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From Microphone to Phoneme: An End-to-End Computational Neural Model for Predicting Speech Perception with Cochlear Implants ...
Abstract: Abstract— Goal: Advances in computational models of biological systems and artificial neural networks enable rapid virtual prototyping of neuroprostheses, accelerating innovation in the field. Here, we present an end-to-end computational model for predicting speech perception with cochlear implants (CI), the most widely-used neuroprosthesis. Methods: The model integrates CI signal processing, a finite element model of the electrically-stimulated cochlea, and an auditory nerve model to predict neural responses to speech stimuli. An automatic speech recognition neural network is then used to extract phoneme-level speech perception from these neural response patterns. Results: Compared to human CI listener data, the model predicts similar patterns of speech perception and misperception, captures between-phoneme differences in perceptibility, and replicates effects of stimulation parameters and noise on speech recognition. Information transmission analysis at different stages along the CI processing chain ... : HB Allen Trust charity ...
URL: https://dx.doi.org/10.17863/cam.83435
https://www.repository.cam.ac.uk/handle/1810/336003
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The effect of increased channel interaction on speech perception with cochlear implants. ...
Goehring, Tobias; Archer-Boyd, Alan; Arenberg, Julie G. - : Apollo - University of Cambridge Repository, 2021
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The Panoramic ECAP Method: Estimating Patient-Specific Patterns of Current Spread and Neural Health in Cochlear Implant Users. ...
Garcia, Charlotte; Goehring, Tobias; Cosentino, Stefano. - : Apollo - University of Cambridge Repository, 2021
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Cochlear Implant Research and Development in the Twenty-first Century: A Critical Update ...
Carlyon, Robert P.; Goehring, Tobias. - : Apollo - University of Cambridge Repository, 2021
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The Panoramic ECAP Method: Estimating Patient-Specific Patterns of Current Spread and Neural Health in Cochlear Implant Users ...
Garcia, Charlotte; Goehring, Tobias; Cosentino, Stefano. - : Apollo - University of Cambridge Repository, 2021
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Cochlear Implant Research and Development in the Twenty-first Century: A Critical Update. ...
Carlyon, Bob; Goehring, Tobias. - : Apollo - University of Cambridge Repository, 2021
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7
The effect of increased channel interaction on speech perception with cochlear implants ...
Goehring, Tobias; Archer-Boyd, Alan W.; Arenberg, Julie G.. - : Apollo - University of Cambridge Repository, 2021
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The Panoramic ECAP Method: Estimating Patient-Specific Patterns of Current Spread and Neural Health in Cochlear Implant Users
Garcia, Charlotte; Goehring, Tobias; Cosentino, Stefano. - : Springer US, 2021. : Journal of the Association for Research in Otolaryngology, 2021
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Cochlear Implant Research and Development in the Twenty-first Century: A Critical Update.
Carlyon, Bob; Goehring, Tobias. - : Springer Science and Business Media LLC, 2021. : J Assoc Res Otolaryngol, 2021
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The effect of increased channel interaction on speech perception with cochlear implants.
Goehring, Tobias; Archer-Boyd, Alan; Arenberg, Julie G. - : Springer Science and Business Media LLC, 2021. : Sci Rep, 2021
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11
The effect of increased channel interaction on speech perception with cochlear implants
Goehring, Tobias; Archer-Boyd, Alan W.; Arenberg, Julie G.. - : Nature Publishing Group UK, 2021. : Scientific Reports, 2021
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Cochlear Implant Research and Development in the Twenty-first Century: A Critical Update
Carlyon, Robert P.; Goehring, Tobias. - : Springer US, 2021. : Journal of the Association for Research in Otolaryngology, 2021
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13
Using Spectral Blurring to Assess Effects of Channel Interaction on Speech-in-Noise Perception with Cochlear Implants
Goehring, Tobias; Arenberg, Julie G.; Carlyon, Robert P.. - : Springer US, 2021. : Journal of the Association for Research in Otolaryngology, 2021
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14
The effect of increased channel interaction on speech perception with cochlear implants
In: Sci Rep (2021)
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Using Spectral Blurring to Assess Effects of Channel Interaction on Speech-in-Noise Perception with Cochlear Implants. ...
Goehring, Tobias; Arenberg, Julie G; Carlyon, Bob. - : Apollo - University of Cambridge Repository, 2020
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16
Using Spectral Blurring to Assess Effects of Channel Interaction on Speech-in-Noise Perception with Cochlear Implants ...
Goehring, Tobias; Arenberg, Julie G.; Carlyon, Robert P.. - : Apollo - University of Cambridge Repository, 2020
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17
The effect of a coding strategy that removes temporally masked pulses on speech perception by cochlear implant users. ...
Lamping, Wiebke; Goehring, Tobias; Marozeau, Jeremy. - : Apollo - University of Cambridge Repository, 2020
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Using Spectral Blurring to Assess Effects of Channel Interaction on Speech-in-Noise Perception with Cochlear Implants ...
Goehring, Tobias; Arenberg, Julie G.; Carlyon, Robert P.. - : Apollo - University of Cambridge Repository, 2020
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19
The Effect of Free-Field Presentation and Processing Strategy on a Measure of Spectro-Temporal Processing by Cochlear-Implant Listeners. ...
Archer-Boyd, Alan; Goehring, Tobias; Carlyon, Bob. - : Apollo - University of Cambridge Repository, 2020
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20
Using Spectral Blurring to Assess Effects of Channel Interaction on Speech-in-Noise Perception with Cochlear Implants
Goehring, Tobias; Arenberg, Julie G.; Carlyon, Robert P.. - : Springer US, 2020. : Journal of the Association for Research in Otolaryngology, 2020
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