Publication detail

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.

Original Title

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

Type

conference paper

Language

English

Original Abstract

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.

Keywords

Far-Field Scenarios, analysis, voices

Authors

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

Released

15. 9. 2019

Publisher

International Speech Communication Association

Location

Graz

ISBN

1990-9772

Periodical

Proceedings of Interspeech

Year of study

2019

Number

9

State

French Republic

Pages from

2448

Pages to

2452

Pages count

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"
}