DocumentCode
3454179
Title
Warped Filter Banks Used in Noisy Speech Recognition
Author
Zhang, Xueying ; Huang, Lixia ; Evangelista, Gianpaolo
Author_Institution
Coll. of Inf. Eng., Taiyuan Univ. of Technol., Taiyuan, China
fYear
2009
fDate
7-9 Dec. 2009
Firstpage
1385
Lastpage
1388
Abstract
The filter bank in the front-end of a speech recognition system mimics the function of the basilar membrane. It is believed that the closer the band subdivision is to human perception, the better the recognition results. This paper proposes the use of warped filter banks (WFBs) to replace traditional FIR filter banks and validates its use for the recognition of noisy speech. The WFBs bandwidths can be warped by using a first-order allpass transformation replacing the unit delay. Different warped factors in the allpass function can make the different scaled filter banks. Experiments carried on isolated words for speaker independent speech recognition show that the recognition rate with our proposed WFBs has been effectively increased.
Keywords
channel bank filters; speech recognition; FIR filter banks; basilar membrane; first-order allpass transformation; noisy speech recognition system; speaker independent speech recognition; warped filter banks; Automatic speech recognition; Band pass filters; Bandwidth; Delay; Design methodology; Filter bank; Finite impulse response filter; Frequency; Humans; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Innovative Computing, Information and Control (ICICIC), 2009 Fourth International Conference on
Conference_Location
Kaohsiung
Print_ISBN
978-1-4244-5543-0
Type
conf
DOI
10.1109/ICICIC.2009.382
Filename
5412236
Link To Document