The VoicePrivacy 2022 Challenge: Progress and perspectives in voice anonymisation

M Panariello, N Tomashenko, X Wang… - … on Audio, Speech …, 2024 - ieeexplore.ieee.org
The VoicePrivacy Challenge promotes the development of voice anonymisation solutions for
speech technology. In this paper we present a systematic overview and analysis of the …

The VoicePrivacy 2024 Challenge Evaluation Plan

N Tomashenko, X Miao, P Champion, S Meyer… - arxiv preprint arxiv …, 2024 - arxiv.org
The task of the challenge is to develop a voice anonymization system for speech data which
conceals the speaker's voice identity while protecting linguistic content and emotional states …

Differentially private speaker anonymization

AS Shamsabadi, BML Srivastava, A Bellet… - arxiv preprint arxiv …, 2022 - arxiv.org
Sharing real-world speech utterances is key to the training and deployment of voice-based
services. However, it also raises privacy risks as speech contains a wealth of personal data …

On-device speaker anonymization of acoustic embeddings for asr based onflexible location gradient reversal layer

MA Jalal, PP Parada, J Zhang, K Saravanan… - arxiv preprint arxiv …, 2023 - arxiv.org
Smart devices serviced by large-scale AI models necessitates user data transfer to the cloud
for inference. For speech applications, this means transferring private user information, eg …

How Private is Low-Frequency Speech Audio in the Wild? An Analysis of Verbal Intelligibility by Humans and Machines

A Liu, P Vunderink, JV Quiros, C Raman… - arxiv preprint arxiv …, 2024 - arxiv.org
Low-frequency audio has been proposed as a promising privacy-preserving modality to
study social dynamics in real-world settings. To this end, researchers have developed …

Privacy in Speech Technology

T Bäckström - arxiv preprint arxiv:2305.05227, 2023 - arxiv.org
Speech technology for communication, accessing information and services has rapidly
improved in quality. It is convenient and appealing because speech is the primary mode of …

[PDF][PDF] 4.5 Privacy enhancing technologies

M De Cock, Z Erkin… - Privacy in Speech …, 2022 - researchportal.vub.be
Privacy-enhancing technologies (PETs) provide technical building blocks for achieving
privacy by design and can be defined as technologies that embody fundamental data …

[ALINTI][C] Privacy-preserving Machine Learning for Remote Speech Processing

F Teixeira, A Abad, B Raj, I Trancoso - 2024 - PhD Thesis, IST-Universidade de …