Use of a sigmoidal-shaped function for noise attenuation in cochlear implants
A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear...
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Published in | The Journal of the Acoustical Society of America Vol. 122; no. 4; pp. EL128 - EL134 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Woodbury, NY
Acoustical Society of America
01.10.2007
American Institute of Physics |
Subjects | |
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Abstract | A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear implant patients using IEEE sentences embedded in multi-talker babble and speech-shaped noise at
0
-
10
dB
SNR. Results indicate that the sigmoidal-shaped weighting function produces significant improvements to speech recognition compared to the subjects' daily strategy. Much of the success of the proposed noise reduction algorithm is attributed to the improved temporal envelope contrast. |
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AbstractList | A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear implant patients using IEEE sentences embedded in multi-talker babble and speech-shaped noise at 0-10 dB SNR. Results indicate that the sigmoidal-shaped weighting function produces significant improvements to speech recognition compared to the subjects' daily strategy. Much of the success of the proposed noise reduction algorithm is attributed to the improved temporal envelope contrast.A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear implant patients using IEEE sentences embedded in multi-talker babble and speech-shaped noise at 0-10 dB SNR. Results indicate that the sigmoidal-shaped weighting function produces significant improvements to speech recognition compared to the subjects' daily strategy. Much of the success of the proposed noise reduction algorithm is attributed to the improved temporal envelope contrast. A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear implant patients using IEEE sentences embedded in multi-talker babble and speech-shaped noise at 0 - 10 dB SNR. Results indicate that the sigmoidal-shaped weighting function produces significant improvements to speech recognition compared to the subjects' daily strategy. Much of the success of the proposed noise reduction algorithm is attributed to the improved temporal envelope contrast. A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear implant patients using IEEE sentences embedded in multi-talker babble and speech-shaped noise at 0-10 dB SNR. Results indicate that the sigmoidal-shaped weighting function produces significant improvements to speech recognition compared to the subjects' daily strategy. Much of the success of the proposed noise reduction algorithm is attributed to the improved temporal envelope contrast. A new noise reduction algorithm is proposed for cochlear implants that applies attenuation to the noisy envelopes inversely proportional to the estimated signal-to-noise ratio (SNR) in each channel. The performance of the proposed noise reduction algorithm is evaluated with nine Clarion CII cochlear implant patients using IEEE sentences embedded in multi-talker babble and speech-shaped noise at 0–10dB SNR. Results indicate that the sigmoidal-shaped weighting function produces significant improvements to speech recognition compared to the subjects’ daily strategy. Much of the success of the proposed noise reduction algorithm is attributed to the improved temporal envelope contrast. |
Author | Li, Ning Kasturi, Kalyan Hu, Yi Loizou, Philipos C. |
Author_xml | – sequence: 1 givenname: Yi surname: Hu fullname: Hu, Yi organization: Department of Electrical Engineering, University of Texas at Dallas, Richardson, Texas 75083-0688 – sequence: 2 givenname: Philipos surname: Loizou middlename: C. fullname: Loizou, Philipos C. email: Author to whom correspondence should be addressed: Department of Electrical Engineering, University of Texas at Dallas, P.O. Box 830688, EC 33, Richardson, TX 75083-0688. organization: Department of Electrical Engineering, University of Texas at Dallas, Richardson, Texas 75083-0688 – sequence: 3 givenname: Ning surname: Li fullname: Li, Ning organization: Department of Electrical Engineering, University of Texas at Dallas, Richardson, Texas 75083-0688 – sequence: 4 givenname: Kalyan surname: Kasturi fullname: Kasturi, Kalyan organization: Department of Electrical Engineering, University of Texas at Dallas, Richardson, Texas 75083-0688 |
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Cites_doi | 10.1121/1.2065847 10.1121/1.1852873 10.1121/1.411970 10.1109/TASSP.1984.1164453 10.1159/000094648 10.1097/00003446-200110000-00006 10.1109/97.988717 |
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References_xml | – volume: 118 start-page: 2791-2793 year: 2005 publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.2065847 – volume: 117 start-page: 1001-1004 year: 2005 publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.1852873 – volume: 97 start-page: 2498-2503 year: 1995 publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.411970 – volume: 9 start-page: 12-15 year: 2002 publication-title: IEEE Signal Process. Lett. – volume: AU-17(3) start-page: 225-246 year: 1969 publication-title: IEEE Trans. Audio Electroacoust. – volume: 22 start-page: 420-430 year: 2001 publication-title: Ear Hear. – volume: ASSP-32 start-page: 1109-1121 year: 1984 publication-title: IEEE Trans. Acoust., Speech, Signal Process. doi: 10.1109/TASSP.1984.1164453 – volume: 64 start-page: 109-143 year: 2006 publication-title: Adv. Oto-Rhino-Laryngol. – volume: AU-17(3) start-page: 225 year: 1969 ident: 2025082613113810000_c3 article-title: IEEE recommended practice for speech quality measurements publication-title: IEEE Trans. Audio Electroacoust. – volume: 118 start-page: 2791 issue: 5 year: 2005 ident: 2025082613113810000_c6 article-title: Subspace algorithms for noise reduction in cochlear implants publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.2065847 – volume: 64 start-page: 109 year: 2006 ident: 2025082613113810000_c4 article-title: Speech processing in vocoder-centric cochlear implants publication-title: Adv. Oto-Rhino-Laryngol. doi: 10.1159/000094648 – volume: 117 start-page: 1001 issue: 3 year: 2005 ident: 2025082613113810000_c9 article-title: Spectral subtraction-based speech enhancement for cochlear implant patients in background noise publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.1852873 – volume: 97 start-page: 2498 issue: 4 year: 1995 ident: 2025082613113810000_c7 article-title: Evaluation of a portable two-microphone adaptive beamforming speech processor with cochlear implant patients publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.411970 – volume: 22 start-page: 420 issue: 5 year: 2001 ident: 2025082613113810000_c8 article-title: Speech recognition in noise for cochlear implantees with a two-microphone monaural adaptive noise reduction system publication-title: Ear Hear. doi: 10.1097/00003446-200110000-00006 – volume: 9 start-page: 12 year: 2002 ident: 2025082613113810000_c1 article-title: Noise estimation by minima controlled recursive averaging for robust speech enhancement publication-title: IEEE Signal Process. Lett. doi: 10.1109/97.988717 – volume-title: Speech Enhancement: Theory and Practice year: 2007 ident: 2025082613113810000_c5 – volume: ASSP-32 start-page: 1109 issue: 6 year: 1984 ident: 2025082613113810000_c2 article-title: Speech enhancement using a minimum mean-square error short-time spectral amplitude estimator publication-title: IEEE Trans. Acoust., Speech, Signal Process. doi: 10.1109/TASSP.1984.1164453 |
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SubjectTerms | Algorithms Auditory Threshold Biological and medical sciences Cochlear Implants Humans Investigative techniques, diagnostic techniques (general aspects) Medical sciences Miscellaneous. Technology Noise Perceptual Masking Phonetics Prosthesis Design Sound Spectrography Speech Discrimination Tests Speech Perception Ultrasonic investigative techniques |
Title | Use of a sigmoidal-shaped function for noise attenuation in cochlear implants |
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