Publication Details

All-Pole Modeling for Definition of Speech Features in Aurora3 DSR Task

MOTLÍČEK Petr and ČERNOCKÝ Jan. All-Pole Modeling for Definition of Speech Features in Aurora3 DSR Task. In: 6th International Conference, TSD 2003 České Budějovice, Czech Republic, September 2003 Proceedings. České Budějovice: University of West Bohemia in Pilsen, 2003, pp. 295-300. ISBN 3-540-20024-X. ISSN 0302-9743.
Czech title
Celopólový model pro definici řečových příznaků pro Auroru 3 DSR úlohu
Type
conference paper
Language
english
Authors
Motlíček Petr, doc. Ing., Ph.D. (DCGM FIT BUT)
Černocký Jan, prof. Dr. Ing. (DCGM FIT BUT)
URL
Keywords

speech, speech processing, feature extraction ,speech recognittion, PLP, MFCC

Abstract

All-Pole Modeling for Definition of Speech Features in Aurora3 DSR Task

Annotation

This contribution investigates various all-pole modeling based feature extraction techniques for robust ASR. Final performances are compared to well-known Mel-frequency cepstral coefficients. At the beginning, frequency independent approach of modeling speech power spectra that increases the performance of ASR system mainly in case of large mismatch between training and testing data is studied. Then, we focus on different types of features that can be extracted from all-pole model to reduce the overall word error rate. Achieved recognition performances show that line spectral frequencies are more suitable parameters for ASR where the input speech is corrupted by different types of real noises than cepstrum based features. In experiments SpeechDat-Car databases used for front-end evaluation of advanced distributed speech recognition (DSR) systems were used.

Published
2003
Pages
295-300
Journal
Lecture Notes in Computer Science, vol. 2003, no. 9, ISSN 0302-9743
Proceedings
6th International Conference, TSD 2003 České Budějovice, Czech Republic, September 2003 Proceedings
Conference
International Conference on Text Speech and Dialogue, TSD 2003, Ceske Budejovice, CZ
ISBN
3-540-20024-X
Publisher
University of West Bohemia in Pilsen
Place
České Budějovice, CZ
BibTeX 
@INPROCEEDINGS{FITPUB7234,
   author = "Petr Motl\'{i}\v{c}ek and Jan \v{C}ernock\'{y}",
   title = "All-Pole Modeling for Definition of Speech Features in Aurora3 DSR Task",
   pages = "295--300",
   booktitle = "6th International Conference, TSD 2003 \v{C}esk\'{e} Bud\v{e}jovice, Czech Republic, September 2003 Proceedings",
   journal = "Lecture Notes in Computer Science",
   volume = 2003,
   number = 09,
   year = 2003,
   location = "\v{C}esk\'{e} Bud\v{e}jovice, CZ",
   publisher = "University of West Bohemia in Pilsen",
   ISBN = "3-540-20024-X",
   ISSN = "0302-9743",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/7234"
}
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