DocumentCode
3444851
Title
Strategies for improving audible quality and speech recognition accuracy of reverberant speech
Author
Gillespie, Bradford W. ; Atlas, Les E.
Author_Institution
Dept. of Electr. Eng., Univ. of Washington, Seattle, WA, USA
Volume
1
fYear
2003
fDate
6-10 April 2003
Abstract
We showed previously (Gillespie and Atlas, Int. Conf. on Acoustics, Speech, and Sig. Processing, 2002) that penalizing long-term reverberation energy is more effective than maximizing the signal-to-reverberation ratio (SRR) for improving audible quality and automatic speech recognition (ASR) accuracy. Using this knowledge, we propose a blind approach to speech dereverberation that reduces the length of the equalized speaker-to-receiver impulse response. The approach reduces the long-term correlation in the linear prediction (LP) residual of reverberant speech. We show that this approach improves both the audible quality (measured with subjective listening tests) and ASR accuracy (measured with two commercial ASR systems) of reverberant speech.
Keywords
acoustic correlation; acoustic noise; reverberation; speech enhancement; speech intelligibility; speech processing; speech recognition; transient response; ASR accuracy; additive noise; audible quality; automatic speech recognition accuracy; convolutional. interference; correlation shaping; linear prediction residual; reverberant speech; signal-to-reverberation ratio; speaker-to-receiver impulse response; speech dereverberation; speech enhancement algorithm; Additive noise; Automatic speech recognition; Blind equalizers; Convolution; Finite impulse response filter; Interference; Microphones; Reverberation; Speech enhancement; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-7663-3
Type
conf
DOI
10.1109/ICASSP.2003.1198871
Filename
1198871
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