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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Main Authors: Joshua M Alexander, Rick L Jenison, Keith R Kluender
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2011-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3176230?pdf=render
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spelling doaj-773dc3194a834ebd8d0281ee65b64be12020-11-24T21:39:10ZengPublic Library of Science (PLoS)PLoS ONE1932-62032011-01-0169e2463010.1371/journal.pone.0024630Real-time contrast enhancement to improve speech recognition.Joshua M AlexanderRick L JenisonKeith R KluenderAn 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.http://europepmc.org/articles/PMC3176230?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Joshua M Alexander
Rick L Jenison
Keith R Kluender
spellingShingle Joshua M Alexander
Rick L Jenison
Keith R Kluender
Real-time contrast enhancement to improve speech recognition.
PLoS ONE
author_facet Joshua M Alexander
Rick L Jenison
Keith R Kluender
author_sort Joshua M Alexander
title Real-time contrast enhancement to improve speech recognition.
title_short 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_sort real-time contrast enhancement to improve speech recognition.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2011-01-01
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.
url http://europepmc.org/articles/PMC3176230?pdf=render
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