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 :
بازگشت