Detail publikačního výsledku

Analysis of ABC Submission to NIST SRE 2019 CMN and VAST Challenge

ALAM, J.; BOULIANNE, G.; BURGET, L.; DAHMANE, M.; DIEZ SÁNCHEZ, M.; GLEMBEK, O.; LALONDE, M.; LOZANO DÍEZ, A.; MATĚJKA, P.; MIZERA, P.; MOŠNER, L.; NOISEUX, C.; MONTEIRO, J.; NOVOTNÝ, O.; PLCHOT, O.; ROHDIN, J.; SILNOVA, A.; SLAVÍČEK, J.; STAFYLAKIS, T.; ST-CHARLES, P.; WANG, S.; ZEINALI, H.

Originální název

Analysis of ABC Submission to NIST SRE 2019 CMN and VAST Challenge

Anglický název

Analysis of ABC Submission to NIST SRE 2019 CMN and VAST Challenge

Druh

Stať ve sborníku mimo WoS a Scopus

Originální abstrakt

We present a condensed description and analysis of the jointsubmission of ABC team for NIST SRE 2019, by BUT, CRIM,Phonexia, Omilia and UAM. We concentrate on challenges thatarose during development and we analyze the results obtainedon the evaluation data and on our development sets. The conversationaltelephone speech (CMN2) condition is challengingfor current state-of-the-art systems, mainly due to the languagemismatch between training and test data. We show that a combinationof adversarial domain adaptation, backend adaptationand score normalization can mitigate this mismatch. On theVAST condition, we demonstrate the importance of deployingdiarization when dealing with multi-speaker utterances and thedrastic improvements that can be obtained by combining audioand visual modalities.

Anglický abstrakt

We present a condensed description and analysis of the jointsubmission of ABC team for NIST SRE 2019, by BUT, CRIM,Phonexia, Omilia and UAM. We concentrate on challenges thatarose during development and we analyze the results obtainedon the evaluation data and on our development sets. The conversationaltelephone speech (CMN2) condition is challengingfor current state-of-the-art systems, mainly due to the languagemismatch between training and test data. We show that a combinationof adversarial domain adaptation, backend adaptationand score normalization can mitigate this mismatch. On theVAST condition, we demonstrate the importance of deployingdiarization when dealing with multi-speaker utterances and thedrastic improvements that can be obtained by combining audioand visual modalities.

Klíčová slova

speaker verification, NIST SRE, CMN, VAST, system fusion.

Klíčová slova v angličtině

speaker verification, NIST SRE, CMN, VAST, system fusion.

Autoři

ALAM, J.; BOULIANNE, G.; BURGET, L.; DAHMANE, M.; DIEZ SÁNCHEZ, M.; GLEMBEK, O.; LALONDE, M.; LOZANO DÍEZ, A.; MATĚJKA, P.; MIZERA, P.; MOŠNER, L.; NOISEUX, C.; MONTEIRO, J.; NOVOTNÝ, O.; PLCHOT, O.; ROHDIN, J.; SILNOVA, A.; SLAVÍČEK, J.; STAFYLAKIS, T.; ST-CHARLES, P.; WANG, S.; ZEINALI, H.

Rok RIV

2021

Vydáno

01.11.2020

Nakladatel

International Speech Communication Association

Místo

Tokyo

Kniha

Proceedings of Odyssey 2020 The Speaker and Language Recognition Workshop

ISSN

2312-2846

Periodikum

Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland

Svazek

2020

Číslo

11

Stát

Finská republika

Strany od

289

Strany do

295

Strany počet

7

URL

https://www.isca-speech.org/archive/Odyssey_2020/abstracts/73.html

BibTex

@inproceedings{BUT164070,
  author="ALAM, J. and BOULIANNE, G. and BURGET, L. and DAHMANE, M. and DIEZ SÁNCHEZ, M. and GLEMBEK, O. and LALONDE, M. and LOZANO DÍEZ, A. and MATĚJKA, P. and MIZERA, P. and MOŠNER, L. and NOISEUX, C. and MONTEIRO, J. and NOVOTNÝ, O. and PLCHOT, O. and ROHDIN, J. and SILNOVA, A. and SLAVÍČEK, J. and STAFYLAKIS, T. and ST-CHARLES, P. and WANG, S. and ZEINALI, H.",
  title="Analysis of ABC Submission to NIST SRE 2019 CMN and VAST Challenge",
  booktitle="Proceedings of Odyssey 2020 The Speaker and Language Recognition Workshop",
  year="2020",
  journal="Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland",
  volume="2020",
  number="11",
  pages="289--295",
  publisher="International Speech Communication Association",
  address="Tokyo",
  doi="10.21437/Odyssey.2020-41",
  issn="2312-2846",
  url="https://www.isca-speech.org/archive/Odyssey_2020/abstracts/73.html"
}

Dokumenty

alam_odyssey2020_73