DocumentCode
3368945
Title
On the inversion of Mel-frequency cepstral coefficients for speech enhancement applications
Author
Boucheron, Laura E. ; De Leon, Phillip L.
Author_Institution
Klipsch Sch. of Electr. & Comput. Eng., New Mexico State Univ., Las Cruces, NM
fYear
2008
fDate
14-17 Sept. 2008
Firstpage
485
Lastpage
488
Abstract
The use of Mel-frequency cepstral coefficients (MFCCs) is well established in the fields of speech processing, particularly for speaker modeling within a Gaussian mixture model (GMM) speaker recognition system. The use of GMMs for speech enhancement applications has only recently been proposed in the literature; the concept of direct inversion of the MFCCs, however, has not been studied. In this paper we present a means to invert MFCCs for use in speech enhancement applications. Results for cepstral inversion is evaluated on the TIMIT speech corpus using perceptual evaluation of speech quality (PESQ).
Keywords
Gaussian processes; cepstral analysis; speaker recognition; speech enhancement; GMM; Gaussian mixture model; MFCC inversion; mel-frequency cepstral coefficients; speaker modeling; speaker recognition system; speech enhancement; Acoustic noise; Carbon capture and storage; Cepstral analysis; Speaker recognition; Speech analysis; Speech enhancement; Speech processing; Speech recognition; Speech synthesis; Strontium;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals and Electronic Systems, 2008. ICSES '08. International Conference on
Conference_Location
Krakow
Print_ISBN
978-83-88309-47-2
Electronic_ISBN
978-83-88309-52-6
Type
conf
DOI
10.1109/ICSES.2008.4673475
Filename
4673475
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