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Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016

This paper presents a new approach to benchmarking brain-computer interfaces (BCIs) outside the lab. A computer game was created that mimics a real-world application of assistive BCIs, with the main outcome metric being the time needed to complete the game. This approach was used at the Cybathlon 20...

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Autores principales: Novak, Domen, Sigrist, Roland, Gerig, Nicolas J., Wyss, Dario, Bauer, René, Götz, Ulrich, Riener, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5768650/
https://www.ncbi.nlm.nih.gov/pubmed/29375294
http://dx.doi.org/10.3389/fnins.2017.00756
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author Novak, Domen
Sigrist, Roland
Gerig, Nicolas J.
Wyss, Dario
Bauer, René
Götz, Ulrich
Riener, Robert
author_facet Novak, Domen
Sigrist, Roland
Gerig, Nicolas J.
Wyss, Dario
Bauer, René
Götz, Ulrich
Riener, Robert
author_sort Novak, Domen
collection PubMed
description This paper presents a new approach to benchmarking brain-computer interfaces (BCIs) outside the lab. A computer game was created that mimics a real-world application of assistive BCIs, with the main outcome metric being the time needed to complete the game. This approach was used at the Cybathlon 2016, a competition for people with disabilities who use assistive technology to achieve tasks. The paper summarizes the technical challenges of BCIs, describes the design of the benchmarking game, then describes the rules for acceptable hardware, software and inclusion of human pilots in the BCI competition at the Cybathlon. The 11 participating teams, their approaches, and their results at the Cybathlon are presented. Though the benchmarking procedure has some limitations (for instance, we were unable to identify any factors that clearly contribute to BCI performance), it can be successfully used to analyze BCI performance in realistic, less structured conditions. In the future, the parameters of the benchmarking game could be modified to better mimic different applications (e.g., the need to use some commands more frequently than others). Furthermore, the Cybathlon has the potential to showcase such devices to the general public.
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spelling pubmed-57686502018-01-26 Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016 Novak, Domen Sigrist, Roland Gerig, Nicolas J. Wyss, Dario Bauer, René Götz, Ulrich Riener, Robert Front Neurosci Neuroscience This paper presents a new approach to benchmarking brain-computer interfaces (BCIs) outside the lab. A computer game was created that mimics a real-world application of assistive BCIs, with the main outcome metric being the time needed to complete the game. This approach was used at the Cybathlon 2016, a competition for people with disabilities who use assistive technology to achieve tasks. The paper summarizes the technical challenges of BCIs, describes the design of the benchmarking game, then describes the rules for acceptable hardware, software and inclusion of human pilots in the BCI competition at the Cybathlon. The 11 participating teams, their approaches, and their results at the Cybathlon are presented. Though the benchmarking procedure has some limitations (for instance, we were unable to identify any factors that clearly contribute to BCI performance), it can be successfully used to analyze BCI performance in realistic, less structured conditions. In the future, the parameters of the benchmarking game could be modified to better mimic different applications (e.g., the need to use some commands more frequently than others). Furthermore, the Cybathlon has the potential to showcase such devices to the general public. Frontiers Media S.A. 2018-01-11 /pmc/articles/PMC5768650/ /pubmed/29375294 http://dx.doi.org/10.3389/fnins.2017.00756 Text en Copyright © 2018 Novak, Sigrist, Gerig, Wyss, Bauer, Götz and Riener. http://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) or licensor 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 Neuroscience
Novak, Domen
Sigrist, Roland
Gerig, Nicolas J.
Wyss, Dario
Bauer, René
Götz, Ulrich
Riener, Robert
Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016
title Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016
title_full Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016
title_fullStr Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016
title_full_unstemmed Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016
title_short Benchmarking Brain-Computer Interfaces Outside the Laboratory: The Cybathlon 2016
title_sort benchmarking brain-computer interfaces outside the laboratory: the cybathlon 2016
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5768650/
https://www.ncbi.nlm.nih.gov/pubmed/29375294
http://dx.doi.org/10.3389/fnins.2017.00756
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