Result 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. no. 08, p. 511-515. ISSN: 1990-9772.
Type
conference paper
Language
English
Authors
Matějka Pavel, Ing., Ph.D., DCGM (FIT)
Silnova Anna, M.Sc., Ph.D., DCGM (FIT)
SLAVÍČEK, J.
Mošner Ladislav, Ing., DCGM (FIT)
Plchot Oldřich, Ing., Ph.D., DCGM (FIT)
Klčo Michal, Ing.
Peng Junyi, DCGM (FIT)
Stafylakis Themos
Burget Lukáš, doc. Ing., Ph.D., DCGM (FIT)
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.

Keywords

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

URL
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
Conference
Interspeech Conference
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"
}
Files
Projects
Exchanges for SPEech ReseArch aNd TechnOlogies, EU, Horizon 2020, start: 2021-01-01, end: 2025-12-31, running
Language memory of the regions of the Czech Republic. Machine learning methods for preservation, documentation and presentation of the dialects of the Czech language, MK, NAKI III – program na podporu aplikovaného výzkumu v oblasti národní a kulturní identity na léta 2023 až 2030, DH23P03OVV010, start: 2023-03-01, end: 2027-12-31, running
Multi-linguality in speech technologies, MŠMT, INTER-EXCELLENCE - Podprogram INTER-ACTION, LTAIN19087, start: 2020-01-01, end: 2023-08-31, completed
Neural Representations in multi-modal and multi-lingual modeling, GACR, Grantové projekty exelence v základním výzkumu EXPRO - 2019, GX19-26934X, start: 2019-01-01, end: 2023-12-31, completed
Robust processing of recordings for operations and security, MV, PROGRAM STRATEGICKÁ PODPORA ROZVOJE BEZPEČNOSTNÍHO VÝZKUMU ČR 2019-2025 (IMPAKT 1) PODPROGRAMU 1 SPOLEČNÉ VÝZKUMNÉ PROJEKTY (BV IMP1/1VS), VJ01010108, start: 2020-10-01, end: 2025-09-30, completed
Research groups
Speech Data Mining Research Group BUT Speech@FIT (RG SPEECH)
Departments
Department of Computer Graphics and Multimedia (DCGM)
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