Title :
Acoustic diversity for improved speech recognition in reverberant environments
Author :
Gillespie, Bradford W. ; Atlas, Les E.
Author_Institution :
Department of Electrical Engineering, University of Washington, Seattle, 98195, USA
Abstract :
We show that even moderate reverberation has a detrimental effect on the audible quality of speech and automatic speech recognition (ASR) accuracy. In the presence of room reverberation, we assess the performance of several important speech enhancement techniques, and show that little improvement is offered. We experimentalIy show that multiple microphones are necessary for complete equalization of the speaker-to-receiver impulse response. Furthermore, if complete equalization is not possible, long reverberation time (RT60) is shown to affect ASR accuracy far more negatively than a low signal-to-reverberation ratio (SRR). Using this knowledge we develop an equalizing strategy that improves ASR accuracy by reducing RT60.
Keywords :
Accuracy; Arrays; Delay; Equalizers; Filtering algorithms; Speech; Speech processing;
Conference_Titel :
Acoustics, Speech, and Signal Processing (ICASSP), 2002 IEEE International Conference on
Conference_Location :
Orlando, FL, USA
Print_ISBN :
0-7803-7402-9
DOI :
10.1109/ICASSP.2002.5743778