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Benchmarking and challenges in security and privacy for voice biometrics

Authors :
Emmanuel Vincent
Jose Patino
Natalia A. Tomashenko
Kong Aik Lee
Jean-François Bonastre
Sahidullah
Massimiliano Todisco
Nicholas Evans
Xin Wang
Paul-Gauthier Noé
Héctor Delgado
Xuechen Liu
Tomi Kinnunen
Junichi Yamagishi
Andreas Nautsch
Brij Mohan Lal Srivastava
Laboratoire Informatique d'Avignon (LIA)
Avignon Université (AU)-Centre d'Enseignement et de Recherche en Informatique - CERI
Nuance Communications [Spain]
Eurecom [Sophia Antipolis]
University of Eastern Finland
Institute for Infocomm Research - I²R [Singapore]
Speech Modeling for Facilitating Oral-Based Communication (MULTISPEECH)
Inria Nancy - Grand Est
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Department of Natural Language Processing & Knowledge Discovery (LORIA - NLPKD)
Laboratoire Lorrain de Recherche en Informatique et ses Applications (LORIA)
Institut National de Recherche en Informatique et en Automatique (Inria)-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche en Informatique et en Automatique (Inria)-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Laboratoire Lorrain de Recherche en Informatique et ses Applications (LORIA)
Institut National de Recherche en Informatique et en Automatique (Inria)-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)
Machine Learning in Information Networks (MAGNET)
Inria Lille - Nord Europe
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 (CRIStAL)
Centrale Lille-Université de Lille-Centre National de la Recherche Scientifique (CNRS)-Centrale Lille-Université de Lille-Centre National de la Recherche Scientifique (CNRS)
National Institute of Informatics (NII)
ISCA
ANR-19-DATA-0008,Harpocrates,Open data, outils et challenges pour l'anonymisation des voix(2019)
ANR-18-CE23-0018,DEEP-PRIVACY,Apprentissage distribué, personnalisé, préservant la privacité pour le traitement de la parole(2018)
ANR-18-JSTS-0001,VoicePersonae,Clonage et protection de l'identité vocale(2018)
European Project: 825081,H2020,COMPRISE(2018)
Source :
SPSC 2021-1st ISCA Symposium on Security and Privacy in Speech Communication, SPSC 2021-1st ISCA Symposium on Security and Privacy in Speech Communication, ISCA, Nov 2021, Magdeburg, Germany. ⟨10.21437/SPSC.2021-11⟩, SPSC 2021, 1st ISCA Symposium on Security and Privacy in Speech Communication, SPSC 2021, 1st ISCA Symposium on Security and Privacy in Speech Communication, ISCA, Nov 2021, Magdeburg, Germany. ⟨10.21437/SPSC.2021-11⟩
Publication Year :
2021
Publisher :
HAL CCSD, 2021.

Abstract

For many decades, research in speech technologies has focused upon improving reliability. With this now meeting user expectations for a range of diverse applications, speech technology is today omni-present. As result, a focus on security and privacy has now come to the fore. Here, the research effort is in its relative infancy and progress calls for greater, multidisciplinary collaboration with security, privacy, legal and ethical experts among others. Such collaboration is now underway. To help catalyse the efforts, this paper provides a high-level overview of some related research. It targets the non-speech audience and describes the benchmarking methodology that has spearheaded progress in traditional research and which now drives recent security and privacy initiatives related to voice biometrics. We describe: the ASVspoof challenge relating to the development of spoofing countermeasures; the VoicePrivacy initiative which promotes research in anonymisation for privacy preservation.<br />Comment: Submitted to the symposium of the ISCA Security & Privacy in Speech Communications (SPSC) special interest group

Details

Language :
English
Database :
OpenAIRE
Journal :
SPSC 2021-1st ISCA Symposium on Security and Privacy in Speech Communication, SPSC 2021-1st ISCA Symposium on Security and Privacy in Speech Communication, ISCA, Nov 2021, Magdeburg, Germany. ⟨10.21437/SPSC.2021-11⟩, SPSC 2021, 1st ISCA Symposium on Security and Privacy in Speech Communication, SPSC 2021, 1st ISCA Symposium on Security and Privacy in Speech Communication, ISCA, Nov 2021, Magdeburg, Germany. ⟨10.21437/SPSC.2021-11⟩
Accession number :
edsair.doi.dedup.....b1859008678f400f9d527a4c18dc28aa
Full Text :
https://doi.org/10.21437/SPSC.2021-11⟩