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A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI

Steady state visual evoked potentials (SSVEPs)-based Brain-Computer interfaces (BCIs), as well as eyetracking devices, provide a pathway for re-establishing communication for people with severe disabilities. We fused these control techniques into a novel eyetracking/SSVEP hybrid system, which utiliz...

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Detalles Bibliográficos
Autores principales: Stawicki, Piotr, Gembler, Felix, Rezeika, Aya, Volosyak, Ivan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5406692/
https://www.ncbi.nlm.nih.gov/pubmed/28379187
http://dx.doi.org/10.3390/brainsci7040035
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author Stawicki, Piotr
Gembler, Felix
Rezeika, Aya
Volosyak, Ivan
author_facet Stawicki, Piotr
Gembler, Felix
Rezeika, Aya
Volosyak, Ivan
author_sort Stawicki, Piotr
collection PubMed
description Steady state visual evoked potentials (SSVEPs)-based Brain-Computer interfaces (BCIs), as well as eyetracking devices, provide a pathway for re-establishing communication for people with severe disabilities. We fused these control techniques into a novel eyetracking/SSVEP hybrid system, which utilizes eye tracking for initial rough selection and the SSVEP technology for fine target activation. Based on our previous studies, only four stimuli were used for the SSVEP aspect, granting sufficient control for most BCI users. As Eye tracking data is not used for activation of letters, false positives due to inappropriate dwell times are avoided. This novel approach combines the high speed of eye tracking systems and the high classification accuracies of low target SSVEP-based BCIs, leading to an optimal combination of both methods. We evaluated accuracy and speed of the proposed hybrid system with a 30-target spelling application implementing all three control approaches (pure eye tracking, SSVEP and the hybrid system) with 32 participants. Although the highest information transfer rates (ITRs) were achieved with pure eye tracking, a considerable amount of subjects was not able to gain sufficient control over the stand-alone eye-tracking device or the pure SSVEP system (78.13% and 75% of the participants reached reliable control, respectively). In this respect, the proposed hybrid was most universal (over 90% of users achieved reliable control), and outperformed the pure SSVEP system in terms of speed and user friendliness. The presented hybrid system might offer communication to a wider range of users in comparison to the standard techniques.
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spelling pubmed-54066922017-04-27 A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI Stawicki, Piotr Gembler, Felix Rezeika, Aya Volosyak, Ivan Brain Sci Article Steady state visual evoked potentials (SSVEPs)-based Brain-Computer interfaces (BCIs), as well as eyetracking devices, provide a pathway for re-establishing communication for people with severe disabilities. We fused these control techniques into a novel eyetracking/SSVEP hybrid system, which utilizes eye tracking for initial rough selection and the SSVEP technology for fine target activation. Based on our previous studies, only four stimuli were used for the SSVEP aspect, granting sufficient control for most BCI users. As Eye tracking data is not used for activation of letters, false positives due to inappropriate dwell times are avoided. This novel approach combines the high speed of eye tracking systems and the high classification accuracies of low target SSVEP-based BCIs, leading to an optimal combination of both methods. We evaluated accuracy and speed of the proposed hybrid system with a 30-target spelling application implementing all three control approaches (pure eye tracking, SSVEP and the hybrid system) with 32 participants. Although the highest information transfer rates (ITRs) were achieved with pure eye tracking, a considerable amount of subjects was not able to gain sufficient control over the stand-alone eye-tracking device or the pure SSVEP system (78.13% and 75% of the participants reached reliable control, respectively). In this respect, the proposed hybrid was most universal (over 90% of users achieved reliable control), and outperformed the pure SSVEP system in terms of speed and user friendliness. The presented hybrid system might offer communication to a wider range of users in comparison to the standard techniques. MDPI 2017-04-05 /pmc/articles/PMC5406692/ /pubmed/28379187 http://dx.doi.org/10.3390/brainsci7040035 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Stawicki, Piotr
Gembler, Felix
Rezeika, Aya
Volosyak, Ivan
A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI
title A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI
title_full A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI
title_fullStr A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI
title_full_unstemmed A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI
title_short A Novel Hybrid Mental Spelling Application Based on Eye Tracking and SSVEP-Based BCI
title_sort novel hybrid mental spelling application based on eye tracking and ssvep-based bci
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5406692/
https://www.ncbi.nlm.nih.gov/pubmed/28379187
http://dx.doi.org/10.3390/brainsci7040035
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