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Real-Time Contrast Enhancement to Improve Speech Recognition

An algorithm that operates in real-time to enhance the salient features of speech is described and its efficacy is evaluated. The Contrast Enhancement (CE) algorithm implements dynamic compressive gain and lateral inhibitory sidebands across channels in a modified winner-take-all circuit, which toge...

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Detalles Bibliográficos
Autores principales: Alexander, Joshua M., Jenison, Rick L., Kluender, Keith R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3176230/
https://www.ncbi.nlm.nih.gov/pubmed/21949736
http://dx.doi.org/10.1371/journal.pone.0024630
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author Alexander, Joshua M.
Jenison, Rick L.
Kluender, Keith R.
author_facet Alexander, Joshua M.
Jenison, Rick L.
Kluender, Keith R.
author_sort Alexander, Joshua M.
collection PubMed
description An algorithm that operates in real-time to enhance the salient features of speech is described and its efficacy is evaluated. The Contrast Enhancement (CE) algorithm implements dynamic compressive gain and lateral inhibitory sidebands across channels in a modified winner-take-all circuit, which together produce a form of suppression that sharpens the dynamic spectrum. Normal-hearing listeners identified spectrally smeared consonants (VCVs) and vowels (hVds) in quiet and in noise. Consonant and vowel identification, especially in noise, were improved by the processing. The amount of improvement did not depend on the degree of spectral smearing or talker characteristics. For consonants, when results were analyzed according to phonetic feature, the most consistent improvement was for place of articulation. This is encouraging for hearing aid applications because confusions between consonants differing in place are a persistent problem for listeners with sensorineural hearing loss.
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spelling pubmed-31762302011-09-26 Real-Time Contrast Enhancement to Improve Speech Recognition Alexander, Joshua M. Jenison, Rick L. Kluender, Keith R. PLoS One Research Article An algorithm that operates in real-time to enhance the salient features of speech is described and its efficacy is evaluated. The Contrast Enhancement (CE) algorithm implements dynamic compressive gain and lateral inhibitory sidebands across channels in a modified winner-take-all circuit, which together produce a form of suppression that sharpens the dynamic spectrum. Normal-hearing listeners identified spectrally smeared consonants (VCVs) and vowels (hVds) in quiet and in noise. Consonant and vowel identification, especially in noise, were improved by the processing. The amount of improvement did not depend on the degree of spectral smearing or talker characteristics. For consonants, when results were analyzed according to phonetic feature, the most consistent improvement was for place of articulation. This is encouraging for hearing aid applications because confusions between consonants differing in place are a persistent problem for listeners with sensorineural hearing loss. Public Library of Science 2011-09-19 /pmc/articles/PMC3176230/ /pubmed/21949736 http://dx.doi.org/10.1371/journal.pone.0024630 Text en Alexander et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Alexander, Joshua M.
Jenison, Rick L.
Kluender, Keith R.
Real-Time Contrast Enhancement to Improve Speech Recognition
title Real-Time Contrast Enhancement to Improve Speech Recognition
title_full Real-Time Contrast Enhancement to Improve Speech Recognition
title_fullStr Real-Time Contrast Enhancement to Improve Speech Recognition
title_full_unstemmed Real-Time Contrast Enhancement to Improve Speech Recognition
title_short Real-Time Contrast Enhancement to Improve Speech Recognition
title_sort real-time contrast enhancement to improve speech recognition
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3176230/
https://www.ncbi.nlm.nih.gov/pubmed/21949736
http://dx.doi.org/10.1371/journal.pone.0024630
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