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The VoicePrivacy 2020 Challenge: Results and findings

The VoicePrivacy 2020 Challenge: Results and findings

1 September 2021
N. Tomashenko
Xin Wang
Emmanuel Vincent
J. Patino
B. M. L. Srivastava
Paul-Gauthier Noé
A. Nautsch
Nicholas W. D. Evans
Junichi Yamagishi
Benjamin O’Brien
Anais Chanclu
J. Bonastre
Massimiliano Todisco
Mohamed Maouche
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Papers citing "The VoicePrivacy 2020 Challenge: Results and findings"

50 / 52 papers shown
Title
Inference Attacks for X-Vector Speaker Anonymization
Inference Attacks for X-Vector Speaker Anonymization
L. A. Bauer
Wenxuan Bao
Malvika Jadhav
Vincent Bindschaedler
17
0
0
13 May 2025
Perceptual Implications of Automatic Anonymization in Pathological Speech
Perceptual Implications of Automatic Anonymization in Pathological Speech
Soroosh Tayebi Arasteh
Saba Afza
Tri-Thien Nguyen
Lukas Buess
Maryam Parvin
...
Thomas Gorges
E. Noeth
Maria Schuster
S. Yang
Andreas K. Maier
22
0
0
01 May 2025
Quantifying Source Speaker Leakage in One-to-One Voice Conversion
Quantifying Source Speaker Leakage in One-to-One Voice Conversion
Scott Wellington
Xuechen Liu
Junichi Yamagishi
28
0
0
22 Apr 2025
Analysis of Speech Temporal Dynamics in the Context of Speaker
  Verification and Voice Anonymization
Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization
N. Tomashenko
Emmanuel Vincent
Marc Tommasi
36
0
0
22 Dec 2024
The First VoicePrivacy Attacker Challenge Evaluation Plan
The First VoicePrivacy Attacker Challenge Evaluation Plan
N. Tomashenko
Xiaoxiao Miao
Emmanuel Vincent
Junichi Yamagishi
96
2
0
09 Oct 2024
Voice Conversion-based Privacy through Adversarial Information Hiding
Voice Conversion-based Privacy through Adversarial Information Hiding
J. Webber
O. Watts
G. Henter
Jennifer Williams
Simon King
40
0
0
23 Sep 2024
Adapting General Disentanglement-Based Speaker Anonymization for Enhanced Emotion Preservation
Adapting General Disentanglement-Based Speaker Anonymization for Enhanced Emotion Preservation
Xiaoxiao Miao
Yuxiang Zhang
Xin Wang
N. Tomashenko
D. Soh
Ian Mcloughlin
36
1
0
12 Aug 2024
MaskAnyone Toolkit: Offering Strategies for Minimizing Privacy Risks and
  Maximizing Utility in Audio-Visual Data Archiving
MaskAnyone Toolkit: Offering Strategies for Minimizing Privacy Risks and Maximizing Utility in Audio-Visual Data Archiving
B. Owoyele
Martin Schilling
Rohan Sawahn
Niklas Kaemer
Pavel Zherebenkov
Bhuvanesh Verma
Wim Pouw
Gerard de Melo
22
0
0
06 Aug 2024
Navigating the United States Legislative Landscape on Voice Privacy:
  Existing Laws, Proposed Bills, Protection for Children, and Synthetic Data
  for AI
Navigating the United States Legislative Landscape on Voice Privacy: Existing Laws, Proposed Bills, Protection for Children, and Synthetic Data for AI
Satwik Dutta
John H. L. Hansen
AILaw
16
0
0
29 Jul 2024
Overview of Speaker Modeling and Its Applications: From the Lens of Deep
  Speaker Representation Learning
Overview of Speaker Modeling and Its Applications: From the Lens of Deep Speaker Representation Learning
Shuai Wang
Zheng-Shou Chen
Kong Aik Lee
Yan-min Qian
Haizhou Li
26
4
0
21 Jul 2024
A Benchmark for Multi-speaker Anonymization
A Benchmark for Multi-speaker Anonymization
Xiaoxiao Miao
Ruijie Tao
Chang Zeng
Xin Wang
44
1
0
08 Jul 2024
Probing the Feasibility of Multilingual Speaker Anonymization
Probing the Feasibility of Multilingual Speaker Anonymization
Sarina Meyer
Florian Lux
Ngoc Thang Vu
39
3
0
03 Jul 2024
Multi-speaker Text-to-speech Training with Speaker Anonymized Data
Multi-speaker Text-to-speech Training with Speaker Anonymized Data
Wen-Chin Huang
Yi-Chiao Wu
T. Toda
35
1
0
20 May 2024
The Impact of Speech Anonymization on Pathology and Its Limits
The Impact of Speech Anonymization on Pathology and Its Limits
Soroosh Tayebi Arasteh
T. Arias-Vergara
Paula Andrea Pérez-Toro
Tobias Weise
Kai Packhaeuser
Maria Schuster
E. Noeth
Andreas K. Maier
Seung Hee Yang
41
2
0
11 Apr 2024
The VoicePrivacy 2024 Challenge Evaluation Plan
The VoicePrivacy 2024 Challenge Evaluation Plan
N. Tomashenko
Xiaoxiao Miao
Pierre Champion
Sarina Meyer
Xin Wang
Emmanuel Vincent
Michele Panariello
Nicholas W. D. Evans
Junichi Yamagishi
Massimiliano Todisco
36
21
0
03 Apr 2024
Exploratory Evaluation of Speech Content Masking
Exploratory Evaluation of Speech Content Masking
Jennifer Williams
Karla Pizzi
Paul-Gauthier Noé
Sneha Das
15
2
0
08 Jan 2024
VoiceLens: Controllable Speaker Generation and Editing with Flow
VoiceLens: Controllable Speaker Generation and Editing with Flow
Yao Shi
Ming Li
BDL
17
1
0
25 Sep 2023
VoicePAT: An Efficient Open-source Evaluation Toolkit for Voice Privacy
  Research
VoicePAT: An Efficient Open-source Evaluation Toolkit for Voice Privacy Research
Sarina Meyer
Xiaoxiao Miao
Ngoc Thang Vu
26
6
0
14 Sep 2023
SynVox2: Towards a privacy-friendly VoxCeleb2 dataset
SynVox2: Towards a privacy-friendly VoxCeleb2 dataset
Xiaoxiao Miao
Xin Eric Wang
Erica Cooper
Junichi Yamagishi
Nicholas W. D. Evans
Massimiliano Todisco
J. Bonastre
Mickael Rouvier
17
5
0
12 Sep 2023
Evaluation of the Speech Resynthesis Capabilities of the VoicePrivacy
  Challenge Baseline B1
Evaluation of the Speech Resynthesis Capabilities of the VoicePrivacy Challenge Baseline B1
Ünal Ege Gaznepoglu
Nils Peters
22
0
0
22 Aug 2023
Vocoder drift compensation by x-vector alignment in speaker
  anonymisation
Vocoder drift compensation by x-vector alignment in speaker anonymisation
Michele Panariello
Massimiliano Todisco
Nicholas W. D. Evans
27
2
0
17 Jul 2023
Long-term Conversation Analysis: Exploring Utility and Privacy
Long-term Conversation Analysis: Exploring Utility and Privacy
F. Nespoli
Jule Pohlhausen
Patrick A. Naylor
Joerg Bitzer
11
0
0
28 Jun 2023
Two-Stage Voice Anonymization for Enhanced Privacy
Two-Stage Voice Anonymization for Enhanced Privacy
F. Nespoli
Daniel Barreda
Joerg Bitzer
Patrick A. Naylor
19
3
0
28 Jun 2023
Unlocking Foundation Models for Privacy-Enhancing Speech Understanding:
  An Early Study on Low Resource Speech Training Leveraging Label-guided
  Synthetic Speech Content
Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content
Tiantian Feng
Digbalay Bose
Xuan Shi
Shrikanth Narayanan
31
1
0
13 Jun 2023
Speaker anonymization using orthogonal Householder neural network
Speaker anonymization using orthogonal Householder neural network
Xiaoxiao Miao
Xin Wang
Erica Cooper
Junichi Yamagishi
N. Tomashenko
BDL
19
18
0
30 May 2023
Federated learning for secure development of AI models for Parkinson's
  disease detection using speech from different languages
Federated learning for secure development of AI models for Parkinson's disease detection using speech from different languages
Soroosh Tayebi Arasteh
C. D. Ríos-Urrego
E. Noeth
Andreas K. Maier
Seung Hee Yang
J. Rusz
J. Orozco-Arroyave
FedML
31
13
0
18 May 2023
Privacy in Speech Technology
Privacy in Speech Technology
Tomas Bäckström
19
4
0
09 May 2023
On the Impact of Voice Anonymization on Speech Diagnostic Applications:
  a Case Study on COVID-19 Detection
On the Impact of Voice Anonymization on Speech Diagnostic Applications: a Case Study on COVID-19 Detection
Yi Zhu
Mohamed Imoussaïne-Aïkous
Carolyn Côté-Lussier
Tiago H. Falk
18
4
0
05 Apr 2023
A False Sense of Privacy: Towards a Reliable Evaluation Methodology for
  the Anonymization of Biometric Data
A False Sense of Privacy: Towards a Reliable Evaluation Methodology for the Anonymization of Biometric Data
Simon Hanisch
Julian Todt
J. Patino
Nicholas W. D. Evans
Thorsten Strufe
CVBM
21
5
0
04 Apr 2023
Federated Learning for ASR based on Wav2vec 2.0
Federated Learning for ASR based on Wav2vec 2.0
Tuan Nguyen
Salima Mdhaffar
N. Tomashenko
J. Bonastre
Yannick Esteve
FedML
34
10
0
20 Feb 2023
A Review of Speech-centric Trustworthy Machine Learning: Privacy,
  Safety, and Fairness
A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness
Tiantian Feng
Rajat Hebbar
Nicholas Mehlman
Xuan Shi
Aditya Kommineni
and Shrikanth Narayanan
35
31
0
18 Dec 2022
Expressive-VC: Highly Expressive Voice Conversion with Attention Fusion
  of Bottleneck and Perturbation Features
Expressive-VC: Highly Expressive Voice Conversion with Attention Fusion of Bottleneck and Perturbation Features
Ziqian Ning
Qicong Xie
Pengcheng Zhu
Zhichao Wang
Liumeng Xue
Jixun Yao
Linfu Xie
Mengxiao Bi
11
16
0
09 Nov 2022
Distinguishable Speaker Anonymization based on Formant and Fundamental
  Frequency Scaling
Distinguishable Speaker Anonymization based on Formant and Fundamental Frequency Scaling
Jixun Yao
Qing Wang
Yi Lei
Pengcheng Guo
Linfu Xie
Namin Wang
Jie Liu
25
13
0
06 Nov 2022
VoicePrivacy 2022 System Description: Speaker Anonymization with
  Feature-matched F0 Trajectories
VoicePrivacy 2022 System Description: Speaker Anonymization with Feature-matched F0 Trajectories
Ünal Ege Gaznepoglu
Anna Leschanowsky
Nils Peters
13
7
0
31 Oct 2022
Fantômas: Understanding Face Anonymization Reversibility
Fantômas: Understanding Face Anonymization Reversibility
Julian Todt
Simon Hanisch
Thorsten Strufe
PICV
CVBM
23
4
0
19 Oct 2022
An Experimental Study on Private Aggregation of Teacher Ensemble
  Learning for End-to-End Speech Recognition
An Experimental Study on Private Aggregation of Teacher Ensemble Learning for End-to-End Speech Recognition
Chao-Han Huck Yang
I-Fan Chen
A. Stolcke
Sabato Marco Siniscalchi
Chin-Hui Lee
14
2
0
11 Oct 2022
NWPU-ASLP System for the VoicePrivacy 2022 Challenge
NWPU-ASLP System for the VoicePrivacy 2022 Challenge
Jixun Yao
Qing Wang
Li Lyna Zhang
Pengcheng Guo
Yuhao Liang
Linfu Xie
PICV
21
16
0
24 Sep 2022
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice Conversion
DeID-VC: Speaker De-identification via Zero-shot Pseudo Voice Conversion
Ruibin Yuan
Yuxuan Wu
Jacob Li
Jaxter Kim
24
5
0
09 Sep 2022
OOD-Probe: A Neural Interpretation of Out-of-Domain Generalization
OOD-Probe: A Neural Interpretation of Out-of-Domain Generalization
Zining Zhu
Soroosh Shahtalebi
Frank Rudzicz
21
4
0
25 Aug 2022
Sotto Voce: Federated Speech Recognition with Differential Privacy
  Guarantees
Sotto Voce: Federated Speech Recognition with Differential Privacy Guarantees
Michael Shoemate
Kevin Jett
Ethan Cowan
Sean Colbath
James Honaker
P. Muthukumar
FedML
6
5
0
16 Jul 2022
Speaker Anonymization with Phonetic Intermediate Representations
Speaker Anonymization with Phonetic Intermediate Representations
Sarina Meyer
Florian Lux
Pavel Denisov
Julia Koch
Pascal Tilli
Ngoc Thang Vu
13
27
0
11 Jul 2022
Exact Prosody Cloning in Zero-Shot Multispeaker Text-to-Speech
Exact Prosody Cloning in Zero-Shot Multispeaker Text-to-Speech
Florian Lux
Julia Koch
Ngoc Thang Vu
18
19
0
24 Jun 2022
The VoicePrivacy 2020 Challenge Evaluation Plan
The VoicePrivacy 2020 Challenge Evaluation Plan
N. Tomashenko
B. M. L. Srivastava
Xin Wang
Emmanuel Vincent
A. Nautsch
...
Nicholas W. D. Evans
J. Patino
J. Bonastre
Paul-Gauthier Noé
Massimiliano Todisco
21
43
0
14 May 2022
The effect of speech pathology on automatic speaker verification -- a
  large-scale study
The effect of speech pathology on automatic speaker verification -- a large-scale study
Soroosh Tayebi Arasteh
Tobias Weise
Maria Schuster
E. Noeth
Andreas K. Maier
Seung Hee Yang
17
8
0
13 Apr 2022
Self-Supervised Speech Representations Preserve Speech Characteristics
  while Anonymizing Voices
Self-Supervised Speech Representations Preserve Speech Characteristics while Anonymizing Voices
Abner Hernandez
Paula Andrea Pérez-Toro
Juan Camilo Vásquez-Correa
J. Orozco-Arroyave
Andreas K. Maier
S. Yang
14
1
0
04 Apr 2022
Analyzing Language-Independent Speaker Anonymization Framework under
  Unseen Conditions
Analyzing Language-Independent Speaker Anonymization Framework under Unseen Conditions
Xiaoxiao Miao
Xin Wang
Erica Cooper
Junichi Yamagishi
N. Tomashenko
6
10
0
28 Mar 2022
The VoicePrivacy 2022 Challenge Evaluation Plan
The VoicePrivacy 2022 Challenge Evaluation Plan
N. Tomashenko
Xin Wang
Xiaoxiao Miao
Hubert Nourtel
Pierre Champion
Massimiliano Todisco
Emmanuel Vincent
Nicholas W. D. Evans
Junichi Yamagishi
J. Bonastre
16
62
0
23 Mar 2022
Language-Independent Speaker Anonymization Approach using
  Self-Supervised Pre-Trained Models
Language-Independent Speaker Anonymization Approach using Self-Supervised Pre-Trained Models
Xiaoxiao Miao
Xin Wang
Erica Cooper
Junichi Yamagishi
N. Tomashenko
56
25
0
26 Feb 2022
Differentially Private Speaker Anonymization
Differentially Private Speaker Anonymization
Ali Shahin Shamsabadi
B. M. L. Srivastava
A. Bellet
Nathalie Vauquier
Emmanuel Vincent
Mohamed Maouche
Marc Tommasi
Nicolas Papernot
MIACV
36
32
0
23 Feb 2022
Privacy attacks for automatic speech recognition acoustic models in a
  federated learning framework
Privacy attacks for automatic speech recognition acoustic models in a federated learning framework
N. Tomashenko
Salima Mdhaffar
Marc Tommasi
Yannick Esteve
J. Bonastre
31
25
0
06 Nov 2021
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