Title :
A Non-Intrusive Quality and Intelligibility Measure of Reverberant and Dereverberated Speech
Author :
Falk, Tiago H. ; Zheng, Chenxi ; Chan, Wai-Yip
Author_Institution :
Dept. of Electr. & Comput. Eng., Queen´´s Univ., Kingston, ON, Canada
Abstract :
A modulation spectral representation is investigated for non-intrusive quality and intelligibility measurement of reverberant and dereverberated speech. The representation is obtained by means of an auditory-inspired filterbank analysis of critical-band temporal envelopes of the speech signal. Modulation spectral insights are used to develop an adaptive measure termed speech to reverberation modulation energy ratio. Experimental results show the proposed measure outperforming three standard algorithms for tasks involving estimation of multiple dimensions of perceived coloration, as well as quality measurement and intelligibility estimation of reverberant and dereverberated speech.
Keywords :
reverberation; speech intelligibility; auditory-inspired filterbank analysis; critical-band temporal envelopes; dereverberated speech; intelligibility measure; modulation spectral representation; non-intrusive quality; reverberant speech; reverberation modulation energy ratio; Databases; Frequency modulation; Reverberation; Speech; Speech processing; Coloration; dereverberation; modulation spectrum; quality diagnosis; reverberation;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TASL.2010.2052247