DocumentCode :
3424990
Title :
A novel approach to mixed phase room impulse response inversion for speech dereverberation
Author :
Cahill, Niall ; Lawlor, Robert
Author_Institution :
Dept. of Electron. Eng., Nat. Univ., Maynooth
fYear :
2008
fDate :
March 31 2008-April 4 2008
Firstpage :
4593
Lastpage :
4596
Abstract :
Outlined in this paper is a novel approach to speech dereverberation when an estimate of the source-receiver transfer function is known. It is a two-stage algorithm based on the minimum phase/allpass decomposition of a mixed phase room impulse response (RIR). The reverberant speech is first filtered with the inverse minimum phase component of the RIR. Then a non-negative matrix factorization (NMF) based denoising approach is used to remove artifacts associated with the allpass component of the RIR from the inverse filtered speech. This approach was tested on speech convolved with synthetically generated room impulse responses. The results of these tests were analyzed using objective measures and listening tests both of which indicate that this approach leads to significant enhancement of the reverberant speech.
Keywords :
matrix decomposition; signal denoising; speech processing; speech synthesis; transfer functions; transient response; denoising approach; inverse minimum phase component; mixed phase room impulse response inversion; nonnegative matrix factorization; reverberant speech; source-receiver transfer function; speech dereverberation; Speech; Dereverbation; Inverse filtering; Non-Negative Matrix Factorization; Room impulse response;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
ISSN :
1520-6149
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2008.4518679
Filename :
4518679
Link To Document :
بازگشت