[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 Review of Automatic Pain Assessment from Facial Information Using Machine Learning

N Ben Aoun - Technologies, 2024 - mdpi.com
Pain assessment has become an important component in modern healthcare systems. It
aids medical professionals in patient diagnosis and providing the appropriate care and …

Twins-painvit: Towards a modality-agnostic vision transformer framework for multimodal automatic pain assessment using facial videos and fnirs

S Gkikas, M Tsiknakis - arXiv preprint arXiv:2407.19809, 2024 - arxiv.org
Automatic pain assessment plays a critical role for advancing healthcare and optimizing
pain management strategies. This study has been submitted to the First Multimodal Sensing …

A full transformer-based framework for automatic pain estimation using videos

S Gkikas, M Tsiknakis - … Conference of the IEEE Engineering in …, 2023 - ieeexplore.ieee.org
The automatic estimation of pain is essential in designing an optimal pain management
system offering reliable assessment and reducing the suffering of patients. In this study, we …

[HTML][HTML] Multimodal automatic assessment of acute pain through facial videos and heart rate signals utilizing transformer-based architectures

S Gkikas, NS Tachos, S Andreadis… - Frontiers in Pain …, 2024 - frontiersin.org
Accurate and objective pain evaluation is crucial in developing effective pain management
protocols, aiming to alleviate distress and prevent patients from experiencing decreased …

Synthetic Thermal and RGB Videos for Automatic Pain Assessment utilizing a Vision-MLP Architecture

S Gkikas, M Tsiknakis - arXiv preprint arXiv:2407.19811, 2024 - arxiv.org
Pain assessment is essential in developing optimal pain management protocols to alleviate
suffering and prevent functional decline in patients. Consequently, reliable and accurate …

Deep Learning-Based Pain Intensity Estimation from Facial Expressions

N Ben Aoun - International Conference on Intelligent Systems Design …, 2023 - Springer
Pain estimation is of great importance for the medical doctor since it helps them in
diagnosing patients and offering the adequate care and treatment. However, there is still no …

Ensemble Neural Networks for Multimodal Acute Pain Intensity Evaluation using Video and Physiological Signals

MS Patil, HD Patil - Journal of Computational Analysis and …, 2024 - eudoxuspress.com
Automated pain recognition is essential in healthcare. Research done previously suggests
that for conventional algorithms, automated pain recognition relies on features gathered …