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This paper presents the results and analyses stemming from the first VoicePrivacy 2020 Challenge which focuses on developing anonymization solutions for speech technology.
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Voice-indistinguishability: Protecting voiceprint in privacy-preserving speech data release
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Cross-entropy analysis of the information in forensic speaker recognition
Ramos, D., & Gonzalez-Rodriguez, J. (2008) · 2008
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Turner, H., Lovisotto, G., & Martinovic, I. (2020) · 2010
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Speaker de-identification system using autoencoders and adversarial training
Espinoza-Cuadros, F. M., Perero-Codosero, J. M., Antón-Martín, J., & Hernández-Gómez, L. A. (2020a) · 2011
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The Kaldi speech recognition toolkit
Povey, D., Ghoshal, A., Boulianne, G., Burget, L., Glembek, O., Goel, N. et al. (2011) · 2011
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Privacy-preserving speech processing: cryptographic and string-matching frameworks show promise
Pathak, M. A., Raj, B., Rane, S. D., & Smaragdis, P. (2013) · 2013
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LibriSpeech: an ASR corpus based on public domain audio books
Panayotov, V., Chen, G., Povey, D., & Khudanpur, S. (2015) · 2015
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A time delay neural network architecture for efficient modeling of long temporal contexts
Peddinti, V., Povey, D., & Khudanpur, S. (2015) · 2015
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Privacy-preserving sound to degrade automatic speaker verification performance
Hashimoto, K., Yamagishi, J., & Echizen, I. (2016) · 2016
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Morise, M., Yokomori, F., & Ozawa, K. (2016) · 2016
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Cavoukian, A. (2017) · 2017
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VoxCeleb: a large-scale speaker identification dataset
Nagrani, A., Chung, J. S., & Zisserman, A. (2017) · 2017
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Voicemask: Anonymize and sanitize voice input on mobile devices
Qian, J., Du, H., Hou, J., Chen, L., Jung, T., Li, X.-Y., Wang, Y., & Deng, Y. (2017) · 2017
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Bias and statistical significance in evaluating speech synthesis with mean opinion scores
Rosenberg, A., & Ramabhadran, B. (2017) · 2017
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Hybrid ctc/attention architecture for end-to-end speech recognition
Watanabe, S., Hori, T., Kim, S., Hershey, J. R., & Hayashi, T. (2017) · 2017
Cited alongside, same era.
VoiceGuard: Secure and private speech processing
Brasser, F., Frassetto, T., Riedhammer, K., Sadeghi, A.-R., Schneider, T., & Weinert, C. (2018) · 2018
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Privacy aware acoustic scene synthesis using deep spectral feature inversion
Gontier, F., Lagrange, M., Lavandier, C., & Petiot, J.-F. (2020) · 2020
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Design of voice privacy system using linear prediction
Gupta, P., Prajapati, G. P., Singh, S., Kamble, M. R., & Patil, H. A. (2020) · 2020
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Analysis of PingAn submission in the VoicePrivacy 2020 Challenge
Huang, C.-L. (2020) · 2020
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A comparative study of speech anonymization metrics
Maouche, M., Srivastava, B. M. L., Vauquier, N., Bellet, A., Tommasi, M., & Vincent, E. (2020) · 2020
Later among the works it cites.
X-vector singular value modification and statistical-based decomposition with ensemble regression modeling for speaker anonymization system
Mawalim, C. O., Galajit, K., Karnjana, J., & Unoki, M. (2020) · 2020
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Chung, J. S., Nagrani, A., & Zisserman, A. (2018) · 2018
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Semi-orthogonal low-rank matrix factorization for deep neural networks
Povey, D., Cheng, G., Wang, Y., Li, K., Xu, H., Yarmohammadi, M. et al. (2018) · 2018
Cited alongside, same era.
Towards privacy-preserving speech data publishing
Qian, J., Han, F., Hou, J., Zhang, C., Wang, Y., & Li, X.-Y. (2018b) · 2018
Cited alongside, same era.
X-vectors: Robust DNN embeddings for speaker recognition
Snyder, D., Garcia-Romero, D., Sell, G., Povey, D., & Khudanpur, S. (2018) · 2018
Cited alongside, same era.
Voice anonymization in urban sound recordings
Cohen-Hadria, A., Cartwright, M., McFee, B., & Bello, J. P. (2019) · 2019
Cited alongside, same era.
Speaker anonymization using x-vector and neural waveform models
Fang, F., Wang, X., Yamagishi, J., Echizen, I., Todisco, M., Evans, N., & Bonastre, J.-F. (2019) · 2019
Cited alongside, same era.
Federated learning for keyword spotting
Leroy, D., Coucke, A., Lavril, T., Gisselbrecht, T., & Dureau, J. (2019) · 2019
Cited alongside, same era.
Nautsch, A., Patino, J., Tomashenko, N., Yamagishi, J., Noé, P.-G., Bonastre, J.-F., Todisco, M., & Evans, N. (2020) · 2020
Later among the works it cites.
Speech pseudonymisation assessment using voice similarity matrices
Noé, P.-G., Bonastre, J.-F., Matrouf, D., Tomashenko, N., Nautsch, A., & Evans, N. (2020) · 2020
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Adjustable deterministic pseudonymization of speech listening experiment, Report of listening experiments
van Son, R. (2020) · 2020
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Evaluating voice conversion-based privacy protection against informed attackers
Srivastava, B. M. L., Vauquier, N., Sahidullah, M., Bellet, A., Tommasi, M., & Vincent, E. (2020b) · 2020
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The VoicePrivacy 2020 Challenge evaluation plan
Tomashenko, N., Srivastava, B. M. L., Wang, X., Vincent, E., Nautsch, A., Yamagishi, J., Evans, N., Patino, J., Bonastre, J.-F., Noé, P.-G., & Todisco, M. (2020a) · 2020
Later among the works it cites.
Post-evaluation analysis for the VoicePrivacy 2020 challenge: Using anonymized speech data to train attack models and ASR
Tomashenko, N., Srivastava, B. M. L., Wang, X., Vincent, E., Nautsch, A., Yamagishi, J., Evans, N. et al. (2020c) · 2020
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Supplementary material to the paper. The VoicePrivacy 2020 Challenge: Results and findings
Tomashenko, N., Wang, X., Vincent, E., Patino, J., Srivastava, B. M. L., Noé, P.-G., Nautsch, A., Evans, N., Yamagishi, J., O’Brien, B., Chanclu, A., Bonastre, J.-F., Todisco, M., & Maouche, M. (2021b) · 2020
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Gaznepoglu, Ü. E., & Peters, N. (2021) · 2021
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Lightweight voice anonymization based on data-driven optimization of cascaded voice modification modules
Kai, H., Takamichi, S., Shiota, S., & Kiya, H. (2021) · 2021
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Retrieving speaker information from personalized acoustic models for speech recognition
Mdhaffar, S., Bonastre, J.-F., Tommasi, M., Tomashenko, N., & Estève, Y. (2021) · 2021
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Anonymous speaker clusters: Making distinctions between anonymised speech recordings with clustering interface
O’Brien, B., Tomashenko, N., Chanclu, A., & Bonastre, J.-F. (2021) · 2021
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Speaker anonymisation using the McAdams coefficient
Patino, J., Tomashenko, N., Todisco, M., Nautsch, A., & Evans, N. (2021) · 2021
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Privacy and utility of x-vector based speaker anonymization
Srivastava, B. M. L., Maouche, M., Sahidullah, M., Vincent, E., Bellet, A., Tommasi, M., Tomashenko, N., Wang, X., & Yamagishi, J. (2021) · 2021
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Towards a unified assessment framework of speech pseudonymisation
Noé, P.-G., Nautsch, A., Evans, N., Patino, J., Bonastre, J.-F., Tomashenko, N., & Matrouf, D. (2022) · 2022
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