[HTML][HTML] Automatic assessment of pain based on deep learning methods: A systematic review

S Gkikas, M Tsiknakis - Computer methods and programs in biomedicine, 2023 - Elsevier
Abstract Background and Objective: The automatic assessment of pain is vital in designing
optimal pain management interventions focused on reducing suffering and preventing the …

A machine learning framework for automated accident detection based on multimodal sensors in cars

H Hozhabr Pour, F Li, L Wegmeth, C Trense, R Doniec… - Sensors, 2022 - mdpi.com
Identifying accident patterns is one of the most vital research foci of driving analysis.
Environmental or safety applications and the growing area of fleet management all benefit …

Electrodermal activity in pain assessment and its clinical applications

Y Kong, KH Chon - Applied Physics Reviews, 2024 - pubs.aip.org
Electrodermal activity (EDA) measures skin conductivity, reflecting sweat gland activity, and
is considered a noninvasive measure of the sympathetic nervous system (SNS) …

Explainable artificial intelligence (XAI) in pain research: Understanding the role of electrodermal activity for automated pain recognition

P Gouverneur, F Li, K Shirahama, L Luebke… - Sensors, 2023 - mdpi.com
Artificial intelligence and especially deep learning methods have achieved outstanding
results for various applications in the past few years. Pain recognition is one of them, as …

Design and evaluation of deep learning models for continuous acute pain detection based on phasic electrodermal activity

JO Pinzon-Arenas, Y Kong, KH Chon… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
The current method for assessing pain in clinical practice is subjective and relies on self-
reported scales. An objective and accurate method of pain assessment is needed for …

Classification of roads and types of public roads using EOG smart glasses and an algorithm based on machine learning while driving a car

R Doniec, N Piaseczna, F Li, K Duraj, HH Pour… - Electronics, 2022 - mdpi.com
Driving a car is an activity that became necessary for exploration, even when living in the
present world. Research exploring the topic of safety on the roads has therefore become …

Objective measurement of subjective pain perception with autonomic body reactions in healthy subjects and chronic back pain patients: an experimental heat pain …

L Luebke, P Gouverneur, TM Szikszay, WM Adamczyk… - Sensors, 2023 - mdpi.com
Multiple attempts to quantify pain objectively using single measures of physiological body
responses have been performed in the past, but the variability across participants reduces …

[HTML][HTML] Physiological responses to pain in cancer patients: A systematic review

S Moscato, P Cortelli, L Chiari - Computer Methods and Programs in …, 2022 - Elsevier
Background and objective Pain is one of the most debilitating symptoms in persons with
cancer. Still, its assessment is often neglected both by patients and healthcare …

Transformer encoder with multiscale deep learning for pain classification using physiological signals

Z Lu, B Ozek, S Kamarthi - Frontiers in Physiology, 2023 - frontiersin.org
Pain, a pervasive global health concern, affects a large segment of population worldwide.
Accurate pain assessment remains a challenge due to the limitations of conventional self …

Autonomic responses to pressure sensitivity of head, face and neck: Heart rate and skin conductance

W Yang, T Chen, R He, R Goossens, T Huysmans - Applied Ergonomics, 2024 - Elsevier
Subjective scales are frequently used in the design process of head-related products to
assess pressure discomfort. Nevertheless, some users lack fundamental cognitive and …