Essentially, all models are wrong, but some are useful - George E.P. Box
The reverberation time is one of the most prominent acoustic characteristics of an enclosure. Its value can be used to predict speech intelligibility, and is used by speech enhancement techniques to suppress reverberation. The reverberation time is usually obtained by analysing the decay rate of i) the energy decay curve that is observed when a noise source is switched off, and ii) the energy decay curve of the room impulse response. Estimating the reverberation time using only the observed reverberant speech signal, i.e., blind estimation, is required for speech evaluation and enhancement techniques. Recently, (semi) blind methods have been developed. Unfortunately, these methods are not very accurate when the source consists of a human speaker, and unnatural speech pauses are required to detect and/or track the decay. In this paper we extract and analyse the decay rate of the energy envelope blindly from the observed reverberation speech signal in the short-time Fourier transform domain. We develop a method to estimate the reverberation time using a property of the distribution of the decay rates. Experimental results using simulated and real reverberant speech signals demonstrate the performance of the new method.
The results presented in this paper are produced using the variance of the decay rates equal or smaller than zero (i.e., the negative-side variance) and not using the variance of the symmetric distribution as defined in (11). Compared to the variance of the symmetric distortion, the negative-side variance results in a smaller variance across different speakers.
Published in the Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2008), Las Vegas, USA, 2008.
@INPROCEEDINGS{Wen2008,
author = {J. Y. C. Wen and E. A. P. Habets and P. A. Naylor},
title = {Blind estimation of reverberation time based on the distribution
of signal decay rates},
booktitle = ICASSP,
year = {2008},
address = {Las Vegas, USA},
month = apr,
}
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