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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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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. |
format | Online Article Text |
id | pubmed-3176230 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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