DocumentCode
730791
Title
Harmonic phase estimation in single-channel speech enhancement using von mises distribution and prior SNR
Author
Kulmer, Josef ; Mowlaee, Pejman
Author_Institution
Signal Process. & Speech Commun. Lab., Graz Univ. of Technol., Graz, Austria
fYear
2015
fDate
19-24 April 2015
Firstpage
5063
Lastpage
5067
Abstract
In single-channel speech enhancement the spectral amplitude of the noisy signal is often modified while the noisy spectral phase is directly employed for signal reconstruction. Recently, additional improvement in speech enhancement performance has been reported when the noisy phase is modified. In this work, we propose a Bayesian estimator for phase of harmonics given the noisy speech. The proposed estimator relies on the fundamental frequency and the signal-to-noise ratio at harmonics. Throughout our experiments, we evaluate the performance of the proposed phase enhancement in comparison with the noisy phase, a benchmark and the clean phase as the upper-bound. The proposed method leads to joint improvement in quality and intelligibility at different SNRs and noise types.
Keywords
phase estimation; signal reconstruction; speech enhancement; Bayesian estimator; harmonic phase estimation; noisy signal; prior SNR; signal reconstruction; single-channel speech enhancement; spectral amplitude; von mises distribution; Estimation; Harmonic analysis; Joints; Noise; Noise measurement; Speech; Speech enhancement; Bayesian estimation; Phase estimation; Von Mises distribution; harmonic model; speech enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location
South Brisbane, QLD
Type
conf
DOI
10.1109/ICASSP.2015.7178935
Filename
7178935
Link To Document