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Evaluation of Speaker Anonymization on Emotional Speech ; Analyse de l'anonymisation du locuteur sur de la parole émotionnelle
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In: JEP2022 - Journées d'Études sur la Parole ; https://hal.archives-ouvertes.fr/hal-03636737 ; JEP2022 - Journées d'Études sur la Parole, Jun 2022, Île de Noirmoutier, France (2022)
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A Study of F0 Modification for X-Vector Based Speech Pseudonymization Across Gender
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In: PPAI 2021 - The Second AAAI Workshop on Privacy-Preserving Artificial Intelligence ; https://hal.archives-ouvertes.fr/hal-02995862 ; PPAI 2021 - The Second AAAI Workshop on Privacy-Preserving Artificial Intelligence, Feb 2021, Virtual, China (2021)
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Language recognition on unknown conditions: the LORIA-Inria-MULTISPEECH system for AP20-OLR Challenge
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In: Interspeech ; https://hal.archives-ouvertes.fr/hal-03228823 ; Interspeech, Aug 2021, Brno, Czech Republic (2021)
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Language recognition on unknown conditions: the LORIA-Inria-MULTISPEECH system for AP20-OLR Challenge
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In: https://hal.archives-ouvertes.fr/hal-03228823 ; 2021 (2021)
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Adapting Language Models When Training on Privacy-Transformed Data
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In: INTERSPEECH 2021 ; https://hal.inria.fr/hal-03189354 ; 2021 (2021)
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Evaluation of Speaker Anonymization on Emotional Speech
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In: 1st ISCA Symposium on Security and Privacy in Speech Communication ; https://hal.inria.fr/hal-03377797 ; 1st ISCA Symposium on Security and Privacy in Speech Communication, Nov 2021, Virtual, Germany (2021)
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Abstract:
International audience ; Speech data carries a range of personal information, such as the speaker's identity and emotional state. These attributes can be used for malicious purposes. With the development of virtual assistants, a new generation of privacy threats has emerged. Current studies have addressed the topic of preserving speech privacy. One of them, the VoicePrivacy initiative aims to promote the development of privacy preservation tools for speech technology. The task selected for the VoicePrivacy 2020 Challenge (VPC) is about speaker anonymization. The goal is to hide the source speaker's identity while preserving the linguistic information. The baseline of the VPC makes use of a voice conversion. This paper studies the impact of the speaker anonymization baseline system of the VPC on emotional information present in speech utterances. Evaluation is performed following the VPC rules regarding the attackers' knowledge about the anonymization system. Our results show that the VPC baseline system does not suppress speakers' emotions against informed attackers. When comparing anonymized speech to original speech, the emotion recognition performance is degraded by 15% relative to IEMOCAP data, similar to the degradation observed for automatic speech recognition used to evaluate the preservation of the linguistic information.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO]Computer Science [cs]; Emotion Recognition; Speaker Anonymization; Voice Privacy
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URL: https://hal.inria.fr/hal-03377797
https://hal.inria.fr/hal-03377797/file/ISCA_SPSC_Symposium_EMOTION.pdf
https://hal.inria.fr/hal-03377797/document
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| 7 |
Achieving Multi-Accent ASR via Unsupervised Acoustic Model Adaptation
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In: INTERSPEECH 2020 ; https://hal.inria.fr/hal-02907929 ; INTERSPEECH 2020, Oct 2020, Shanghai, China (2020)
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| 8 |
Duration modelling and evaluation for Arabic statistical parametric speech synthesis
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In: ISSN: 1380-7501 ; EISSN: 1573-7721 ; Multimedia Tools and Applications ; https://hal.inria.fr/hal-03007287 ; Multimedia Tools and Applications, Springer Verlag, 2020, ⟨10.1007/s11042-020-09901-7⟩ (2020)
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| 9 |
Speaker information modification in the VoicePrivacy 2020 toolchain
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In: https://hal.archives-ouvertes.fr/hal-02995855 ; [Research Report] INRIA Nancy, équipe Multispeech; LIUM - Laboratoire d'Informatique de l'Université du Mans. 2020 (2020)
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| 10 |
Correlation between prosody and pragmatics: case study of discourse markers in French and English
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In: INTERSPEECH 2020 ; https://hal.inria.fr/hal-02968475 ; INTERSPEECH 2020, Oct 2020, Shanghai, China (2020)
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| 11 |
Extractive Text-Based Summarization of Arabic videos: Issues, Approaches and Evaluations
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In: ICALP: International Conference on Arabic Language Processing ; https://hal.archives-ouvertes.fr/hal-02314238 ; ICALP: International Conference on Arabic Language Processing, Oct 2019, Nancy, France. pp.65-78, ⟨10.1007/978-3-030-32959-4_5⟩ (2019)
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F0 modeling using DNN for Arabic parametric speech synthesis
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In: INNSBDDL 2019 - INNS Big Data and Deep Learning ; https://hal.inria.fr/hal-02177496 ; INNSBDDL 2019 - INNS Big Data and Deep Learning, Apr 2019, Sestri Levante, Italy (2019)
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A Fine-grained Multilingual Analysis Based on the Appraisal Theory: Application to Arabic and English Videos
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In: ICALP: International Conference on Arabic Language Processing ; https://hal.archives-ouvertes.fr/hal-02314244 ; ICALP: International Conference on Arabic Language Processing, Oct 2019, Nancy, France. pp.49-61, ⟨10.1007/978-3-030-32959-4_4⟩ (2019)
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| 14 |
Machine Translation on a parallel Code-Switched Corpus
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In: Canadian AI 2019 - 32nd Conference on Canadian Artificial Intelligence ; https://hal.archives-ouvertes.fr/hal-02106010 ; Canadian AI 2019 - 32nd Conference on Canadian Artificial Intelligence, May 2019, Ontario, Canada (2019)
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| 15 |
Summarizing videos into a target language: Methodology, architectures and evaluation
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In: ISSN: 1064-1246 ; EISSN: 1875-8967 ; Journal of Intelligent and Fuzzy Systems ; https://hal.archives-ouvertes.fr/hal-02271287 ; Journal of Intelligent and Fuzzy Systems, IOS Press, 2019, 1, pp.1-12. ⟨10.3233/JIFS-179350⟩ (2019)
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Speech Processing and Prosody
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In: TSD 2019 - 22nd International Conference of Text, Speech and Dialogue ; https://hal.inria.fr/hal-02177210 ; TSD 2019 - 22nd International Conference of Text, Speech and Dialogue, Sep 2019, Ljubljana, Slovenia (2019)
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Can prosody meet pragmatics? Case of discourse particles in French
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In: ICPhS 2019 - International Congress of Phonetic Sciences ; https://hal.inria.fr/hal-02177202 ; ICPhS 2019 - International Congress of Phonetic Sciences, Aug 2019, Melbourne, Australia (2019)
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Adaptation of speech recognition vocabularies for improved transcription of YouTube videos
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In: ISSN: 2351-8715 ; Journal of International Science and General Applications ; https://hal.archives-ouvertes.fr/hal-01873801 ; Journal of International Science and General Applications, ISGA, 2018, 1 (1), pp.1-9 ; http://journal-isga.ma/ (2018)
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| 19 |
Duration modeling using DNN for Arabic speech synthesis
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In: 9th International Conference on Speech Prosody ; https://hal.inria.fr/hal-01889917 ; 9th International Conference on Speech Prosody, Jun 2018, Poznań, Poland (2018)
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A Proposed Methodology for Subjective Evaluation of Video and Text Summarization
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In: MISSI 2018 - 11th edition of the International Conference on Multimedia and Network Information Systems ; https://hal.archives-ouvertes.fr/hal-01873685 ; MISSI 2018 - 11th edition of the International Conference on Multimedia and Network Information Systems, Sep 2018, Wrocław, Poland. pp.396-404, ⟨10.1007/978-3-319-98678-4_40⟩ (2018)
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