Title :
Distant talking robust speech recognition using late reflection components of room impulse response
Author :
Gomez, Randy ; Even, Jani ; Saruwatari, Hiroshi ; Shikano, Kiyohiro
fDate :
March 31 2008-April 4 2008
Abstract :
We propose a robust and fast dereverberation technique for real-time speech recognition application. First, we effectively identify the late reflection components of the room impulse response. We use this information together with the concept of spectral subtraction (SS) to remove the late reflection components of the reverberant signal. In the absence of the clean speech in actual scenario, approximation is carried out in estimating the late reflection where the estimation error is corrected through multi-band SS. The multi-band coefficients are optimized during offline training and used in the actual online dereverberation. The proposed method performs better and faster than the relevant approach using multi-LPC and reverberant matched model. Moreover the proposed method is robust to speaker and microphone locations.
Keywords :
acoustic wave reflection; reverberation; speech recognition; dereverberation technique; distant-talking robust speech recognition; late reflection components; microphone locations; multiband coefficients; reverberant signal; room impulse response; spectral subtraction; Degradation; Equations; Estimation error; Information science; Linear predictive coding; Microphones; Reflection; Reverberation; Robustness; Speech recognition; Dereverberation; Robustness; Spectral Subtraction; Speech Recognition;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518676