Publication Details

Description and Analysis of ABC Submission to NIST LRE 2022

MATĚJKA, P.; SILNOVA, A.; SLAVÍČEK, J.; MOŠNER, L.; PLCHOT, O.; KLČO, M.; PENG, J.; STAFYLAKIS, T.; BURGET, L. Description and Analysis of ABC Submission to NIST LRE 2022. In Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Dublin: International Speech Communication Association, 2023. p. 511-515. ISSN: 1990-9772.
Czech title
Popis a analýza ABC systému pro NIST LRE 2022
Type
conference paper
Language
English
Authors
Matějka Pavel, Ing., Ph.D. (DCGM)
Silnova Anna, M.Sc., Ph.D. (DCGM)
SLAVÍČEK, J.
Mošner Ladislav, Ing. (DCGM)
Plchot Oldřich, Ing., Ph.D. (DCGM)
Klčo Michal, Ing.
Peng Junyi, Master of Technology, prof. UMK (DCGM)
Stafylakis Themos
Burget Lukáš, doc. Ing., Ph.D. (DCGM)
URL
Keywords

nguage detection, language recognition, embedding extractor, LRE, NIST

Abstract

This paper summarizes our efforts in the NIST Language Recognition Evaluations 2022 resulting in systems providing competitive performance. We provide both the description and analysis of the systems. We describe what data we have used to train our models, and we follow with embedding extractors and back-end classifiers. After covering the architecture, we concentrate on post-evaluation analysis. We compare different topologies of DNN, different backend classifiers, and the impact of the data used to train them. We also report results with XLS-R pre-trained models. We present the performance of the systems in the Fixed condition, where participants are required to use only predefined data sets, and also in the Open condition allowing to use any data to train the systems.

Published
2023
Pages
511–515
Journal
Proceedings of Interspeech, vol. 2023, no. 08, ISSN 1990-9772
Proceedings
Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
Publisher
International Speech Communication Association
Place
Dublin
DOI
10.21437/Interspeech.2023-1529
EID Scopus
2-s2.0-85171562987
BibTeX 
@inproceedings{BUT185574,
  author="MATĚJKA, P. and SILNOVA, A. and SLAVÍČEK, J. and MOŠNER, L. and PLCHOT, O. and KLČO, M. and PENG, J. and STAFYLAKIS, T. and BURGET, L.",
  title="Description and Analysis of ABC Submission to NIST LRE 2022",
  booktitle="Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH",
  year="2023",
  journal="Proceedings of Interspeech",
  volume="2023",
  number="08",
  pages="511--515",
  publisher="International Speech Communication Association",
  address="Dublin",
  doi="10.21437/Interspeech.2023-1529",
  issn="1990-9772",
  url="https://www.isca-speech.org/archive/pdfs/interspeech_2023/matejka23_interspeech.pdf"
}
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