Dual stream transformer for medication state classification in Parkinson’s disease patients using facial videos

Dual stream transformer for medication state classification in Parkinson’s disease patients using facial videos

Abstract Hypomimia is a prominent, levodopa-responsive symptom in Parkinson’s disease (PD). In our study, we aimed to distinguish ON and OFF dopaminergic medication state in a cohort of PD patients, analyzing their facial videos with a unique, interpretable Dual Stream Transformer model. Our approac...

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Main Authors: Vasileios Skaramagkas, Iro Boura, Georgios Karamanis, Ioannis Kyprakis, Dimitrios I. Fotiadis, Zinovia Kefalopoulou, Cleanthe Spanaki, Manolis Tsiknakis
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-025-01630-1
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https://doi.org/10.1038/s41746-025-01630-1

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