Přístupnostní navigace
E-application
Search Search Close
Publication detail
MATĚJKA, P. PLCHOT, O. GLEMBEK, O. BURGET, L. ROHDIN, J. ZEINALI, H. MOŠNER, L. SILNOVA, A. NOVOTNÝ, O. DIEZ SÁNCHEZ, M. ČERNOCKÝ, J.
Original Title
13 years of speaker recognition research at BUT, with longitudinal analysis of NIST SRE
Type
journal article in Web of Science
Language
English
Original Abstract
In this paper, we present a brief history and a "longitudinal study" of all important milestone modelling techniques used in text independent speaker recognition since Brno University of Technology (BUT) first participated in the NIST Speaker Recognition Evaluation (SRE) in 2006-GMM MAP, GMM MAP with eigen-channel adaptation, Joint Factor Analysis, i-vector and DNN embedding (x-vector). To emphasize the historical context, the techniques are evaluated on all NIST SRE sets since 2004 on a time-machine principle, i.e. a system is always trained using all data available up till the year of evaluation. Moreover, as user-contributed audiovisual content dominates nowadays Internet, we representatively include the Speakers In The Wild (SITW) and VOiCES challenge datasets in the evaluation of our systems. Not only we present a comparison of the modelling techniques, but we also show the effect of sampling frequency.
Keywords
Speaker recognition, NIST, Evaluations, GMM, Eigen-channel, compensation, JFA, I-vectors, DNN Embedding, X-vectors
Authors
MATĚJKA, P.; PLCHOT, O.; GLEMBEK, O.; BURGET, L.; ROHDIN, J.; ZEINALI, H.; MOŠNER, L.; SILNOVA, A.; NOVOTNÝ, O.; DIEZ SÁNCHEZ, M.; ČERNOCKÝ, J.
Released
1. 9. 2020
ISBN
0885-2308
Periodical
COMPUTER SPEECH AND LANGUAGE
Year of study
2020
Number
63
State
United Kingdom of Great Britain and Northern Ireland
Pages from
1
Pages to
15
Pages count
URL
https://www.sciencedirect.com/science/article/pii/S0885230819302797?via%3Dihub
BibTex
@article{BUT162674, author="Pavel {Matějka} and Oldřich {Plchot} and Ondřej {Glembek} and Lukáš {Burget} and Johan Andréas {Rohdin} and Hossein {Zeinali} and Ladislav {Mošner} and Anna {Silnova} and Ondřej {Novotný} and Mireia {Diez Sánchez} and Jan {Černocký}", title="13 years of speaker recognition research at BUT, with longitudinal analysis of NIST SRE", journal="COMPUTER SPEECH AND LANGUAGE", year="2020", volume="2020", number="63", pages="1--15", doi="10.1016/j.csl.2019.101035", issn="0885-2308", url="https://www.sciencedirect.com/science/article/pii/S0885230819302797?via%3Dihub" }