DocumentCode
151533
Title
Time-frequency constraints for phase estimation in single-channel speech enhancement
Author
Mowlaee, Pejman ; Saeidi, Rahim
Author_Institution
Signal Process. & Speech Commun. Lab., Graz Univ. of Technol., Graz, Austria
fYear
2014
fDate
8-11 Sept. 2014
Firstpage
337
Lastpage
341
Abstract
Previous single-channel speech enhancement algorithms often employ noisy phase while reconstructing the enhanced signal. In this paper, we propose novel phase estimation methods by employing several temporal and spectral constraints imposed on the phase spectrum of speech signal. We pose the phase estimation problem as estimating the unknown clean speech phase at sinusoids observed in additive noise. To resolve the ambiguity in phase estimation problem, we introduce individual time-frequency constraints: group delay deviation, instantaneous frequency deviation, and relative phase shift. Through extensive simulations, the effectiveness of the proposed phase estimation methods in single-channel speech enhancement is demonstrated. Employing the estimated phase for signal reconstruction in medium-to-high SNRs leads to consistent improvement in perceived quality compared to when noisy phase is used.
Keywords
channel estimation; phase estimation; signal denoising; signal reconstruction; spectral analysis; speech enhancement; time-frequency analysis; additive noise; automatic speech recognition; enhanced signal reconstruction; group delay deviation; instantaneous frequency deviation; medium-to-high SNR; noisy phase estimation method; relative phase shift; single-channel speech enhancement algorithm; spectral constraint; speech signal phase spectrum; temporal constraint; time-frequency constraint; unknown clean speech phase estimation ambiguity; Frequency estimation; Noise; Noise measurement; Phase estimation; Speech; Speech enhancement; Time-frequency analysis; Phase estimation; perceived speech quality; single-channel speech enhancement; time-frequency constraints;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustic Signal Enhancement (IWAENC), 2014 14th International Workshop on
Conference_Location
Juan-les-Pins
Type
conf
DOI
10.1109/IWAENC.2014.6954314
Filename
6954314
Link To Document