| Paper: | SP-P1.13 (ICASSP 2003 Paper) | ||
| Session: | Speech Coding for Networks / Single-Channel Speech Enhancement | ||
| Time: | Tuesday, May 18, 13:00 - 15:00 | ||
| Presentation: | Poster (ICASSP 2003 Presentation) | ||
| Topic: | Speech Processing: Speech Enhancement | ||
| Title: | MMSE ESTIMATION OF MAGNITUDE-SQUARED DFT COEFFICIENTS WITH SUPERGAUSSIAN PRIORS | ||
| Authors: | Colin Breithaupt; Technical University of Braunschweig | ||
| Rainer Martin; Technical University of Braunschweig | |||
| Abstract: | We present two minimum mean square error (MMSE) frequency domainestimators of the squared magnitude of a clean speech signal that is degraded by additive noise. These estimators are derived under the assumption that the DFT (discrete Fourier transform) coefficients of the clean speech are best modelled by the Gamma probability distribution function (pdf) instead of the common Gaussian pdf. The statistics of the perturbing noise is the Gaussian pdf in one case and the Laplacian pdf in the other. The estimators are used as noise reduction filters in the experimental evaluation. We give a comparison with a previously derived estimator which uses the Gaussian pdf as the pdf for speech and noise coefficients. | ||
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