Personalization of AI models based on federated learning for driver stress monitoring

H Rafi, Y Benezeth, P Reynaud, E Arnoux… - … on Computer Vision, 2022 - Springer
To improve the comfort of car occupants or to develop control laws for autonomous vehicles
or Advanced Driver-Assistance Systems, it is essential to monitor drivers' internal state and …

Prediction of driver's stress affection in simulated autonomous driving scenarios

V De Caro, H Danzinger, C Gallicchio… - … , Speech, and Signal …, 2023 - ieeexplore.ieee.org
We investigate the task of predicting stress affection from physiological data of users
experiencing simulations of autonomous driving. We approach this task on two levels of …

AffectiveROAD system and database to assess driver's attention

NE Haouij, JM Poggi, S Sevestre-Ghalila… - Proceedings of the 33rd …, 2018 - dl.acm.org
Thanks to the rise of new wearable and non-intrusive sensor technology, Internet of Things
(IoT) contributes in human daily life improvement. In the context of smart vehicles, human …

Predicting driver self-reported stress by analyzing the road scene

C Bustos, N Elhaouij, A Sole-Ribalta… - 2021 9th …, 2021 - ieeexplore.ieee.org
Several studies have shown the relevance of biosignals in driver stress recognition. In this
work, we examine something important that has been less frequently explored: We develop …

A Contactless and Non-Intrusive System for Driver's Stress Detection

S Muhammad, H Jang, Y Noh, S Jin, D Jeong… - Adjunct Proceedings of …, 2023 - dl.acm.org
Stress plays a significant role in fatal accidents, highlighting the importance of timely
monitoring of driver stress to facilitate effective interventions and reduce road accidents …

Ai-as-a-service toolkit for human-centered intelligence in autonomous driving

V De Caro, S Bano, A Machumilane… - … and other Affiliated …, 2022 - ieeexplore.ieee.org
This paper presents a proof-of-concept implementation of the AI-as-a-Service toolkit
developed within the H2020 TEACHING project and designed to implement an autonomous …

Detecting human driver's physiological stress and emotions using sophisticated one-person cockpit vehicle simulator

M Gutmann, P Grausberg… - … in Innovation Business …, 2015 - ieeexplore.ieee.org
Emotions and stress play a significant role in the genesis of car accidents and it is believed
that the immediate history of an accident is characterized by conditions such as anxiety …

Cooperative driver stress sensing integration with eCall system for improved road safety

M Urbano, M Alam, J Ferreira… - … Conference on Smart …, 2017 - ieeexplore.ieee.org
Understanding drivers' behavior under various challenging situations, to avoid accidents, is
considered a key research area in the field of safety for Intelligent Transportation System …

Mining spatio-temporal data for computing driver stress and observing its effects on driving behavior

R Verma, G Prajjwal, B Mitra… - Proceedings of the 26th …, 2018 - dl.acm.org
With the increase in road fatalities due to various factors like aggressive driving and road
rage, quantifying and monitoring the stress level of a driver is an important task for the …

Eliciting driver stress using naturalistic driving scenarios on real roads

S Baltodano, J Garcia-Mancilla, W Ju - Proceedings of the 10th …, 2018 - dl.acm.org
We propose a novel method for reliably inducing stress in drivers for the purpose of
generating real-world participant data for machine learning, using both scripted in-vehicle …