Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics

Author:

Chouchane Oubaïda1,Panariello Michele1,Zari Oualid1,Kerenciler Ismet1,Chihaoui Imen1,Todisco Massimiliano1,Önen Melek1

Affiliation:

1. EURECOM, Biot, France

Funder

European Union?s Horizon 2020

Publisher

ACM

Reference35 articles.

1. Deep Learning with Differential Privacy

2. The U.S. Census Bureau Adopts Differential Privacy

3. Ranya Aloufi , Hamed Haddadi , and David Boyle . 2019 . Emotionless: Privacy- preserving speech analysis for voice assistants. arXiv preprint arXiv:1908.03632 (2019). Ranya Aloufi, Hamed Haddadi, and David Boyle. 2019. Emotionless: Privacy- preserving speech analysis for voice assistants. arXiv preprint arXiv:1908.03632 (2019).

4. Laurent Benaroya , Nicolas Obin , and Axel Roebel . 2021. Beyond Voice Identity Conversion: Manipulating Voice Attributes by Adversarial Learning of Structured Disentangled Representations. arXiv preprint arXiv:2107.12346 ( 2021 ). Laurent Benaroya, Nicolas Obin, and Axel Roebel. 2021. Beyond Voice Identity Conversion: Manipulating Voice Attributes by Adversarial Learning of Structured Disentangled Representations. arXiv preprint arXiv:2107.12346 (2021).

5. Bla? Bortolato, Marija Ivanovska , Peter Rot , Janez Kri?aj, Philipp Terhörst , Naser Damer , Peter Peer , and Vitomir ?truc. 2020 . Learning privacy-enhancing face representations through feature disentanglement . In 2020 15th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020). IEEE, 495--502. Bla? Bortolato, Marija Ivanovska, Peter Rot, Janez Kri?aj, Philipp Terhörst, Naser Damer, Peter Peer, and Vitomir ?truc. 2020. Learning privacy-enhancing face representations through feature disentanglement. In 2020 15th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020). IEEE, 495--502.

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. An Adaptive Auxiliary Training Method of Autoencoders and Its Application in Anomaly Detection;Communications in Computer and Information Science;2023-11-13

2. Fairness and Privacy in Voice Biometrics: A Study of Gender Influences Using wav2vec 2.0;2023 International Conference of the Biometrics Special Interest Group (BIOSIG);2023-09-20

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