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Supplementary material to the paper The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03335126 ; 2021 (2021)
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Supplementary material to the paper The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03335126 ; 2021 (2021)
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The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03332224 ; 2021 (2021)
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Supplementary material to the paper The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03335126 ; 2021 (2021)
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The VoicePrivacy 2020 Challenge: Results and findings
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Tomashenko, Natalia; Wang, Xin; Vincent, Emmanuel; Patino, Jose; Srivastava, Brij Mohan Lal; Noé, Paul-Gauthier; Nautsch, Andreas; Evans, Nicholas; Yamagishi, Junichi; O'brien, Benjamin; Chanclu, Anaïs; Bonastre, Jean-François; Todisco, Massimiliano; Maouche, Mohamed
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In: https://hal.archives-ouvertes.fr/hal-03332224 ; 2021 (2021)
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Abstract:
This paper presents the results and analyses stemming from the first VoicePrivacy 2020 Challenge which focuses on developing anonymization solutions for speech technology. We provide a systematic overview of the challenge design with an analysis of submitted systems and evaluation results. In particular, we describe the voice anonymization task and datasets used for system development and evaluation. Also, we present different attack models and the associated objective and subjective evaluation metrics. We introduce two anonymization baselines and provide a summary description of the anonymization systems developed by the challenge participants. We report objective and subjective evaluation results for baseline and submitted systems. In addition, we present experimental results for alternative privacy metrics and attack models developed as a part of the post-evaluation analysis. Finally, we summarise our insights and observations that will influence the design of the next VoicePrivacy challenge edition and some directions for future voice anonymization research.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; anonymization; attack model; automatic speech recognition; metrics; privacy; speaker verification; speech synthesis; utility; voice conversion
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URL: https://hal.archives-ouvertes.fr/hal-03332224v2/file/VoicePrivacyCSL_paper_hal2.pdf
https://hal.archives-ouvertes.fr/hal-03332224v2/document
https://hal.archives-ouvertes.fr/hal-03332224
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Supplementary material to the paper The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03335126 ; 2021 (2021)
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Supplementary material to the paper The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03335126 ; 2021 (2021)
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The VoicePrivacy 2020 Challenge: Results and findings
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In: https://hal.archives-ouvertes.fr/hal-03332224 ; 2021 (2021)
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Discriminating speakers using perceptual clustering interface
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In: XVII AISV Conference: Speaker Individuality in Phonetics and Speech Sciences: Speech Technology and Forensic Applications ; https://hal.archives-ouvertes.fr/hal-03160943 ; XVII AISV Conference: Speaker Individuality in Phonetics and Speech Sciences: Speech Technology and Forensic Applications, Feb 2021, Zurich, Switzerland (2021)
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Anonymous speaker clusters: Making distinctions between anonymised speech recordings with clustering interface
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In: INTERSPEECH 2021 ; https://hal.archives-ouvertes.fr/hal-03267084 ; INTERSPEECH 2021, Aug 2021, Brno, Czech Republic (2021)
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Anonymous speaker clusters: Making distinctions between anonymised speech recordings with clustering interface
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In: INTERSPEECH 2021 ; https://hal.archives-ouvertes.fr/hal-03267084 ; INTERSPEECH 2021, Aug 2021, Brno, Czech Republic (2021)
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Developing an acoustic-phonetic characterization of dysarthric speech in French
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In: 7th International Conference on Language Resources, Technologies and Evaluation (LREC) ; https://hal.archives-ouvertes.fr/hal-00528520 ; 7th International Conference on Language Resources, Technologies and Evaluation (LREC), May 2010, Valletta, Malta. pp.2831-2838 (2010)
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Description phonético-acoustique de la parole dysarthrique: le projet DesPho-APaDy
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In: Troisièmes Journées de Phonétique Clinique ; https://halshs.archives-ouvertes.fr/halshs-00610716 ; Troisièmes Journées de Phonétique Clinique, Dec 2009, Aix en Provence, France. pp.30 (2009)
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Back-and-Forth Methodology for Objective Voice Quality Assessment: From/to Expert Knowledge to/from Automatic Classification of Dysphonia
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In: ISSN: 1687-6172 ; EISSN: 1687-6180 ; EURASIP Journal on Advances in Signal Processing ; https://hal.archives-ouvertes.fr/hal-01317140 ; EURASIP Journal on Advances in Signal Processing, SpringerOpen, 2009, 2009 (1), pp.13 - 13. ⟨10.1155/2009/982102⟩ (2009)
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Analyse Phonétique dans le Domaine Fréquentiel pour la Classification des Voix Dysphoniques
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In: Journées d'Etude sur la Parole (JEP) ; https://hal.archives-ouvertes.fr/hal-00292400 ; Journées d'Etude sur la Parole (JEP), Jun 2008, Avignon, France. pp.221-224 (2008)
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Characterization of the Pathological Voices (Dysphonia) in the frequency space
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In: International Congress of Phonetic Sciences (ICPhS) ; https://hal.archives-ouvertes.fr/hal-00173728 ; International Congress of Phonetic Sciences (ICPhS), Aug 2007, Saarbrücken, Germany. pp.1993-1996 (2007)
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Complementary approaches for voice disorder assessment
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In: Interspeech 2007 ; https://hal.archives-ouvertes.fr/hal-01616694 ; Interspeech 2007, 2007, Antwerp, Belgium. pp.1194-1197 (2007)
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Approches complémentaires pour l'évaluation des dysphonies : bilan méthodologique et perspectives
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In: ISSN: 2118-870X ; EISSN: 2264-7082 ; Travaux Interdisciplinaires du Laboratoire Parole et Langage d'Aix-en-Provence (TIPA) ; https://hal.archives-ouvertes.fr/hal-00292402 ; Travaux Interdisciplinaires du Laboratoire Parole et Langage d'Aix-en-Provence (TIPA), Laboratoire Parole et Langage, 2007, 26, pp.33-74 (2007)
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Frequency Study for the Characterization of the Dysphonic Voices
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In: INTERSPEECH 2007 ; https://hal.archives-ouvertes.fr/hal-00173730 ; INTERSPEECH 2007, Aug 2007, Antwerp, Belgium. pp.1198-1201 (2007)
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Modélisation statistique et infomations pertinentes pour la caractérisation des voix pathologiques (dysphonies)
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In: Journées d'Etude sur la Parole (JEP) ; https://hal.archives-ouvertes.fr/hal-00136742 ; Journées d'Etude sur la Parole (JEP), Jun 2006, Dinard, France. pp.93-96 (2006)
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