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Voice conversion for speaker anonymization is an emerging concept for privacy protection. In a deep learning setting, this is achieved by extracting multiple features from speech, altering the speaker identity, and waveform synthesis.…

音频与语音处理 · 电气工程与系统科学 2023-06-30 Ünal Ege Gaznepoglu , Nils Peters

Speech data carries a range of personal information, such as the speaker's identity and emotional state. These attributes can be used for malicious purposes. With the development of virtual assistants, a new generation of privacy threats…

音频与语音处理 · 电气工程与系统科学 2023-05-04 Hubert Nourtel , Pierre Champion , Denis Jouvet , Anthony Larcher , Marie Tahon

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

Voice anonymisation aims to conceal the voice identity of speakers in speech recordings. Privacy protection is usually estimated from the difficulty of using a speaker verification system to re-identify the speaker post-anonymisation.…

音频与语音处理 · 电气工程与系统科学 2025-07-31 Michele Panariello , Sarina Meyer , Pierre Champion , Xiaoxiao Miao , Massimiliano Todisco , Ngoc Thang Vu , Nicholas Evans

In real-world applications, it is challenging to build a speaker verification system that is simultaneously robust against common threats, including spoofing attacks, channel mismatch, and domain mismatch. Traditional automatic speaker…

音频与语音处理 · 电气工程与系统科学 2024-09-11 Chang Zeng , Xiaoxiao Miao , Xin Wang , Erica Cooper , Junichi Yamagishi

Voice biometric systems based on automatic speaker verification (ASV) are exposed to \textit{spoofing} attacks which may compromise their security. To increase the robustness against such attacks, anti-spoofing or presentation attack…

音频与语音处理 · 电气工程与系统科学 2022-01-05 Alejandro Gomez-Alanis , Jose A. Gonzalez-Lopez , Antonio M. Peinado

Recently, speech assistant and speech verification have been used in many fields, which brings much benefit and convenience for us. However, when we enjoy these speech applications, our speech may be collected by attackers for speech…

密码学与安全 · 计算机科学 2025-09-03 Yuwen Pu , Zhou Feng , Chunyi Zhou , Jiahao Chen , Chunqiang Hu , Haibo Hu , Shouling Ji

Assistive technologies increasingly support independence, accessibility, and safety for older adults, people with disabilities, and individuals requiring continuous care. Two major categories are virtual assistive systems and robotic…

密码学与安全 · 计算机科学 2026-04-10 Nelly Elsayed

The growing reliance on large-scale speech data has made privacy protection a critical concern. However, existing anonymization approaches often degrade data utility, for example by disrupting acoustic continuity or reducing vocal…

音频与语音处理 · 电气工程与系统科学 2026-04-21 Yunchong Xiao , Yuxiang Zhao , Ziyang Ma , Shuai Wang , Kai Yu , Jiachun Liao , Xie Chen

Voice authentication has become an integral part in security-critical operations, such as bank transactions and call center conversations. The vulnerability of automatic speaker verification systems (ASVs) to spoofing attacks instigated the…

密码学与安全 · 计算机科学 2021-08-02 Andre Kassis , Urs Hengartner

Privacy-preserving voice protection approaches primarily suppress privacy-related information derived from paralinguistic attributes while preserving the linguistic content. Existing solutions focus particularly on single-speaker scenarios.…

声音 · 计算机科学 2025-03-28 Xiaoxiao Miao , Ruijie Tao , Chang Zeng , Xin Wang

Voice input has been tremendously improving the user experience of mobile devices by freeing our hands from typing on the small screen. Speech recognition is the key technology that powers voice input, and it is usually outsourced to the…

密码学与安全 · 计算机科学 2017-12-01 Jianwei Qian , Haohua Du , Jiahui Hou , Linlin Chen , Taeho Jung , Xiang-Yang Li , Yu Wang , Yanbo Deng

In this paper, we present AltVoice -- a system designed to help user's protect their privacy when using remotely accessed voice services. The system allows a user to conceal their true voice identity information with no cooperation from the…

密码学与安全 · 计算机科学 2022-02-15 Henry Turner , Giulio Lovisotto , Simon Eberz , Ivan Martinovic

In speaker anonymization, speech recordings are modified in a way that the identity of the speaker remains hidden. While this technology could help to protect the privacy of individuals around the globe, current research restricts this by…

计算与语言 · 计算机科学 2024-10-08 Sarina Meyer , Florian Lux , Ngoc Thang Vu

Collecting speech data is an important step in training speech recognition systems and other speech-based machine learning models. However, the issue of privacy protection is an increasing concern that must be addressed. The current study…

The VoicePrivacy initiative aims to promote the development of privacy preservation tools for speech technology by gathering a new community to define the tasks of interest and the evaluation methodology, and benchmarking solutions through…

Existing privacy-preserving speech representation learning methods target a single application domain. In this paper, we present a novel framework to anonymize utterance-level speech embeddings generated by pre-trained encoders and show its…

音频与语音处理 · 电气工程与系统科学 2023-10-27 Minh Tran , Mohammad Soleymani

The rapid proliferation of speech-enabled technologies, including virtual assistants, video conferencing platforms, and wearable devices, has raised significant privacy concerns, particularly regarding the inference of sensitive emotional…

密码学与安全 · 计算机科学 2025-02-11 Mohd. Farhan Israk Soumik , W. K. M. Mithsara , Abdur R. Shahid , Ahmed Imteaj

Data privacy is crucial when dealing with biometric data. Accounting for the latest European data privacy regulation and payment service directive, biometric template protection is essential for any commercial application. Ensuring…

密码学与安全 · 计算机科学 2019-07-16 Andreas Nautsch , Sergey Isadskiy , Jascha Kolberg , Marta Gomez-Barrero , Christoph Busch

Our voice encodes a uniquely identifiable pattern which can be used to infer private attributes, such as gender or identity, that an individual might wish not to reveal when using a speech recognition service. To prevent attribute inference…

声音 · 计算机科学 2022-07-05 Dimitrios Stoidis , Andrea Cavallaro