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
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;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1198871