Detail publikace
Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge
ZEINALI, H. STAFYLAKIS, T. ATHANASOPOULOU, G. ROHDIN, J. GKINIS, I. BURGET, L. ČERNOCKÝ, J.
Originální název
Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
In this paper, we present the system description of the joint effortsof Brno University of Technology (BUT) and Omilia -Conversational Intelligence for the ASVSpoof2019 Spoofingand Countermeasures Challenge. The primary submission forPhysical access (PA) is a fusion of two VGG networks, trainedon single and two-channels features. For Logical access (LA),our primary system is a fusion of VGG and the recently introducedSincNet architecture. The results on PA show thatthe proposed networks yield very competitive performance inall conditions and achieved 86 % relative improvement comparedto the official baseline. On the other hand, the results onLA showed that although the proposed architecture and trainingstrategy performs very well on certain spoofing attacks, it failsto generalize to certain attacks that are unseen during training.
Klíčová slova
detecting. spoofing, challenge, AVSSpoof
Autoři
ZEINALI, H.; STAFYLAKIS, T.; ATHANASOPOULOU, G.; ROHDIN, J.; GKINIS, I.; BURGET, L.; ČERNOCKÝ, J.
Vydáno
15. 9. 2019
Nakladatel
International Speech Communication Association
Místo
Graz
ISSN
1990-9772
Periodikum
Proceedings of Interspeech
Ročník
2019
Číslo
9
Stát
Francouzská republika
Strany od
1073
Strany do
1077
Strany počet
5
URL
BibTex
@inproceedings{BUT159993,
author="ZEINALI, H. and STAFYLAKIS, T. and ATHANASOPOULOU, G. and ROHDIN, J. and GKINIS, I. and BURGET, L. and ČERNOCKÝ, J.",
title="Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge",
booktitle="Proceedings of Interspeech",
year="2019",
journal="Proceedings of Interspeech",
volume="2019",
number="9",
pages="1073--1077",
publisher="International Speech Communication Association",
address="Graz",
doi="10.21437/Interspeech.2019-2892",
issn="1990-9772",
url="https://www.isca-speech.org/archive/Interspeech_2019/pdfs/2892.pdf"
}
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