Result Details

BUT systems and analyses for the ASVspoof 5 Challenge

ROHDIN, J.; ZHANG, L.; PLCHOT, O.; STANĚK, V.; MIHOLA, D.; PENG, J.; STAFYLAKIS, T.; BEVERAKI, D.; SILNOVA, A.; BRUKNER, J.; BURGET, L. BUT systems and analyses for the ASVspoof 5 Challenge. Proceedings of ASV spoof 2024 Workshop. Kos Island: International Speech Communication Association, 2024. p. 24-31.
Type
conference paper
Language
English
Authors
Rohdin Johan Andréas, M.Sc., Ph.D., FIT (FIT), DCGM (FIT)
ZHANG, L.
Plchot Oldřich, Ing., Ph.D., DCGM (FIT)
Staněk Vojtěch, Ing., DCGM (FIT)
Mihola David, Ing., DCGM (FIT)
Peng Junyi, DCGM (FIT)
Stafylakis Themos
BEVERAKI, D.
Silnova Anna, M.Sc., Ph.D., DCGM (FIT)
Brukner Jan, Ing., DCGM (FIT)
Burget Lukáš, doc. Ing., Ph.D., DCGM (FIT)
Abstract

This paper describes the BUT submitted systems for the ASVspoof5 challenge, along with analyses. For the conventional deepfake detection task, we use ResNet18 and self-supervised models for the closed and open conditions, respectively. In addition, we analyze and visualize different combinations of speaker information and spoofing information as label schemes for training. For spoofing-robust automatic speaker verification (SASV), we introduce effective priors and propose using logistic regression to jointly train affine transformations of the countermeasure scores and the automatic speaker verification scores in such a way that the SASV LLR is optimized.

Keywords

spoof, challenge, speaker verification

URL
Published
2024
Pages
24–31
Proceedings
Proceedings of ASV spoof 2024 Workshop
Conference
The Automatic Speaker Verification Spoofing Countermeasures Workshop (ASVspoof 2024)
Publisher
International Speech Communication Association
Place
Kos Island
DOI
10.21437/ASVspoof.2024-4
BibTeX 
@inproceedings{BUT194004,
  author="ROHDIN, J. and ZHANG, L. and PLCHOT, O. and STANĚK, V. and MIHOLA, D. and PENG, J. and STAFYLAKIS, T. and BEVERAKI, D. and SILNOVA, A. and BRUKNER, J. and BURGET, L.",
  title="BUT systems and analyses for the ASVspoof 5 Challenge",
  booktitle="Proceedings of ASV spoof 2024 Workshop",
  year="2024",
  pages="24--31",
  publisher="International Speech Communication Association",
  address="Kos Island",
  doi="10.21437/ASVspoof.2024-4",
  url="https://www.isca-archive.org/asvspoof_2024/rohdin24_asvspoof.pdf"
}
Files
Projects
Multilingual and Cross-cultural interactions for context-aware, and bias-controlled dialogue systems for safety-critical applications, EU, HORIZON EUROPE, start: 2024-01-01, end: 2026-12-31, running
Tools To Combat Voice DeepFakes, MV, Programu bezpečnostního výzkumu ČR 2021-2026: vývoj, testování a evaluace nových bezpečnostních technologií (SECTECH) - II. veřejná soutěž, VB02000060, start: 2024-01-01, end: 2026-12-31, running
Research groups
IT Security Research Group (RG Security@FIT)
Speech Data Mining Research Group BUT Speech@FIT (RG SPEECH)
Departments
Department of Computer Graphics and Multimedia (DCGM)
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