Title :
Improved a priori SNR estimation with application in Log-MMSE speech estimation
Author :
Höglund, Nils ; Nordholm, Sven
Author_Institution :
Sch. of Electr. Eng. & Comput., Curtin Univ. of Technol., Perth, WA, Australia
Abstract :
A speech enhancement method utilizing the harmonic structure of speech is presented. The method is an extension of the well known minimum mean square error log-spectral amplitude estimator (Log MMSE) method for speech enhancement. The improvement lies specifically on a priori SNR estimation by utilizing harmonic structure of speech. The method is based on a conditional averaging operation over adjacent frequency bands for each processed data block. The actual frequency bands used in the conditional averaging is determined by a pitch detector. Thus voiced segments are averaged over frequency according to the pitch and the corresponding harmonic structure of voiced speech. Non-voiced segments are averaged over frequency according to a random number depending on the pitch value. The result is overall better SNR and SNRSeg values in white noise over the standard Log MMSE reference method. In babble noise, the estimator rendered similar SNR and SNRSeg values as the Log-MMSE reference method. Subjectively the residue background noise sounded more natural when using the suggested method.
Keywords :
least mean squares methods; spectral analysis; speech enhancement; Log-MMSE reference method; babble noise; harmonic structure; minimum mean square error log-spectral amplitude estimator; pitch detector; residue background noise; speech enhancement method; speech estimation; voiced speech segment; white noise; Acoustic noise; Additive noise; Conferences; Detectors; Face; Frequency estimation; Oral communication; Signal to noise ratio; Speech enhancement; Working environment noise; Speech enhancement; a priori SNR;
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics, 2009. WASPAA '09. IEEE Workshop on
Conference_Location :
New Paltz, NY
Print_ISBN :
978-1-4244-3678-1
Electronic_ISBN :
1931-1168
DOI :
10.1109/ASPAA.2009.5346478