Publication Details

QUALCOMM-ICSI-OGI Features for ASR

BURGET Lukáš, DUPONT Stephane, GARUDADRI Harinath, GRÉZL František, HEŘMANSKÝ Hynek, JAIN Pratibha, KAJAREKAR Sachin and MORGAN Nelson. QUALCOMM-ICSI-OGI Features for ASR. In: Proc. 7th International Conference on Spoken Language Processing. Denver: International Speech Communication Association, 2002, p. 4. ISBN 1-876346-42-6.
Czech title
QUALCOMM-ICSI-OGI příznaky pro automatický systém rozpoznávání řeči
Type
conference paper
Language
english
Authors
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT)
Dupont Stephane, Msc (ICSI Berkeley)
Garudadri Harinath, Mcs. (Qualcomm)
Grézl František, Ing., Ph.D. (DCGM FIT BUT)
Heřmanský Hynek, prof. Ing., Dr.Eng. (DCGM FIT BUT)
Jain Pratibha, Msc. (OGI)
Kajarekar Sachin, Ph.D. (SRI)
Morgan Nelson, Prof. (ICSI Berkeley)
URL
Keywords

feature extraction, distributed speech recognition, Aurora task, RASTA, TRAP

Abstract

Feature extraction module for the Aurora task based on a combination of a Wiener filtering with linear discriminant RASTA filtering and nonlinear tempoRAl Pattern (TRAP) classifier.

Annotation

Our feature extraction module for the Aurora task is based on a combination of a conventional noise supression technique (Wiener filtering) with our temporal processing technigues (linear discriminant RASTA filtering and nonlinear TempoRAl Pattern (TRAP) classifier). We observe better than 58% relative error improvement on the prescribed Aurora Digit Task, a performance level that is somewhat better than the new ETSI Advanced Feature standard. Furthermore, to test generalization of our approach to an independent test set not available during development, we evaluate performance on American English SpeechDatCar digits and show 10.54% relative improvement over the new ETSI standard.

Published
2002
Pages
4
Proceedings
Proc. 7th International Conference on Spoken Language Processing
Conference
7th International Conference on Spoken Language Processing, Denver, US
ISBN
1-876346-42-6
Publisher
International Speech Communication Association
Place
Denver, US
BibTeX
@INPROCEEDINGS{FITPUB7073,
   author = "Luk\'{a}\v{s} Burget and Stephane Dupont and Harinath Garudadri and Franti\v{s}ek Gr\'{e}zl and Hynek He\v{r}mansk\'{y} and Pratibha Jain and Sachin Kajarekar and Nelson Morgan",
   title = "QUALCOMM-ICSI-OGI Features for ASR",
   pages = 4,
   booktitle = "Proc. 7th International Conference on Spoken Language Processing",
   year = 2002,
   location = "Denver, US",
   publisher = "International Speech Communication Association",
   ISBN = "1-876346-42-6",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/7073"
}
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