Result Details

Investigation into variants of Joint Factor Analysis for speaker recognition

BURGET, L.; MATĚJKA, P.; HUBEIKA, V.; ČERNOCKÝ, J. Investigation into variants of Joint Factor Analysis for speaker recognition. Proc. Interspeech 2009. Proceedings of Interspeech. Brighton: International Speech Communication Association, 2009. no. 9, p. 1263-1266. ISBN: 978-1-61567-692-7. ISSN: 1990-9772.
Type
conference paper
Language
English
Authors
Burget Lukáš, doc. Ing., Ph.D., DCGM (FIT)
Matějka Pavel, Ing., Ph.D., DCGM (FIT)
Hubeika Valiantsina, Ing., DCGM (FIT)
Černocký Jan, prof. Dr. Ing., DCGM (FIT)
Abstract

The paper is on the investigation into variants of Joint Factor Analysis for speaker recognition. The results are reported on NIST 2006 and 2008 SRE.

Keywords

speaker recognition, joint factor analysis.

URL
Annotation

In this paper, we have investigated into JFA used for speaker recognition. First, we performed systematic comparison of full JFA with its simplified variants and confirmed superior performance of the full JFA with both eigenchannels and eigenvoices. We investigated into sensitivity of JFA on the number of eigenvoices both for the full one and simplified variants. We studied the importance of normalization and found that genderdependent zt-norm was crucial. The results are reported on NIST 2006 and 2008 SRE evaluation data.

Published
2009
Pages
1263–1266
Journal
Proceedings of Interspeech, no. 9, ISSN 1990-9772
Proceedings
Proc. Interspeech 2009
Conference
Interspeech Conference
ISBN
978-1-61567-692-7
Publisher
International Speech Communication Association
Place
Brighton
BibTeX 
@inproceedings{BUT33800,
  author="Lukáš {Burget} and Pavel {Matějka} and Valiantsina {Hubeika} and Jan {Černocký}",
  title="Investigation into variants of Joint Factor Analysis for speaker recognition",
  booktitle="Proc. Interspeech 2009",
  year="2009",
  journal="Proceedings of Interspeech",
  number="9",
  pages="1263--1266",
  publisher="International Speech Communication Association",
  address="Brighton",
  isbn="978-1-61567-692-7",
  issn="1990-9772",
  url="http://www.fit.vutbr.cz/research/groups/speech/publi/2009/burget_is2009_jfa.pdf"
}
Projects
Mobile Biometry, MŠMT, Podpora projektů sedmého rámcového programu Evropského společenství pro výzkum, technologický rozvoj a demonstrace (2007 až 2013) podle zákona č. 171/2007 Sb., 7E08042, start: 2008-01-01, end: 2010-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Speech Recognition under Real-World Conditions, GACR, Standardní projekty, GA102/08/0707, start: 2008-01-01, end: 2011-12-31, completed
Research groups
Speech Data Mining Research Group BUT Speech@FIT (RG SPEECH)
Departments
Department of Computer Graphics and Multimedia (DCGM)
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