Detail publikace

Analysis of BUT Submission in Far-Field Scenarios of VOiCES 2019 Challenge

MATĚJKA, P. PLCHOT, O. ZEINALI, H. MOŠNER, L. SILNOVA, A. BURGET, L. NOVOTNÝ, O. GLEMBEK, O.

Originální název

Analysis of BUT Submission in Far-Field Scenarios of VOiCES 2019 Challenge

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

This paper is a post-evaluation analysis of our efforts in VOiCES 2019 Speaker Recognition challenge. All systems in the fixed condition are based on x-vectors with different features and DNN topologies. The single best system reaches minDCF of 0.38 (5.25% EER) and a fusion of 3 systems yields minDCF of 0.34 (4.87% EER).We also analyze how speaker verification (SV) systems evolved in last few years and show results also on SITW 2016 Challenge. EER on the core-core condition of the SITW 2016 challenge dropped from 5.85% to 1.65% for system fusions submitted for SITW 2016 and VOiCES 2019, respectively. The less restrictive open condition allowed us to use external data for PLDA adaptation and achieve additional small performance improvement. In our submission to open condition, we used three x-vector systems and also one system based on i-vectors.

Klíčová slova

Far-Field Scenarios, analysis, voices

Autoři

MATĚJKA, P.; PLCHOT, O.; ZEINALI, H.; MOŠNER, L.; SILNOVA, A.; BURGET, L.; NOVOTNÝ, O.; GLEMBEK, O.

Vydáno

15. 9. 2019

Nakladatel

International Speech Communication Association

Místo

Graz

ISSN

1990-9772

Periodikum

Proceedings of Interspeech

Ročník

2019

Číslo

9

Stát

Francouzská republika

Strany od

2448

Strany do

2452

Strany počet

5

URL

https://www.isca-speech.org/archive/Interspeech_2019/pdfs/2471.pdf

BibTex

@inproceedings{BUT159997,
  author="Pavel {Matějka} and Oldřich {Plchot} and Hossein {Zeinali} and Ladislav {Mošner} and Anna {Silnova} and Lukáš {Burget} and Ondřej {Novotný} and Ondřej {Glembek}",
  title="Analysis of BUT Submission in Far-Field Scenarios of VOiCES 2019 Challenge",
  booktitle="Proceedings of Interspeech",
  year="2019",
  journal="Proceedings of Interspeech",
  volume="2019",
  number="9",
  pages="2448--2452",
  publisher="International Speech Communication Association",
  address="Graz",
  doi="10.21437/Interspeech.2019-2471",
  issn="1990-9772",
  url="https://www.isca-speech.org/archive/Interspeech_2019/pdfs/2471.pdf"
}

Dokumenty

matejka_is2019_192471.pdf