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Sharing real-world speech utterances is key to the training and deployment of voice-based services.
Spectral Fusion, Spectral Parsing and the Formation of Auditory Images
Stephen Edward McAdams · 1984
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The effect of biological gender (sex) and social gender (gender identity) on three pitch measures
Monique Biemans · 1998
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Biometric identification
Anil Jain, Lin Hong, and Sharath Pankanti · 2000
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Yet another algorithm for pitch tracking
Kavita Kasi and Stephen A. Zahorian · 2002
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Modeling prosodic dynamics for speaker recognition
André Adami, Radu Mihaescu, Douglas A. Reynolds, and John J. Godfrey · 2003
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Using prosodic and conversational features for high-performance speaker recognition: report from JHU ws’02
Barbara Peskin, Jirí Navrátil, Joy S. Abramson, Douglas A. Jones, David Klusácek, Douglas A. Reynolds, and Bing Xiang · 2003
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A tutorial on text-independent speaker verification
Frédéric Bimbot, Jean-François Bonastre, Corinne Fredouille, Guillaume Gravier, Ivan Magrin-Chagnolleau, Sylvain Meignier, Téva Merlin, Javier Ortega-Garcia, Dijana Petrovska-Delacrétaz, and Douglas A. Reynolds · 2004
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A tutorial on text-independent speaker verification
Frédéric Bimbot, Jean-François Bonastre, Corinne Fredouille, Guillaume Gravier, Ivan Magrin-Chagnolleau, Sylvain Meignier, Téva Merlin, Javier Ortega-Garcia, Dijana Petrovska-Delacrétaz, and Douglas A. Reynolds · 2004
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The phonology of tone and intonation
Carlos Gussenhoven et al · 2004
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Calibrating noise to sensitivity in private data analysis
Cynthia Dwork, Frank McSherry, Kobbi Nissim, and Adam D. Smith · 2006
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Modeling prosodic features with joint factor analysis for speaker verification
Najim Dehak, Pierre Dumouchel, and Patrick Kenny · 2007
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What Can We Learn Privately?
Shiva Prasad Kasiviswanathan, Homin K. Lee, Kobbi Nissim, Sofya Raskhodnikova, and Adam D. Smith · 2008
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Extraction and representation of prosodic features for language and speaker recognition
Leena Mary and Bayya Yegnanarayana · 2008
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A spectral/temporal method for robust fundamental frequency tracking
Stephen A Zahorian and Hongbing Hu · 2008
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Affinity propagation: clustering data by passing messages
Delbert Dueck · 2009
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Bayesian speaker verification with heavy-tailed priors
Patrick Kenny · 2010
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The kaldi speech recognition toolkit
Daniel Povey, Arnab Ghoshal, Gilles Boulianne, Lukas Burget, Ondrej Glembek, Nagendra Goel, Mirko Hannemann, Petr Motlicek, Yanmin Qian, Petr Schwarz, et al · 2011
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Improved bottleneck features using pretrained deep neural networks
Dong Yu and Michael L. Seltzer · 2011
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Local privacy and statistical minimax rates
John C Duchi, Michael I Jordan, and Martin J Wainwright · 2013
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Speech recognition with deep recurrent neural networks
Alex Graves, Abdel-rahman Mohamed, and Geoffrey E. Hinton · 2013
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Speaker adaptation of neural network acoustic models using i-vectors
George Saon, Hagen Soltau, David Nahamoo, and Michael Picheny · 2013
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The algorithmic foundations of differential privacy
Cynthia Dwork and Aaron Roth · 2014
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Online speaker de-identification using voice transformation
Miran Pobar and Ivo Ipsic · 2014
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Data augmentation, feature combination, and multilingual neural networks to improve ASR and KWS performance for low-resource languages
Zoltán Tüske, Pavel Golik, David Nolden, Ralf Schlüter, and Hermann Ney · 2014
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Speaker recognition by machines and humans: A tutorial review
John H. L. Hansen and Taufiq Hasan · 2015
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Speaker de-identification using diphone recognition and speech synthesis
Tadej Justin, Vitomir Struc, Simon Dobrisek, Bostjan Vesnicer, Ivo Ipsic, and France Mihelic · 2015
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The composition theorem for differential privacy
Peter Kairouz, Sewoong Oh, and Pramod Viswanath · 2015
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Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba · 2015
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Librispeech: An ASR corpus based on public domain audio books
Vassil Panayotov, Guoguo Chen, Daniel Povey, and Sanjeev Khudanpur · 2015
Cited alongside, same era.
Deep speech 2 : End-to-end speech recognition in english and mandarin
Dario Amodei, Sundaram Ananthanarayanan, Rishita Anubhai, Jingliang Bai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski, Adam Coates, Greg Diamos, Erich Elsen, Jesse H. Engel, Linxi Fan, Christopher Fougner, Awni Y. Hannun, Billy Jun, Tony Han, Patrick LeGresley, Xiangang Li, Libby Lin, Sharan Narang, Andrew Y. Ng, Sherjil Ozair, Ryan Prenger, Sheng Qian, Jonathan Raiman, Sanjeev Satheesh, David Seetapun, Shubho Sengupta, Chong Wang, Yi Wang, Zhiqian Wang, Bo Xiao, Yan Xie, Dani Yogatama, Jun Zhan, and Zhenyao Zhu · 2016
Cited alongside, same era.
Purely sequence-trained neural networks for ASR based on lattice-free MMI
Daniel Povey, Vijayaditya Peddinti, Daniel Galvez, Pegah Ghahremani, Vimal Manohar, Xingyu Na, Yiming Wang, and Sanjeev Khudanpur · 2016
Cited alongside, same era.
Automatic Speech Recognition
Dong Yu and Li Deng · 2016
Cited alongside, same era.
General framework to evaluate unlinkability in biometric template protection systems
Marta Gomez-Barrero, Javier Galbally, Christian Rathgeb, and Christoph Busch · 2017
Speaker information modification in the VoicePrivacy 2020 toolchain
Pierre Champion, Denis Jouvet, and Anthony Larcher · 2020
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Improving speech recognition using GAN-based speech synthesis and contrastive unspoken text selection
Zhehuai Chen, Andrew Rosenberg, Yu Zhang, Gary Wang, Bhuvana Ramabhadran, and Pedro J. Moreno · 2020
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Speaker de-identification system using autoencoders and adversarial training
Fernando M. Espinoza-Cuadros, Juan M. Perero-Codosero, Javier Antón-Martín, and Luis A. Hernández-Gómez · 2020
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Hiding Among the Clones: A Simple and Nearly Optimal Analysis of Privacy Amplification by Shuffling
Vitaly Feldman, Audra McMillan, and Kunal Talwar · 2020
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Privacy- and utility-preserving textual analysis via calibrated multivariate perturbations
Oluwaseyi Feyisetan, Borja Balle, Thomas Drake, and Tom Diethe · 2020
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Cited alongside, same era.
The U.S. census bureau adopts differential privacy
John M. Abowd · 2018
Cited alongside, same era.
Convolutional neural network based speaker de-identification
Fahimeh Bahmaninezhad, Chunlei Zhang, and John H. L. Hansen · 2018
Cited alongside, same era.
VoiceGuard: Secure and private speech processing
Ferdinand Brasser, Tommaso Frassetto, Korbinian Riedhammer, Ahmad-Reza Sadeghi, Thomas Schneider, and Christian Weinert · 2018
Cited alongside, same era.
Training neural speech recognition systems with synthetic speech augmentation
Jason Li, Ravi Gadde, Boris Ginsburg, and Vitaly Lavrukhin · 2018
Cited alongside, same era.
Semi-orthogonal low-rank matrix factorization for deep neural networks
Daniel Povey, Gaofeng Cheng, Yiming Wang, Ke Li, Hainan Xu, Mahsa Yarmohammadi, and Sanjeev Khudanpur · 2018
Cited alongside, same era.
X-vectors: Robust DNN embeddings for speaker recognition
David Snyder, Daniel Garcia-Romero, Gregory Sell, Daniel Povey, and Sanjeev Khudanpur · 2018
Cited alongside, same era.
Differential privacy has disparate impact on model accuracy
Eugene Bagdasaryan, Omid Poursaeed, and Vitaly Shmatikov · 2019
Cited alongside, same era.
Later among the works it cites.
Design of voice privacy system using linear prediction
Priyanka Gupta, Gauri P. Prajapati, Shrishti Singh, Madhu R. Kamble, and Hemant A. Patil · 2020
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Voice-indistinguishability: Protecting voiceprint in privacy-preserving speech data release
Yaowei Han, Sheng Li, Yang Cao, Qiang Ma, and Masatoshi Yoshikawa · 2020
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Auditing differentially private machine learning: How private is private sgd?
Matthew Jagielski, Jonathan R. Ullman, and Alina Oprea · 2020
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Learning robust and multilingual speech representations
Kazuya Kawakami, Luyu Wang, Chris Dyer, Phil Blunsom, and Aäron van den Oord · 2020
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Differentially private representation for NLP: formal guarantee and an empirical study on privacy and fairness
Lingjuan Lyu, Xuanli He, and Yitong Li · 2020
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A comparative study of speech anonymization metrics
Mohamed Maouche, Brij Mohan Lal Srivastava, Nathalie Vauquier, Aurélien Bellet, Marc Tommasi, and Emmanuel Vincent · 2020
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X-vector singular value modification and statistical-based decomposition with ensemble regression modeling for speaker anonymization system
Candy Olivia Mawalim, Kasorn Galajit, Jessada Karnjana, and Masashi Unoki · 2020
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Speaker anonymisation using the McAdams coefficient
Jose Patino, Natalia Tomashenko, Massimiliano Todisco, Andreas Nautsch, and Nicholas Evans · 2020
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Design choices for x-vector based speaker anonymization
Brij Mohan Lal Srivastava, Natalia A. Tomashenko, Xin Wang, Emmanuel Vincent, Junichi Yamagishi, Mohamed Maouche, Aurélien Bellet, and Marc Tommasi · 2020
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Evaluating voice conversion-based privacy protection against informed attackers
Brij Mohan Lal Srivastava, Nathalie Vauquier, Md. Sahidullah, Aurélien Bellet, Marc Tommasi, and Emmanuel Vincent · 2020
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Evaluating voice conversion-based privacy protection against informed attackers
Brij Mohan Lal Srivastava, Nathalie Vauquier, Md. Sahidullah, Aurélien Bellet, Marc Tommasi, and Emmanuel Vincent · 2020
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Introducing the VoicePrivacy initiative
Natalia A. Tomashenko, Brij Mohan Lal Srivastava, Xin Wang, Emmanuel Vincent, Andreas Nautsch, Junichi Yamagishi, Nicholas W. D. Evans, Jose Patino, Jean-François Bonastre, Paul-Gauthier Noé, and Massimiliano Todisco · 2020
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Henry Turner, Giulio Lovisotto, and Ivan Martinovic · 2020
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Speaker anonymization for personal information protection using voice conversion techniques
In-Chul Yoo, Keonnyeong Lee, Seong-Gyun Leem, Hyunwoo Oh, BongGu Ko, and Dongsuk Yook · 2020
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A study of F0 modification for x-vector based speech pseudonymization across gender
Pierre Champion, Denis Jouvet, and Anthony Larcher · 2021
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Enhancing Speech Privacy with Slicing
Mohamed Maouche, Brij Mohan Lal Srivastava, Nathalie Vauquier, Aurélien Bellet, Marc Tommasi, and Emmanuel Vincent · 2021
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Adversary instantiation: Lower bounds for differentially private machine learning
Milad Nasr, Shuang Song, Abhradeep Thakurta, Nicolas Papernot, and Nicholas Carlini · 2021
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Tempered sigmoid activations for deep learning with differential privacy
Nicolas Papernot, Abhradeep Thakurta, Shuang Song, Steve Chien, and Úlfar Erlingsson · 2021
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Modeling and training strategies for language recognition systems
Denis Jouvet Raphaël Duroselle, Md Sahidullah and Irina Illina · 2021
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Foolhd: Fooling speaker identification by highly imperceptible adversarial disturbances
Ali Shahin Shamsabadi, Francisco Sepúlveda Teixeira, Alberto Abad, Bhiksha Raj, Andrea Cavallaro, and Isabel Trancoso · 2021
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Privacy and utility of x-vector based speaker anonymization
Brij Mohan Lal Srivastava, Mohamed Maouche, Md Sahidullah, Emmanuel Vincent, Aurélien Bellet, Marc Tommasi, Natalia Tomashenko, Xin Wang, and Junichi Yamagishi · 2021
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The VoicePrivacy 2020 Challenge: Results and findings
Natalia A. Tomashenko, Xin Wang, Emmanuel Vincent, Jose Patino, Brij Mohan Lal Srivastava, Paul-Gauthier Noé, Andreas Nautsch, Nicholas W. D. Evans, Junichi Yamagishi, Benjamin O’Brien, Anaïs Chanclu, Jean-François Bonastre, Massimiliano Todisco, and Mohamed Maouche · 2022
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Feature learning for efficient ASR-free keyword spotting in low-resource languages
Ewald van der Westhuizen, Herman Kamper, Raghav Menon, John Quinn, and Thomas Niesler · 2022
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