Literature DB >> 28268620

Towards direct speech synthesis from ECoG: A pilot study.

Christian Herff, Garett Johnson, Lorenz Diener, Jerry Shih, Dean Krusienski, Tanja Schultz.   

Abstract

Most current Brain-Computer Interfaces (BCIs) achieve high information transfer rates using spelling paradigms based on stimulus-evoked potentials. Despite the success of this interfaces, this mode of communication can be cumbersome and unnatural. Direct synthesis of speech from neural activity represents a more natural mode of communication that would enable users to convey verbal messages in real-time. In this pilot study with one participant, we demonstrate that electrocoticography (ECoG) intracranial activity from temporal areas can be used to resynthesize speech in real-time. This is accomplished by reconstructing the audio magnitude spectrogram from neural activity and subsequently creating the audio waveform from these reconstructed spectrograms. We show that significant correlations between the original and reconstructed spectrograms and temporal waveforms can be achieved. While this pilot study uses audibly spoken speech for the models, it represents a first step towards speech synthesis from speech imagery.

Entities:  

Mesh:

Year:  2016        PMID: 28268620     DOI: 10.1109/EMBC.2016.7591004

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  9 in total

Review 1.  The Potential for a Speech Brain-Computer Interface Using Chronic Electrocorticography.

Authors:  Qinwan Rabbani; Griffin Milsap; Nathan E Crone
Journal:  Neurotherapeutics       Date:  2019-01       Impact factor: 7.620

2.  Speech synthesis from ECoG using densely connected 3D convolutional neural networks.

Authors:  Miguel Angrick; Christian Herff; Emily Mugler; Matthew C Tate; Marc W Slutzky; Dean J Krusienski; Tanja Schultz
Journal:  J Neural Eng       Date:  2019-03-04       Impact factor: 5.379

3.  Workshops of the Seventh International Brain-Computer Interface Meeting: Not Getting Lost in Translation.

Authors:  Jane E Huggins; Christoph Guger; Erik Aarnoutse; Brendan Allison; Charles W Anderson; Steven Bedrick; Walter Besio; Ricardo Chavarriaga; Jennifer L Collinger; An H Do; Christian Herff; Matthias Hohmann; Michelle Kinsella; Kyuhwa Lee; Fabien Lotte; Gernot Müller-Putz; Anton Nijholt; Elmar Pels; Betts Peters; Felix Putze; Rüdiger Rupp; Gerwin Schalk; Stephanie Scott; Michael Tangermann; Paul Tubig; Thorsten Zander
Journal:  Brain Comput Interfaces (Abingdon)       Date:  2019-12-10

4.  Towards reconstructing intelligible speech from the human auditory cortex.

Authors:  Hassan Akbari; Bahar Khalighinejad; Jose L Herrero; Ashesh D Mehta; Nima Mesgarani
Journal:  Sci Rep       Date:  2019-01-29       Impact factor: 4.379

5.  Real-time synthesis of imagined speech processes from minimally invasive recordings of neural activity.

Authors:  Miguel Angrick; Maarten C Ottenhoff; Lorenz Diener; Darius Ivucic; Gabriel Ivucic; Sophocles Goulis; Jeremy Saal; Albert J Colon; Louis Wagner; Dean J Krusienski; Pieter L Kubben; Tanja Schultz; Christian Herff
Journal:  Commun Biol       Date:  2021-09-23

6.  A Study of Word Complexity Under Conditions of Non-experimental, Natural Overt Speech Production Using ECoG.

Authors:  Olga Glanz; Marina Hader; Andreas Schulze-Bonhage; Peter Auer; Tonio Ball
Journal:  Front Hum Neurosci       Date:  2022-02-04       Impact factor: 3.169

7.  Dataset of Speech Production in intracranial.Electroencephalography.

Authors:  Maxime Verwoert; Maarten C Ottenhoff; Sophocles Goulis; Albert J Colon; Louis Wagner; Simon Tousseyn; Johannes P van Dijk; Pieter L Kubben; Christian Herff
Journal:  Sci Data       Date:  2022-07-22       Impact factor: 8.501

Review 8.  Auditory processing in the human cortex: An intracranial electrophysiology perspective.

Authors:  Kirill V Nourski
Journal:  Laryngoscope Investig Otolaryngol       Date:  2017-04-12

Review 9.  Neurolinguistics Research Advancing Development of a Direct-Speech Brain-Computer Interface.

Authors:  Ciaran Cooney; Raffaella Folli; Damien Coyle
Journal:  iScience       Date:  2018-09-22
  9 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.