6 papers
A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos
Ioannis Kyprakis, Vasileios Skaramagkas, Iro Boura +5
Parkinson's disease (PD) is a neurodegenerative disorder, manifesting with motor and non-motor symptoms. Depressive symptoms are prevalent in PD, affecting up to 45% of patients. T…
A Full Transformer-based Framework for Automatic Pain Estimation using Videos
Stefanos Gkikas, Manolis Tsiknakis
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…
Synthetic Thermal and RGB Videos for Automatic Pain Assessment utilizing a Vision-MLP Architecture
Stefanos Gkikas, Manolis Tsiknakis
Pain assessment is essential in developing optimal pain management protocols to alleviate suffering and prevent functional decline in patients. Consequently, reliable and accurate…
Twins-PainViT: Towards a Modality-Agnostic Vision Transformer Framework for Multimodal Automatic Pain Assessment using Facial Videos and fNIRS
Stefanos Gkikas, Manolis Tsiknakis
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 Gr…
Multi-task Neural Networks for Pain Intensity Estimation using Electrocardiogram and Demographic Factors
Stefanos Gkikas, Chariklia Chatzaki, Manolis Tsiknakis
Pain is a complex phenomenon which is manifested and expressed by patients in various forms. The immediate and objective recognition of it is a great of importance in order to atta…
FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare
Karim Lekadir, Aasa Feragen, Abdul Joseph Fofanah +117
Despite major advances in artificial intelligence (AI) for medicine and healthcare, the deployment and adoption of AI technologies remain limited in real-world clinical practice. I…