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Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis

Certain brain disorders resulting from brainstem infarcts, traumatic brain injury, cerebral palsy, stroke, and amyotrophic lateral sclerosis, limit verbal communication despite the patient being fully aware. People that cannot communicate due to neurological disorders would benefit from a system tha...

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Detalles Bibliográficos
Autores principales: Martin, Stephanie, Iturrate, Iñaki, Millán, José del R., Knight, Robert T., Pasley, Brian N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6021529/
https://www.ncbi.nlm.nih.gov/pubmed/29977189
http://dx.doi.org/10.3389/fnins.2018.00422
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author Martin, Stephanie
Iturrate, Iñaki
Millán, José del R.
Knight, Robert T.
Pasley, Brian N.
author_facet Martin, Stephanie
Iturrate, Iñaki
Millán, José del R.
Knight, Robert T.
Pasley, Brian N.
author_sort Martin, Stephanie
collection PubMed
description Certain brain disorders resulting from brainstem infarcts, traumatic brain injury, cerebral palsy, stroke, and amyotrophic lateral sclerosis, limit verbal communication despite the patient being fully aware. People that cannot communicate due to neurological disorders would benefit from a system that can infer internal speech directly from brain signals. In this review article, we describe the state of the art in decoding inner speech, ranging from early acoustic sound features, to higher order speech units. We focused on intracranial recordings, as this technique allows monitoring brain activity with high spatial, temporal, and spectral resolution, and therefore is a good candidate to investigate inner speech. Despite intense efforts, investigating how the human cortex encodes inner speech remains an elusive challenge, due to the lack of behavioral and observable measures. We emphasize various challenges commonly encountered when investigating inner speech decoding, and propose potential solutions in order to get closer to a natural speech assistive device.
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spelling pubmed-60215292018-07-05 Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis Martin, Stephanie Iturrate, Iñaki Millán, José del R. Knight, Robert T. Pasley, Brian N. Front Neurosci Neuroscience Certain brain disorders resulting from brainstem infarcts, traumatic brain injury, cerebral palsy, stroke, and amyotrophic lateral sclerosis, limit verbal communication despite the patient being fully aware. People that cannot communicate due to neurological disorders would benefit from a system that can infer internal speech directly from brain signals. In this review article, we describe the state of the art in decoding inner speech, ranging from early acoustic sound features, to higher order speech units. We focused on intracranial recordings, as this technique allows monitoring brain activity with high spatial, temporal, and spectral resolution, and therefore is a good candidate to investigate inner speech. Despite intense efforts, investigating how the human cortex encodes inner speech remains an elusive challenge, due to the lack of behavioral and observable measures. We emphasize various challenges commonly encountered when investigating inner speech decoding, and propose potential solutions in order to get closer to a natural speech assistive device. Frontiers Media S.A. 2018-06-21 /pmc/articles/PMC6021529/ /pubmed/29977189 http://dx.doi.org/10.3389/fnins.2018.00422 Text en Copyright © 2018 Martin, Iturrate, Millán, Knight and Pasley. 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) and the copyright owner 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
Martin, Stephanie
Iturrate, Iñaki
Millán, José del R.
Knight, Robert T.
Pasley, Brian N.
Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis
title Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis
title_full Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis
title_fullStr Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis
title_full_unstemmed Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis
title_short Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis
title_sort decoding inner speech using electrocorticography: progress and challenges toward a speech prosthesis
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6021529/
https://www.ncbi.nlm.nih.gov/pubmed/29977189
http://dx.doi.org/10.3389/fnins.2018.00422
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