Publication Details
Analysis of ABC Submission to NIST SRE 2019 CMN and VAST Challenge
Boulianne Gilles
Burget Lukáš, doc. Ing., Ph.D. (DCGM)
DAHMANE, M.
DIEZ SÁNCHEZ, M.
Glembek Ondřej, Ing., Ph.D.
LALONDE, M.
LOZANO DÍEZ, A.
Matějka Pavel, Ing., Ph.D. (DCGM)
MIZERA, P.
Mošner Ladislav, Ing. (DCGM)
NOISEUX, C.
MONTEIRO, J.
Novotný Ondřej, Ing., Ph.D.
Plchot Oldřich, Ing., Ph.D. (DCGM)
Rohdin Johan Andréas, M.Sc., Ph.D. (DCGM)
Silnova Anna, M.Sc., Ph.D. (DCGM)
SLAVÍČEK, J.
Stafylakis Themos
ST-CHARLES, P.
Wang Shuai
Zeinali Hossein, Ph.D. (DCGM)
speaker verification, NIST SRE, CMN, VAST, system fusion.
We present a condensed description and analysis of the joint submission of ABC
team for NIST SRE 2019, by BUT, CRIM, Phonexia, Omilia and UAM. We concentrate on
challenges that arose during development and we analyze the results obtained on
the evaluation data and on our development sets. The conversational telephone
speech (CMN2) condition is challenging for current state-of-the-art systems,
mainly due to the language mismatch between training and test data. We show that
a combination of adversarial domain adaptation, backend adaptation and score
normalization can mitigate this mismatch. On the VAST condition, we demonstrate
the importance of deploying diarization when dealing with multi-speaker
utterances and the drastic improvements that can be obtained by combining audio
and visual modalities.
@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"
}