Článek ve sborníku konference | |
| Martínez, G., D., Burget, L., Ferrer, L., Scheffer, N.: Ivector-Based Prosodic System For Language Identification, In: Proc. International Conference on Acoustics, Speec, Kyoto, JP, IEEESP, 2012, s. 4861-4864, ISBN 978-1-4673-0044-5 | | Jazyk publikace: | angličtina |
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| Název publikace: | Ivector-Based Prosodic System For Language Identification |
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| Název (cs): | I-vektorový prozodický systém pro rozpoznávání jazyka |
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| Strany: | 4861-4864 |
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| Sborník: | Proc. International Conference on Acoustics, Speec |
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| Konference: | The 37th International Conference on Acoustics, Speech, and Signal Processing |
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| Místo vydání: | Kyoto, JP |
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| Rok: | 2012 |
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| ISBN: | 978-1-4673-0044-5 |
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| Vydavatel: | IEEE Signal Processing Society |
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| URL: | http://www.fit.vutbr.cz/research/groups/speech/publi/2012/martinez_icassp2012_0004861.pdf [PDF] |
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| Klíčová slova |
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| Language Identification, Prosody, iVectors,
Joint Factor Analysis |
| Anotace |
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| Článek pojednává o I-vektorovém prozodickém systému pro rozpoznávání jazyka. Byl zkoumán rytmus, důraz a intonace jazyka. |
| Abstrakt |
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| Prosody is the part of speech where rhythm, stress, and intonation
are reflected. In language identification tasks, these
characteristics are assumed to be language dependent, and
thus the language can be identified from them. In this paper,
an automatic language recognition system that extracts
prosody information from speech and makes decisions about
the language with a generative classifier based on iVectors is
built. The system is tested on the NIST LRE09 dataset. The
results are still not comparable to state-of-the-art acoustic and
phonotactic systems. However, they are promising and the fusion
of the new approach with an iVector-based acoustic system
is found to bring further improvements over the latter. |
| BibTeX: |
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@INPROCEEDINGS{
author = {David González Martínez and Lukáš Burget and Luciana Ferrer
and Nicolas Scheffer},
title = {Ivector-Based Prosodic System For Language Identification},
pages = {4861--4864},
booktitle = {Proc. International Conference on Acoustics, Speec},
year = {2012},
location = {Kyoto, JP},
publisher = {IEEE Signal Processing Society},
ISBN = {978-1-4673-0044-5},
language = {english},
url = {http://www.fit.vutbr.cz/research/view_pub.php?id=9997}
} |
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