Conference paper

NOVOTNÝ Ondřej, MATĚJKA Pavel, GLEMBEK Ondřej, PLCHOT Oldřich, GRÉZL František, BURGET Lukáš and ČERNOCKÝ Jan. Analysis of the DNN-Based SRE Systems in Multi-language Conditions. In: Proceedings of SLT 2016. San Diego: IEEE Signal Processing Society, 2016, pp. 199-204. ISBN 978-1-5090-4903-5.
Publication language:english
Original title:Analysis of the DNN-Based SRE Systems in Multi-language Conditions
Title (cs):Analýza systémů pro rozpoznávání mluvčího založených na DNN v multi-lingválních podmínkách
Pages:199-204
Proceedings:Proceedings of SLT 2016
Conference:2016 IEEE Workshop on Spoken Language Technology
Place:San Diego, US
Year:2016
ISBN:978-1-5090-4903-5
Publisher:IEEE Signal Processing Society
URL:http://www.fit.vutbr.cz/research/groups/speech/publi/2016/novotny_slt2016_0000199.pdf [PDF]
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Keywords
DNN, Multi-Language, Speaker Recognition
Annotation
In this work, we have studied the behavior of the DNN techniques in SRE i-vector/PLDA systems, currently considered to be state-ofthe- art, as evaluated on the most common NIST SRE English test sets, such as the NIST SRE 2010, condition 5.
Abstract
This paper analyzes the behavior of our state-of-the-art Deep Neural Network/i-vector/PLDA-based speaker recognition systems in multi-language conditions. On the "Language Pack" of the PRISM set, we evaluate the systems performance using the NISTs standard metrics. We show that not only the gain from using DNNs vanishes, nor using dedicated DNNs for target conditions helps, but also the DNN-based systems tend to produce de-calibrated scores under the studied conditions. This work gives suggestions for directions of future research rather than any particular solutions to these issues.
BibTeX:
@INPROCEEDINGS{
   author = {Ond{\v{r}}ej Novotn{\'{y}} and Pavel Mat{\v{e}}jka and
	Ond{\v{r}}ej Glembek and Old{\v{r}}ich Plchot and
	Franti{\v{s}}ek Gr{\'{e}}zl and Luk{\'{a}}{\v{s}} Burget and
	Jan {\v{C}}ernock{\'{y}}},
   title = {Analysis of the DNN-Based SRE Systems in Multi-language
	Conditions},
   pages = {199--204},
   booktitle = {Proceedings of SLT 2016},
   year = {2016},
   location = {San Diego, US},
   publisher = {IEEE Signal Processing Society},
   ISBN = {978-1-5090-4903-5},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=11309}
}

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