DocumentCode :
2875122
Title :
Japanese vowel recognition using external structure of speech
Author :
Murakami, Takao ; Maruyama, Kazutaka ; Minematsu, Nobuaki ; Hirose, Keikichi
Author_Institution :
Graduate Sch. of Inf. Sci. & Technol., Tokyo Univ.
fYear :
2005
fDate :
27-27 Nov. 2005
Firstpage :
203
Lastpage :
208
Abstract :
Speech acoustics is inevitably distorted by non-linguistic features such as vocal tract length, gender, age, microphone, room, line, hearing characteristics, and so on. Recently, a novel acoustic representation of speech was proposed, called the acoustic universal structure [1, 2]. It discards all the absolute properties of speech events and captures only their interrelations or contrasts to represent external structure of speech. Based on a mathematical model of the non-linguistic distortions, the new representation can remove the inevitable distortions as cepstrum smoothing can remove pitch information from speech. Recognition experiments using the external structure were conducted and it was shown that the proposed structure models trained from a single speaker with no normalization can outperform the conventional speaker-independent HMMs with CMN and SS. It was also found that lowpass filtering and white noise addition as preprocessing improved the performance because they can suppress the distortions rather well
Keywords :
acoustic signal processing; hidden Markov models; low-pass filters; natural languages; speech recognition; white noise; HMM; Japanese vowel recognition; cepstrum smoothing; lowpass filtering; nonlinguistic features; pitch information; speech acoustics; speech recognition; white noise addition; Acoustic distortion; Auditory system; Cepstrum; Filtering; Hidden Markov models; Mathematical model; Microphones; Smoothing methods; Speech recognition; White noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Automatic Speech Recognition and Understanding, 2005 IEEE Workshop on
Conference_Location :
San Juan
Print_ISBN :
0-7803-9478-X
Electronic_ISBN :
0-7803-9479-8
Type :
conf
DOI :
10.1109/ASRU.2005.1566481
Filename :
1566481
Link To Document :
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