Domain-Specific Processing Stage for Estimating Single-Trail Evoked Potential Improves CNN Performance in Detecting Error Potential

We present a novel architecture designed to enhance the detection of Error Potential (ErrP) signals during ErrP stimulation tasks. In the context of predicting ErrP presence, conventional Convolutional Neural Networks (CNNs) typically accept a raw EEG signal as input, encompassing both the informati...

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Bibliographic Details

Published in:	Sensors
Main Authors:	Andrea Farabbi, Luca Mainardi
Format:	Article
Language:	English
Published:	MDPI AG 2023-11-01
Subjects:	Brain–Computer Interface signal processing electroencephalography Error Potential Single-Trial analysis deep learning
Online Access:	https://www.mdpi.com/1424-8220/23/22/9049