Use of computer vision analysis for labeling inattention periods in EEG recordings with visual stimuli

Abstract Electroencephalography (EEG) recordings with visual stimuli require detailed coding to determine the periods of participant’s attention. Here we propose to use a supervised machine learning model and off-the-shelf video cameras only. We extract computer vision-based features such as head po...

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Главные авторы:	Dmitry Yu Isaev, Samantha Major, Kimberly L. H. Carpenter, Jordan Grapel, Zhuoqing Chang, Matias Di Martino, David Carlson, Geraldine Dawson, Guillermo Sapiro
Формат:	Artigo
Язык:	Inglês
Опубликовано:	Nature Portfolio 2025-08-01
Серии:	Scientific Reports
Предметы:	EEG Visual attention Computer vision Machine learning Data processing automation
Online-ссылка:	https://doi.org/10.1038/s41598-025-10511-2
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