Title :
An evaluation of noise power spectral density estimation algorithms in adverse acoustic environments
Author :
Taghia, Jalal ; Taghia, Jalil ; Mohammadiha, Nasser ; Sang, Jinqiu ; Bouse, Vaclav ; Martin, Rainer
Author_Institution :
Inst. of Commun. Acoust., Ruhr-Univ. Bochum, Bochum, Germany
Abstract :
Noise power spectral density estimation is an important component of speech enhancement systems due to its considerable effect on the quality and the intelligibility of the enhanced speech. Recently, many new algorithms have been proposed and significant progress in noise tracking has been made. In this paper, we present an evaluation framework for measuring the performance of some recently proposed and some well-known noise power spectral density estimators and compare their performance in adverse acoustic environments. In this investigation we do not only consider the performance in the mean of a spectral distance measure but also evaluate the variance of the estimators as the latter is related to undesirable fluctuations also known as musical noise. By providing a variety of different non-stationary noises, the robustness of noise estimators in adverse environments is examined.
Keywords :
fluctuations; musical acoustics; speech enhancement; adverse acoustic environments; enhanced speech intelligibility; musical noise; noise power spectral density estimation algorithms; speech enhancement systems; Acoustics; Estimation; Noise measurement; Signal to noise ratio; Speech; Speech enhancement; Noise power estimation; speech enhancement;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947389