Literature DB >> 29716262

Speech enhancement for cochlear implant recipients.

Dongmei Wang1, John H L Hansen1.   

Abstract

In this study, a single microphone speech enhancement algorithm is proposed to improve speech intelligibility for cochlear implant recipients. The proposed algorithm combines harmonic structure estimation with a subsequent statistical based speech enhancement stage. Traditional minimum mean square error (MMSE) based speech enhancement methods typically focus on statistical characteristics of the noise and track the noise variance along time dimension. The MMSE method is usually effective for stationary noise, but not as useful for non-stationary noise. To address both stationary and non-stationary noise, the current proposed method not only tracks noise over time, but also estimates the noise structure along the frequency dimension by exploiting the harmonic structure of the target speech. Next, the estimated noise is employed in the traditional MMSE framework for speech enhancement. To evaluate the proposed speech enhancement solution, a formal listener evaluation was performed with 6 cochlear implant recipients. The results suggest that a substantial improvement in speech intelligibility performance can be gained for cochlear implant recipients in noisy environments.

Mesh:

Year:  2018        PMID: 29716262      PMCID: PMC6786892          DOI: 10.1121/1.5031112

Source DB:  PubMed          Journal:  J Acoust Soc Am        ISSN: 0001-4966            Impact factor:   1.840


  25 in total

1.  Effects of simulated cochlear-implant processing on speech reception in fluctuating maskers.

Authors:  Michael K Qin; Andrew J Oxenham
Journal:  J Acoust Soc Am       Date:  2003-07       Impact factor: 1.840

2.  Speech understanding performance of cochlear implant subjects using time-frequency masking-based noise reduction.

Authors:  Obaid ur Rehman Qazi; Bas van Dijk; Marc Moonen; Jan Wouters
Journal:  IEEE Trans Biomed Eng       Date:  2012-02-13       Impact factor: 4.538

3.  Spectral subtraction-based speech enhancement for cochlear implant patients in background noise.

Authors:  Li-Ping Yang; Qian-Jie Fu
Journal:  J Acoust Soc Am       Date:  2005-03       Impact factor: 1.840

4.  Subspace algorithms for noise reduction in cochlear implants.

Authors:  Philipos C Loizou; Arthur Lobo; Yi Hu
Journal:  J Acoust Soc Am       Date:  2005-11       Impact factor: 1.840

Review 5.  Speech processing in vocoder-centric cochlear implants.

Authors:  Philipos C Loizou
Journal:  Adv Otorhinolaryngol       Date:  2006

Review 6.  The development of the Nucleus Freedom Cochlear implant system.

Authors:  James F Patrick; Peter A Busby; Peter J Gibson
Journal:  Trends Amplif       Date:  2006-12

7.  Combining directional microphone and single-channel noise reduction algorithms: a clinical evaluation in difficult listening conditions with cochlear implant users.

Authors:  Adam A Hersbach; Komal Arora; Stefan J Mauger; Pam W Dawson
Journal:  Ear Hear       Date:  2012 Jul-Aug       Impact factor: 3.570

8.  Clinical evaluation of signal-to-noise ratio-based noise reduction in Nucleus® cochlear implant recipients.

Authors:  Pam W Dawson; Stefan J Mauger; Adam A Hersbach
Journal:  Ear Hear       Date:  2011 May-Jun       Impact factor: 3.570

9.  Environment-specific noise suppression for improved speech intelligibility by cochlear implant users.

Authors:  Yi Hu; Philipos C Loizou
Journal:  J Acoust Soc Am       Date:  2010-06       Impact factor: 1.840

10.  Clinical evaluation of cochlear implant sound coding taking into account conjectural masking functions, MP3000™.

Authors:  Andreas Buechner; Andy Beynon; Witold Szyfter; Kazimierz Niemczyk; Ulrich Hoppe; Matthias Hey; Jan Brokx; Julie Eyles; Paul Van de Heyning; Gaetano Paludetti; Andrzej Zarowski; Nicola Quaranta; Thomas Wesarg; Joost Festen; Heidi Olze; Ingeborg Dhooge; Joachim Müller-Deile; Angel Ramos; Stephane Roman; Jean-Pierre Piron; Domenico Cuda; Sandro Burdo; Wilko Grolman; Samantha Roux Vaillard; Alicia Huarte; Bruno Frachet; Constantine Morera; Luis Garcia-Ibáñez; Daniel Abels; Martin Walger; Jochen Müller-Mazotta; Carlo Antonio Leone; Bernard Meyer; Norbert Dillier; Thomas Steffens; André Gentine; Manuela Mazzoli; Gerben Rypkema; Matthijs Killian; Guido Smoorenburg
Journal:  Cochlear Implants Int       Date:  2011-11
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  2 in total

1.  Convolutional Neural Network-based Speech Enhancement for Cochlear Implant Recipients.

Authors:  Nursadul Mamun; Soheil Khorram; John H L Hansen
Journal:  Interspeech       Date:  2019-09

Review 2.  Cochlear Implant Research and Development in the Twenty-first Century: A Critical Update.

Authors:  Robert P Carlyon; Tobias Goehring
Journal:  J Assoc Res Otolaryngol       Date:  2021-08-25
  2 in total

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