DocumentCode :
3178342
Title :
Fourier-Bessel cepstral coefficients for robust speech recognition
Author :
Prakash, Chetana ; Gangashetty, Suryakanth V.
Author_Institution :
Speech & Vision Lab., Int. Inst. of Inf. Technol., Hyderabad, India
fYear :
2012
fDate :
22-25 July 2012
Firstpage :
1
Lastpage :
5
Abstract :
In this paper we propose Fourier-Bessel cepstral coefficients (FBCC) features for robust speech recognition. The Fourier-Bessel representation of the speech signal is obtained using Bessel function as a basis set. The FBCC are extracted from zeroth order Bessel coefficients taking into account of the perceptual characteristics of human auditory system. Recognition accuracy is measured using the CMU SPHINX-III speech recognition system using the DARPA Resource Management (RM) speech corpus for training and testing. We evaluate the FBCC in a common experimental set up and compare their performance against traditional technique such as the Mel-frequency cepstral coefficients (MFCC) for various noise conditions. The recognition accuracy is found to be better using FBCC features in comparison with MFCC features under noisy condition data.
Keywords :
Bessel functions; Fourier analysis; feature extraction; signal representation; speech recognition; Bessel function; CMU SPHINX-III speech recognition system; DARPA resource management speech corpus; FBCC feature extraction; Fourier-Bessel cepstral coefficients; Fourier-Bessel representation; MFCC; Mel-frequency cepstral coefficients; RM speech corpus; human auditory system; perceptual characteristics; robust speech recognition; speech signal representation; zeroth order Bessel coefficients; Accuracy; Hidden Markov models; Mel frequency cepstral coefficient; Noise; Speech; Speech recognition; Bessel expansion; FBCC; MFCC; zeroth order Bessel coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications (SPCOM), 2012 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4673-2013-9
Type :
conf
DOI :
10.1109/SPCOM.2012.6290031
Filename :
6290031
Link To Document :
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