: (2021-09-01)
A Novel Algorithm for Detecting the Drowsiness Onset in Real-Time
by: Luigi Pugliese, et al.
Published: (2022-01-01)
by: Luigi Pugliese, et al.
Published: (2022-01-01)
DrowsyDetectNet: Driver Drowsiness Detection Using Lightweight CNN With Limited Training Data
by: Madduri Venkateswarlu, et al.
Published: (2024-01-01)
by: Madduri Venkateswarlu, et al.
Published: (2024-01-01)
A systematic review on detection and prediction of driver drowsiness
by: Md. Ebrahim Shaik
Published: (2023-09-01)
by: Md. Ebrahim Shaik
Published: (2023-09-01)
A Portable Fuzzy Driver Drowsiness Estimation System
by: Alimed Celecia, et al.
Published: (2020-07-01)
by: Alimed Celecia, et al.
Published: (2020-07-01)
SUBJECTIVE METHODS FOR ASSESSMENT OF DRIVER DROWSINESS
by: Alina Mashko
Published: (2017-12-01)
by: Alina Mashko
Published: (2017-12-01)
Real-Time Driver Drowsiness Detection Using Facial Analysis and Machine Learning Techniques
by: Siham Essahraui, et al.
Published: (2025-01-01)
by: Siham Essahraui, et al.
Published: (2025-01-01)
Driver drowsiness shield (DDSH): a real-time driver drowsiness detection system
by: Archita Bhanja, et al.
Published: (2025-05-01)
by: Archita Bhanja, et al.
Published: (2025-05-01)
A Review of EEG Signal Features and Their Application in Driver Drowsiness Detection Systems
by: Igor Stancin, et al.
Published: (2021-05-01)
by: Igor Stancin, et al.
Published: (2021-05-01)
An embedded intelligence engine for driver drowsiness detection
by: Shirisha Vadlamudi, et al.
Published: (2022-01-01)
by: Shirisha Vadlamudi, et al.
Published: (2022-01-01)
Temporal Analysis Based Driver Drowsiness Detection System Using Deep Learning Approaches
by: Furkan Kumral, et al.
Published: (2022-08-01)
by: Furkan Kumral, et al.
Published: (2022-08-01)
The activity of different brain regions in fatigued and drowsy drivers: A systematic review based on EEG findings
by: Morteza Ghojazadeh, et al.
Published: (2024-08-01)
by: Morteza Ghojazadeh, et al.
Published: (2024-08-01)
Drowsiness Detection of Construction Workers: Accident Prevention Leveraging Yolov8 Deep Learning and Computer Vision Techniques
by: Adetayo Olugbenga Onososen, et al.
Published: (2025-02-01)
by: Adetayo Olugbenga Onososen, et al.
Published: (2025-02-01)
Intrusions of a drowsy mind: Neural markers of phenomenological unpredictability
by: Valdas eNoreika, et al.
Published: (2015-03-01)
by: Valdas eNoreika, et al.
Published: (2015-03-01)
Train driver drowsiness detection using deep learning approach
by: parsa fakhri, et al.
Published: (2024-06-01)
by: parsa fakhri, et al.
Published: (2024-06-01)
Exploring Monitoring Systems Data for Driver Distraction and Drowsiness Research
by: António Lobo, et al.
Published: (2020-07-01)
by: António Lobo, et al.
Published: (2020-07-01)
A CNN-Based Wearable System for Driver Drowsiness Detection
by: Yongkai Li, et al.
Published: (2023-03-01)
by: Yongkai Li, et al.
Published: (2023-03-01)
SUBJECTIVE AND INDIRECT METHODS TO OBSERVE DRIVER’S DROWSINESS AND ALERTNESS: AN OVERVIEW
by: NOR KAMALIANA K., et al.
Published: (2016-04-01)
by: NOR KAMALIANA K., et al.
Published: (2016-04-01)
Non-Invasive Driver Drowsiness Detection System
by: Hafeez Ur Rehman Siddiqui, et al.
Published: (2021-07-01)
by: Hafeez Ur Rehman Siddiqui, et al.
Published: (2021-07-01)
A Systematic Review on Driver Drowsiness Detection Using Eye Activity Measures
by: Ahmet Kolus
Published: (2024-01-01)
by: Ahmet Kolus
Published: (2024-01-01)
Driver Identification and Detection of Drowsiness while Driving
by: Sonia Díaz-Santos, et al.
Published: (2024-03-01)
by: Sonia Díaz-Santos, et al.
Published: (2024-03-01)
Privacy-Preserving Federated Transfer Learning for Driver Drowsiness Detection
by: Linlin Zhang, et al.
Published: (2022-01-01)
by: Linlin Zhang, et al.
Published: (2022-01-01)
A Deep-Learning Approach to Driver Drowsiness Detection
by: Mohammed Imran Basheer Ahmed, et al.
Published: (2023-09-01)
by: Mohammed Imran Basheer Ahmed, et al.
Published: (2023-09-01)
System and Method for Driver Drowsiness Detection Using Behavioral and Sensor-Based Physiological Measures
by: Jaspreet Singh Bajaj, et al.
Published: (2023-01-01)
by: Jaspreet Singh Bajaj, et al.
Published: (2023-01-01)
A BEHAVIORAL APPROACH TO DETECT SOMNOLENCE OF CAB DRIVERS USING CONVOLUTIONAL NEURAL NETWORK
by: V Vinodhini, et al.
Published: (2021-04-01)
by: V Vinodhini, et al.
Published: (2021-04-01)
A CNN-LSTM-based Deep Learning Approach for Driver Drowsiness Prediction
by: Mohamed Gomaa, et al.
Published: (2022-09-01)
by: Mohamed Gomaa, et al.
Published: (2022-09-01)
Microneedle Array Electrode-Based Wearable EMG System for Detection of Driver Drowsiness through Steering Wheel Grip
by: Afraiz Tariq Satti, et al.
Published: (2021-07-01)
by: Afraiz Tariq Satti, et al.
Published: (2021-07-01)
Detection of Driver Drowsiness Using Adaptive Eye Characteristic Ratio for Enhanced Road Safety
by: Puneet Singh Lamba, et al.
Published: (2025-01-01)
by: Puneet Singh Lamba, et al.
Published: (2025-01-01)
DEVELOPMENT OF ANTI DROWSINESS AND ALERT SYSTEM FOR AUTOMOBILE DRIVERS
by: Nastaran Reza Nazar Zadeh, et al.
Published: (2024-12-01)
by: Nastaran Reza Nazar Zadeh, et al.
Published: (2024-12-01)
Exploiting heart rate variability for driver drowsiness detection using wearable sensors and machine learning
by: Zakwan AlArnaout, et al.
Published: (2025-07-01)
by: Zakwan AlArnaout, et al.
Published: (2025-07-01)
DROWSY DRIVER DETECTION SYSTEM – VIA FACIAL RECOGNITION AND DRIVING DATA
by: Nur Iman Kamila Azharudin, et al.
Published: (2024-10-01)
by: Nur Iman Kamila Azharudin, et al.
Published: (2024-10-01)
Prediction of drowsiness using EEG signals in young Indonesian drivers
by: Maya Arlini Puspasari, et al.
Published: (2023-09-01)
by: Maya Arlini Puspasari, et al.
Published: (2023-09-01)
An Investigation of Early Detection of Driver Drowsiness Using Ensemble Machine Learning Based on Hybrid Sensing
by: Jongseong Gwak, et al.
Published: (2020-04-01)
by: Jongseong Gwak, et al.
Published: (2020-04-01)
DRIVING TIREDNESS – THE END ENEMY OF THE DRIVER
by: PLĂMĂDEALĂ, Vasile
Published: (2022-09-01)
by: PLĂMĂDEALĂ, Vasile
Published: (2022-09-01)
Investigating the Relation between Drivers Working and Resting Hours with the Occurrence of Road Accidents (Case Study: Heavy Vehicle Drivers)
by: Rajabali Hokmabadi, et al.
Published: (2022-12-01)
by: Rajabali Hokmabadi, et al.
Published: (2022-12-01)
Electroencephalogram-Based Approaches for Driver Drowsiness Detection and Management: A Review
by: Gang Li, et al.
Published: (2022-01-01)
by: Gang Li, et al.
Published: (2022-01-01)
Enhancing convolutional neural networks in electroencephalogram driver drowsiness detection using human inspired optimizers
by: Anupam Yadav, et al.
Published: (2025-03-01)
by: Anupam Yadav, et al.
Published: (2025-03-01)
Driver Drowsy and Yawn System Alert Using Deep Cascade Convolution Neural Network DCCNN
by: ZAINAB ABBOOD, et al.
Published: (2023-10-01)
by: ZAINAB ABBOOD, et al.
Published: (2023-10-01)
Estimation of Eye Closure Degree Using EEG Sensors and Its Application in Driver Drowsiness Detection
by: Gang Li, et al.
Published: (2014-09-01)
by: Gang Li, et al.
Published: (2014-09-01)
DDD TinyML: A TinyML-Based Driver Drowsiness Detection Model Using Deep Learning
by: Norah N. Alajlan, et al.
Published: (2023-06-01)
by: Norah N. Alajlan, et al.
Published: (2023-06-01)
Similar Items
-
An Efficient Approach for Detecting Driver Drowsiness Based on Deep Learning
by: Anh-Cang Phan, et al.
Published: (2021-09-01) -
A Novel Algorithm for Detecting the Drowsiness Onset in Real-Time
by: Luigi Pugliese, et al.
Published: (2022-01-01) -
DrowsyDetectNet: Driver Drowsiness Detection Using Lightweight CNN With Limited Training Data
by: Madduri Venkateswarlu, et al.
Published: (2024-01-01) -
A systematic review on detection and prediction of driver drowsiness
by: Md. Ebrahim Shaik
Published: (2023-09-01) -
A Portable Fuzzy Driver Drowsiness Estimation System
by: Alimed Celecia, et al.
Published: (2020-07-01)
