Review of eye tracking metrics involved in emotional and cognitive processes

V Skaramagkas, G Giannakakis… - IEEE Reviews in …, 2021 - ieeexplore.ieee.org
Eye behaviour provides valuable information revealing one's higher cognitive functions and
state of affect. Although eye tracking is gaining ground in the research community, it is not …

Review on psychological stress detection using biosignals

G Giannakakis, D Grigoriadis… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
This review investigates the effects of psychological stress on the human body measured
through biosignals. When a potentially threatening stimulus is perceived, a cascade of …

Driver stress detection via multimodal fusion using attention-based CNN-LSTM

L Mou, C Zhou, P Zhao, B Nakisa, MN Rastgoo… - Expert Systems with …, 2021 - Elsevier
Stress has been identified as one of major contributing factors in car crashes due to its
negative impact on driving performance. It is in urgent need that the stress levels of drivers …

The effects of driving environment complexity and dual tasking on drivers' mental workload and eye blink behavior

V Faure, R Lobjois, N Benguigui - … research part F: traffic psychology and …, 2016 - Elsevier
The goal of the present study was to assess the effectiveness of eye blink behavior in
measuring drivers' mental workload. Previous research has shown that when mental …

[HTML][HTML] A review of road safety evaluation methods based on driving behavior

Z Du, M Deng, N Lyu, Y Wang - Journal of traffic and transportation …, 2023 - Elsevier
Road traffic safety should be evaluated throughout the entire life-cycle of road design,
operation, maintenance, and expansion construction. However, traditional methods for …

The psychophysiology primer: a guide to methods and a broad review with a focus on human–computer interaction

B Cowley, M Filetti, K Lukander… - … and Trends® in …, 2016 - nowpublishers.com
Digital monitoring of physiological signals can allow computer systems to adapt
unobtrusively to users, so as to enhance personalised 'smart'interactions. In recent years …

A review on evaluating mental stress by deep learning using EEG signals

Y Badr, U Tariq, F Al-Shargie, F Babiloni… - Neural Computing and …, 2024 - Springer
Mental stress is a common problem that affects individuals all over the world. Stress reduces
human functionality during routine work and may lead to severe health defects. Early …

A critical review of proactive detection of driver stress levels based on multimodal measurements

MN Rastgoo, B Nakisa, A Rakotonirainy… - ACM Computing …, 2018 - dl.acm.org
Stress is a major concern in daily life, as it imposes significant and growing health and
economic costs on society every year. Stress and driving are a dangerous combination and …

Non-invasive detection of mental fatigue in construction equipment operators through geometric measurements of facial features

I Mehmood, H Li, W Umer, J Ma, MS Shakeel… - Journal of safety …, 2024 - Elsevier
Introduction: Prolonged operation of construction equipment could lead to mental fatigue,
which can increase the chances of human error-related accidents as well as operators' ill …

A driver stress detection model via data augmentation based on deep convolutional recurrent neural network

Q Zhao, L Yang, N Lyu - Expert Systems with Applications, 2024 - Elsevier
Excessive stress generally leads to degraded driving performance, which increases the risk
of road accidents. Therefore, real-time driver stress detection is of great significance to …