Detail publikace

13 years of speaker recognition research at BUT, with longitudinal analysis of NIST SRE

MATĚJKA, P. PLCHOT, O. GLEMBEK, O. BURGET, L. ROHDIN, J. ZEINALI, H. MOŠNER, L. SILNOVA, A. NOVOTNÝ, O. DIEZ SÁNCHEZ, M. ČERNOCKÝ, J.

Originální název

13 years of speaker recognition research at BUT, with longitudinal analysis of NIST SRE

Typ

článek v časopise ve Web of Science, Jimp

Jazyk

angličtina

Originální abstrakt

In this paper, we present a brief history and a "longitudinal study" of all important milestonemodelling techniques used in text independent speaker recognition since Brno University ofTechnology (BUT) first participated in the NIST Speaker Recognition Evaluation (SRE) in2006-GMM MAP, GMM MAP with eigen-channel adaptation, Joint Factor Analysis, i-vectorand DNN embedding (x-vector). To emphasize the historical context, the techniques areevaluated on all NIST SRE sets since 2004 on a time-machine principle, i.e. a system is alwaystrained using all data available up till the year of evaluation. Moreover, as user-contributedaudiovisual content dominates nowadays Internet, we representatively include the SpeakersIn The Wild (SITW) and VOiCES challenge datasets in the evaluation of our systems. Not onlywe present a comparison of the modelling techniques, but we also show the effect of samplingfrequency.

Klíčová slova

Speaker recognition, NIST, Evaluations, GMM, Eigen-channel, compensation, JFA, I-vectors, DNN Embedding, X-vectors

Autoři

MATĚJKA, P.; PLCHOT, O.; GLEMBEK, O.; BURGET, L.; ROHDIN, J.; ZEINALI, H.; MOŠNER, L.; SILNOVA, A.; NOVOTNÝ, O.; DIEZ SÁNCHEZ, M.; ČERNOCKÝ, J.

Vydáno

1. 9. 2020

ISSN

0885-2308

Periodikum

COMPUTER SPEECH AND LANGUAGE

Ročník

2020

Číslo

63

Stát

Spojené království Velké Británie a Severního Irska

Strany od

1

Strany do

15

Strany počet

15

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"
}

Dokumenty

matejka_elsevier2019_101035.pdf