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2020 International brain–computer interface competition: A review

The brain-computer interface (BCI) has been investigated as a form of communication tool between the brain and external devices. BCIs have been extended beyond communication and control over the years. The 2020 international BCI competition aimed to provide high-quality neuroscientific data for open...

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Autores principales: Jeong, Ji-Hoon, Cho, Jeong-Hyun, Lee, Young-Eun, Lee, Seo-Hyun, Shin, Gi-Hwan, Kweon, Young-Seok, Millán, José del R., Müller, Klaus-Robert, Lee, Seong-Whan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9354666/
https://www.ncbi.nlm.nih.gov/pubmed/35937679
http://dx.doi.org/10.3389/fnhum.2022.898300
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author Jeong, Ji-Hoon
Cho, Jeong-Hyun
Lee, Young-Eun
Lee, Seo-Hyun
Shin, Gi-Hwan
Kweon, Young-Seok
Millán, José del R.
Müller, Klaus-Robert
Lee, Seong-Whan
author_facet Jeong, Ji-Hoon
Cho, Jeong-Hyun
Lee, Young-Eun
Lee, Seo-Hyun
Shin, Gi-Hwan
Kweon, Young-Seok
Millán, José del R.
Müller, Klaus-Robert
Lee, Seong-Whan
author_sort Jeong, Ji-Hoon
collection PubMed
description The brain-computer interface (BCI) has been investigated as a form of communication tool between the brain and external devices. BCIs have been extended beyond communication and control over the years. The 2020 international BCI competition aimed to provide high-quality neuroscientific data for open access that could be used to evaluate the current degree of technical advances in BCI. Although there are a variety of remaining challenges for future BCI advances, we discuss some of more recent application directions: (i) few-shot EEG learning, (ii) micro-sleep detection (iii) imagined speech decoding, (iv) cross-session classification, and (v) EEG(+ear-EEG) detection in an ambulatory environment. Not only did scientists from the BCI field compete, but scholars with a broad variety of backgrounds and nationalities participated in the competition to address these challenges. Each dataset was prepared and separated into three data that were released to the competitors in the form of training and validation sets followed by a test set. Remarkable BCI advances were identified through the 2020 competition and indicated some trends of interest to BCI researchers.
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spelling pubmed-93546662022-08-06 2020 International brain–computer interface competition: A review Jeong, Ji-Hoon Cho, Jeong-Hyun Lee, Young-Eun Lee, Seo-Hyun Shin, Gi-Hwan Kweon, Young-Seok Millán, José del R. Müller, Klaus-Robert Lee, Seong-Whan Front Hum Neurosci Human Neuroscience The brain-computer interface (BCI) has been investigated as a form of communication tool between the brain and external devices. BCIs have been extended beyond communication and control over the years. The 2020 international BCI competition aimed to provide high-quality neuroscientific data for open access that could be used to evaluate the current degree of technical advances in BCI. Although there are a variety of remaining challenges for future BCI advances, we discuss some of more recent application directions: (i) few-shot EEG learning, (ii) micro-sleep detection (iii) imagined speech decoding, (iv) cross-session classification, and (v) EEG(+ear-EEG) detection in an ambulatory environment. Not only did scientists from the BCI field compete, but scholars with a broad variety of backgrounds and nationalities participated in the competition to address these challenges. Each dataset was prepared and separated into three data that were released to the competitors in the form of training and validation sets followed by a test set. Remarkable BCI advances were identified through the 2020 competition and indicated some trends of interest to BCI researchers. Frontiers Media S.A. 2022-07-22 /pmc/articles/PMC9354666/ /pubmed/35937679 http://dx.doi.org/10.3389/fnhum.2022.898300 Text en Copyright © 2022 Jeong, Cho, Lee, Lee, Shin, Kweon, Millán, Müller and Lee. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Human Neuroscience
Jeong, Ji-Hoon
Cho, Jeong-Hyun
Lee, Young-Eun
Lee, Seo-Hyun
Shin, Gi-Hwan
Kweon, Young-Seok
Millán, José del R.
Müller, Klaus-Robert
Lee, Seong-Whan
2020 International brain–computer interface competition: A review
title 2020 International brain–computer interface competition: A review
title_full 2020 International brain–computer interface competition: A review
title_fullStr 2020 International brain–computer interface competition: A review
title_full_unstemmed 2020 International brain–computer interface competition: A review
title_short 2020 International brain–computer interface competition: A review
title_sort 2020 international brain–computer interface competition: a review
topic Human Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9354666/
https://www.ncbi.nlm.nih.gov/pubmed/35937679
http://dx.doi.org/10.3389/fnhum.2022.898300
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