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Voice trigger detection is an important task, which enables activating a voice assistant when a target user speaks a keyword phrase. A detector is typically trained on speech data independent of speaker information and used for the voice…

Speaker recognition on household devices, such as smart speakers, features several challenges: (i) robustness across a vast number of heterogeneous domains (households), (ii) short utterances, (iii) possibly absent speaker labels of the…

音频与语音处理 · 电气工程与系统科学 2022-05-06 Alexey Sholokhov , Xuechen Liu , Md Sahidullah , Tomi Kinnunen

Neural evaluation metrics derived for numerous speech generation tasks have recently attracted great attention. In this paper, we propose SVSNet, the first end-to-end neural network model to assess the speaker voice similarity between…

音频与语音处理 · 电气工程与系统科学 2022-03-28 Cheng-Hung Hu , Yu-Huai Peng , Junichi Yamagishi , Yu Tsao , Hsin-Min Wang

Voice data generated on instant messaging or social media applications contains unique user voiceprints that may be abused by malicious adversaries for identity inference or identity theft. Existing voice anonymization techniques, e.g.,…

声音 · 计算机科学 2022-10-28 Jiangyi Deng , Fei Teng , Yanjiao Chen , Xiaofu Chen , Zhaohui Wang , Wenyuan Xu

A speaker verification (SV) system offers an authentication service designed to confirm whether a given speech sample originates from a specific speaker. This technology has paved the way for various personalized applications that cater to…

We revisit the privacy-utility tradeoff of x-vector speaker anonymization. Existing approaches quantify privacy through training complex speaker verification or identification models that are later used as attacks. Instead, we propose a…

密码学与安全 · 计算机科学 2025-05-15 Luke Bauer , Wenxuan Bao , Malvika Jadhav , Vincent Bindschaedler

Voice-based biometric systems are highly prone to spoofing attacks. Recently, various countermeasures have been developed for detecting different kinds of attacks such as replay, speech synthesis (SS) and voice conversion (VC). Most of the…

多媒体 · 计算机科学 2020-08-07 Dipjyoti Paul , Md Sahidullah , Goutam Saha

Automatic speaker verification, like every other biometric system, is vulnerable to spoofing attacks. Using only a few minutes of recorded voice of a genuine client of a speaker verification system, attackers can develop a variety of…

声音 · 计算机科学 2019-06-20 Balamurali BT , Kin Wah Edward Lin , Simon Lui , Jer-Ming Chen , Dorien Herremans

As the use of Voice Processing Systems (VPS) continues to become more prevalent in our daily lives through the increased reliance on applications such as commercial voice recognition devices as well as major text-to-speech software, the…

密码学与安全 · 计算机科学 2021-12-28 Robert Chang , Logan Kuo , Arthur Liu , Nader Sehatbakhsh

Website owners make conscious and unconscious decisions that affect their users, potentially exposing them to privacy and security risks in the process. In this paper we introduce PrivacyScore, an automated website scanning portal that…

密码学与安全 · 计算机科学 2017-10-12 Max Maass , Pascal Wichmann , Henning Pridöhl , Dominik Herrmann

The past few years have witnessed the significant advances of speech synthesis and voice conversion technologies. However, such technologies can undermine the robustness of broadly implemented biometric identification models and can be…

音频与语音处理 · 电气工程与系统科学 2022-02-16 Haibin Wu , Heng-Cheng Kuo , Naijun Zheng , Kuo-Hsuan Hung , Hung-Yi Lee , Yu Tsao , Hsin-Min Wang , Helen Meng

The social media revolution has produced a plethora of web services to which users can easily upload and share multimedia documents. Despite the popularity and convenience of such services, the sharing of such inherently personal data,…

音频与语音处理 · 电气工程与系统科学 2019-06-03 Fuming Fang , Xin Wang , Junichi Yamagishi , Isao Echizen , Massimiliano Todisco , Nicholas Evans , Jean-Francois Bonastre

The Multi-target Challenge aims to assess how well current speech technology is able to determine whether or not a recorded utterance was spoken by one of a large number of blacklisted speakers. It is a form of multi-target speaker…

音频与语音处理 · 电气工程与系统科学 2019-04-10 Suwon Shon , Najim Dehak , Douglas Reynolds , James Glass

Benchmarking initiatives support the meaningful comparison of competing solutions to prominent problems in speech and language processing. Successive benchmarking evaluations typically reflect a progressive evolution from ideal lab…

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

Speech models are often trained on sensitive data in order to improve model performance, leading to potential privacy leakage. Our work considers noise masking attacks, introduced by Amid et al. 2022, which attack automatic speech…

机器学习 · 计算机科学 2024-04-03 Matthew Jagielski , Om Thakkar , Lun Wang

Various forefront countermeasure methods for automatic speaker verification (ASV) with considerable performance in anti-spoofing are proposed in the ASVspoof 2019 challenge. However, previous work has shown that countermeasure models are…

音频与语音处理 · 电气工程与系统科学 2020-03-09 Haibin Wu , Songxiang Liu , Helen Meng , Hung-yi Lee

Speaker verification (SV) models are increasingly integrated into security, personalization, and access control systems, yet their robustness to many real-world challenges remains inadequately benchmarked. These include a variety of natural…

Voice anonymisation can be used to help protect speaker privacy when speech data is shared with untrusted others. In most practical applications, while the voice identity should be sanitised, other attributes such as the spoken content…

音频与语音处理 · 电气工程与系统科学 2024-08-09 Michele Panariello , Massimiliano Todisco , Nicholas Evans

Active authentication refers to a new mode of identity verification in which biometric indicators are continuously tested to provide real-time or near real-time monitoring of an authorized access to a service or use of a device. This is in…

音频与语音处理 · 电气工程与系统科学 2020-04-28 Zhong Meng , M Umair Bin Altaf , Biing-Hwang , Juang
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