DocumentCode :
3144121
Title :
A hybrid coherent-incoherent method of modulation filtering for Single Channel Speech Separation
Author :
Mahmoodzadeh, A. ; Sheikhzadeh, H. ; Abutalebi, H.R. ; Soltanian-Zadeh, H.
Author_Institution :
ECE Dept., Yazd Univ., Yazd, Iran
fYear :
2012
fDate :
25-30 March 2012
Firstpage :
329
Lastpage :
332
Abstract :
Single Channel Speech Separation has been the objective of extensive research in recent years. In this paper, we propose a hybrid system of coherent and incoherent modulation filtering for separation of the target speech from the interference. In the proposed system, subband envelopes are determined using a coherently detected subband carrier based on the time-dependent spectral Center-Of-Gravity (COG) demodulation and then the interference signal is eliminated by applying the adaptive Affine Projection (AP) filter to the subband envelop. The reference signal for the adaptive AP filter is provided by a parallel incoherent system of modulation filtering. Our evaluations, based on several objective measures, indicate that the proposed system extracts the majority of target speech signal segments with minimal interference, outperforming previous systems in voiced speech separation.
Keywords :
modulation; speech processing; adaptive affine projection filter; hybrid coherent-incoherent method; interference signal elimination; modulation filtering; parallel incoherent system; single channel speech separation; subband carrier; time-dependent spectral center-of-gravity demodulation; voiced speech separation; Adaptive filters; Filtering; Frequency modulation; Interference; Signal to noise ratio; Speech; Affine Projection; Coherent modulation filtering; Instantaneous frequency; Speech separation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
ISSN :
1520-6149
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2012.6287883
Filename :
6287883
Link To Document :
بازگشت