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Statistical methods protecting sensitive information or the identity of the data owner have become critical to ensure privacy of individuals as well as of organizations. This paper investigates anonymization methods based on representation…

机器学习 · 统计学 2018-02-27 Clément Feutry , Pablo Piantanida , Yoshua Bengio , Pierre Duhamel

Recordings in everyday life require privacy preservation of the speech content and speaker identity. This contribution explores the influence of noise and reverberation on the trade-off between privacy and utility for low-cost…

音频与语音处理 · 电气工程与系统科学 2026-02-04 Jule Pohlhausen , Francesco Nespoli , Joerg Bitzer

Faced with the threat of identity leakage during voice data publishing, users are engaged in a privacy-utility dilemma when enjoying convenient voice services. Existing studies employ direct modification or text-based re-synthesis to…

声音 · 计算机科学 2022-11-11 Meng Chen , Li Lu , Jiadi Yu , Yingying Chen , Zhongjie Ba , Feng Lin , Kui Ren

Speaker anonymization is an effective privacy protection solution that conceals the speaker's identity while preserving the linguistic content and paralinguistic information of the original speech. To establish a fair benchmark and…

音频与语音处理 · 电气工程与系统科学 2025-02-05 Jixun Yao , Nikita Kuzmin , Qing Wang , Pengcheng Guo , Ziqian Ning , Dake Guo , Kong Aik Lee , Eng-Siong Chng , Lei Xie

Speech anonymization and de-identification have garnered significant attention recently, especially in the healthcare area including telehealth consultations, patient voiceprint matching, and patient real-time monitoring. Speaker identity…

声音 · 计算机科学 2023-12-27 Ming Cheng , Xingjian Diao , Shitong Cheng , Wenjun Liu

The increasing capabilities of deep neural networks for re-identification, combined with the rise in public surveillance in recent years, pose a substantial threat to individual privacy. Event cameras were initially considered as a…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Katharina Bendig , René Schuster , Nicole Thiemer , Karen Joisten , Didier Stricker

There are currently two approaches to anonymization: "utility first" (use an anonymization method with suitable utility features, then empirically evaluate the disclosure risk and, if necessary, reduce the risk by possibly sacrificing some…

数据库 · 计算机科学 2015-01-20 Josep Domingo-Ferrer , Krishnamurty Muralidhar

Speech pseudonymization aims at altering a speech signal to map the identifiable personal characteristics of a given speaker to another identity. In other words, it aims to hide the source speaker identity while preserving the…

音频与语音处理 · 电气工程与系统科学 2021-01-22 Pierre Champion , Denis Jouvet , Anthony Larcher

In speech processing pipelines, improving the quality and intelligibility of real-world recordings is crucial. While supervised regression is the primary method for speech enhancement, audio tokenization is emerging as a promising…

声音 · 计算机科学 2025-07-18 Luca Della Libera , Cem Subakan , Mirco Ravanelli

The objective of this paper is to learn representations of speaker identity without access to manually annotated data. To do so, we develop a self-supervised learning objective that exploits the natural cross-modal synchrony between faces…

音频与语音处理 · 电气工程与系统科学 2020-05-05 Arsha Nagrani , Joon Son Chung , Samuel Albanie , Andrew Zisserman

Recognition systems are commonly designed to authenticate users at the access control levels of a system. A number of voice recognition methods have been developed using a pitch estimation process which are very vulnerable in low Signal to…

声音 · 计算机科学 2020-09-08 Aman Chadha , Divya Jyoti , M. Mani Roja

Information on speaker characteristics can be useful as side information in improving speaker recognition accuracy. However, such information is often private. This paper investigates how privacy-preserving learning can improve a speaker…

音频与语音处理 · 电气工程与系统科学 2020-08-07 Filip Granqvist , Matt Seigel , Rogier van Dalen , Áine Cahill , Stephen Shum , Matthias Paulik

In the era of big data, remarkable advancements have been achieved in personalized speech generation techniques that utilize speaker attributes, including voice and speaking style, to generate deepfake speech. This has also amplified global…

音频与语音处理 · 电气工程与系统科学 2025-09-10 Liping Chen , Kong Aik Lee , Zhen-Hua Ling , Xin Wang , Rohan Kumar Das , Tomoki Toda , Haizhou Li

This study focuses on the First VoicePrivacy Attacker Challenge within the ICASSP 2025 Signal Processing Grand Challenge, which aims to develop speaker verification systems capable of determining whether two anonymized speech signals are…

音频与语音处理 · 电气工程与系统科学 2025-01-14 Yanzhe Zhang , Zhonghao Bi , Feiyang Xiao , Xuefeng Yang , Qiaoxi Zhu , Jian Guan

The collection and use of personal data are becoming more common in today's data-driven culture. While there are many advantages to this, including better decision-making and service delivery, it also poses significant ethical issues around…

密码学与安全 · 计算机科学 2023-03-23 Constantinos Patsakis , Nikolaos Lykousas

In this work, we describe our submissions for the Voice Privacy Challenge 2024. Rather than proposing a novel speech anonymization system, we enhance the provided baselines to meet all required conditions and improve evaluated metrics.…

音频与语音处理 · 电气工程与系统科学 2024-10-11 Nikita Kuzmin , Hieu-Thi Luong , Jixun Yao , Lei Xie , Kong Aik Lee , Eng Siong Chng

In the contemporary data landscape characterized by multi-source data collection and third-party sharing, ensuring individual privacy stands as a critical concern. While various anonymization methods exist, their utility preservation and…

密码学与安全 · 计算机科学 2024-09-19 Katariina Perkonoja , Joni Virta

The goal of homomorphic encryption is to encrypt data such that another party can operate on it without being explicitly exposed to the content of the original data. We introduce an idea for a privacy-preserving transformation on natural…

计算与语言 · 计算机科学 2020-05-28 Zhifeng Hu , Serhii Havrylov , Ivan Titov , Shay B. Cohen

Users posting online expect to remain anonymous unless they have logged in, which is often needed for them to be able to discuss freely on various topics. Preserving the anonymity of a text's writer can be also important in some other…

计算与语言 · 计算机科学 2017-07-31 Georgi Karadjov , Tsvetomila Mihaylova , Yasen Kiprov , Georgi Georgiev , Ivan Koychev , Preslav Nakov

Automatic speech recognition systems have created exciting possibilities for applications, however they also enable opportunities for systematic eavesdropping. We propose a method to camouflage a person's voice over-the-air from these…

声音 · 计算机科学 2022-02-18 Mia Chiquier , Chengzhi Mao , Carl Vondrick