Title :
A blind subband-based dereverberation algorithm
Author :
Hazrati, Oldooz ; Kokkinakis, Kostas ; Loizou, Philipos C.
Author_Institution :
Dept. of Electr. Eng., Univ. of Texas at Dallas, Richardson, TX, USA
Abstract :
In this work, we develop a two-stage blind dereverberation scheme for reverberant speech enhancement. The proposed algorithm operates by first splitting the reverberant inputs into different subbands. In the first stage, the inverse filters are estimated using the blind multiple input-output inverse-filtering theorem (MINT), while in the second stage our approach suppresses late reverberant energy by subtracting the power spectrum of the late impulse components from the power spectrum of the inverse filtered speech signal. Experimental results with reverberant speech indicate that the performance of the proposed algorithm is substantially better when compared to existing dereverberation algorithms.
Keywords :
filters; reverberation; signal denoising; speech enhancement; blind MINT; blind subband based dereverberation algorithm; inverse filtered speech signal power spectrum; late impulse component power spectrum; multiple input-output inverse filtering theorem; reverberant speech enhancement; two stage blind dereverberation scheme; Acoustic distortion; Deconvolution; Degradation; Filters; Information retrieval; Psychoacoustic models; Reverberation; Robustness; Speech analysis; Speech enhancement; Blind dereverberation; perceptual evaluation of speech quality (PESQ); psychoacoustic model; spectral subtraction;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495180