Title :
Single channel speech separation with a frame-based pitch range estimation method in modulation frequency
Author :
Mahmoodzadeh, A. ; Abutalebi, H.R. ; Soltanian-Zadeh, H. ; Sheikhzadeh, H.
Author_Institution :
ECE Dept., Yazd Univ., Yazd, Iran
Abstract :
Computational Auditory Scene Analysis (CASA) has attracted a lot of interest in segregating speech from monaural mixtures. In this paper, we propose a new method for single channel speech separation with frame-based pitch range estimation in modulation frequency domain. This range is estimated in each frame of modulation spectrum of speech by analyzing onsets and offsets. In the proposed method, target speaker is separated from interfering speaker by filtering the mixture signal with a mask extracted from the modulation spectrogram of mixture signal. Systematic evaluation shows an acceptable level of separation comparing with classic methods.
Keywords :
frequency-domain analysis; modulation; speech processing; computational auditory scene analysis; frame-based pitch range estimation method; interfering speaker; mixture signal; modulation frequency domain; modulation spectrogram; monaural mixtures; single channel speech separation; target speaker; Acoustics; Frequency modulation; Interference; Speech; Speech enhancement; Time frequency analysis; acoustic frequency; modulation frequency; pitch frequency; speech separation;
Conference_Titel :
Telecommunications (IST), 2010 5th International Symposium on
Conference_Location :
Tehran
Print_ISBN :
978-1-4244-8183-5
DOI :
10.1109/ISTEL.2010.5734097