Artificial intelligence modelling human mental fatigue: A comprehensive survey

A Lambert, A Soni, A Soukane, AR Cherif, A Rabat - Neurocomputing, 2024 - Elsevier
Mental fatigue refers to the decline in cognitive abilities that can occur as a result of
prolonged mental exertion. Neuroscientists have been studying mental fatigue for a while …

Driver's fatigue recognition based on yawn detection in thermal images

M Knapik, B Cyganek - Neurocomputing, 2019 - Elsevier
The paper presents a novel approach to driver's fatigue recognition based on yawn
detection using thermal imaging. This work writes into the active drivers' assisting systems …

Fully automated real time fatigue detection of drivers through fuzzy expert systems

T Azim, MA Jaffar, AM Mirza - Applied Soft Computing, 2014 - Elsevier
This paper presents a non-intrusive fatigue detection system based on the video analysis of
drivers. The system relies on multiple visual cues to characterize the level of alertness of the …

Driver head pose estimation using efficient descriptor fusion

N Alioua, A Amine, A Rogozan, A Bensrhair… - EURASIP Journal on …, 2016 - Springer
A great interest is focused on driver assistance systems using the head pose as an indicator
of the visual focus of attention and the mental state. In fact, the head pose estimation is a …

Can steering wheel detect your driving fatigue?

J Lu, X Zheng, L Tang, T Zhang… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Automated Driving System (ADS) has attracted increasing attention but the state-of-the-art
ADS largely on vehicle driving parameters and facial features, which lacks reliability …

[HTML][HTML] Data fusion to develop a driver drowsiness detection system with robustness to signal loss

S Samiee, S Azadi, R Kazemi, A Nahvi, A Eichberger - Sensors, 2014 - mdpi.com
This study proposes a drowsiness detection approach based on the combination of several
different detection methods, with robustness to the input signal loss. Hence, if one of the …

Emotion recognition in car industry

CD Katsis, G Rigas, Y Goletsis… - Emotion recognition: a …, 2015 - Wiley Online Library
This chapter presents the most recent advances in emotion recognition, focusing on
emotions elicited from the driving task, or those influencing the driver's performance …

[PDF][PDF] Driver Drowsiness Detection Based on Eye Movement and Yawning Using Facial Landmark Analysis.

ALA Ramos, JC Erandio, DHT Mangilaya… - International Journal of …, 2019 - academia.edu
The drowsiness of the drivers can lead to road accidents. With the growth of computer vision
and image processing technology it is now feasible to investigate this problem. This study …

[HTML][HTML] Real-Time Fatigue Detection Algorithms Using Machine Learning for Yawning and Eye State

F Makhmudov, D Turimov, M Xamidov, F Nazarov… - Sensors, 2024 - mdpi.com
Drowsiness while driving is a major factor contributing to traffic accidents, resulting in
reduced cognitive performance and increased risk. This article gives a complete analysis of …

Fatigue state evaluation of urban railway transit drivers using psychological, biological, and physical response signals

H Wu, Y Jiao, C Jiang, T Wang, J Yu - IEEE Access, 2025 - ieeexplore.ieee.org
Understanding the driving state (eg, fatigue state) is critical in improving the safety of urban
rail transit operations. This study reports a study that used simulation experiments to …