DocumentCode :
1721617
Title :
On the Use of Empirically Determined Impulse Responses for Improving Distant Talking Speech Recognition
Author :
Plötz, Thomas ; Fink, Gernot A.
Author_Institution :
Robot. Res. Inst., Dortmund Univ. of Technol., Dortmund
fYear :
2008
Firstpage :
156
Lastpage :
159
Abstract :
Recognition rates of distant talking speech recognition applications substantially decrease if the acoustic environment contains reverberation. Although standard approaches for compensating such distortions, e.g. cepstral mean subtraction (CMS), are quite effective, they are not appropriate for dynamic human machine interaction. When only short portions of speech are uttered by speakers at different positions, compensation methods fail that require several seconds of speech. For this kind of applications we present a dereverberation approach utilizing empirically determined impulse responses. Prior to speaking users are asked to produce some impulse-like signal (clapping their hands, or snipping the fingers) which is used for compensation. By means of an experimental evaluation on the German Verbmobil corpus we demonstrate the promising potential of the approach.
Keywords :
compensation; reverberation; speech recognition; transient response; German Verbmobil corpus; acoustic environment; compensation method; dereverberation approach; distant talking speech recognition; impulse response; Acoustic distortion; Automatic speech recognition; Cepstral analysis; Collision mitigation; Feature extraction; Filtering; Loudspeakers; Reverberation; Speech enhancement; Speech recognition; De-reverberation; cepstral mean subtraction; distant talking speech recognition; impulse responses;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Hands-Free Speech Communication and Microphone Arrays, 2008. HSCMA 2008
Conference_Location :
Trento
Print_ISBN :
978-1-4244-2337-8
Electronic_ISBN :
978-1-4244-2338-5
Type :
conf
DOI :
10.1109/HSCMA.2008.4538710
Filename :
4538710
Link To Document :
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