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相关论文: Speaker Anonymisation for Speech-based Suicide Ris…

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Early identification of suicide risk is crucial for preventing suicidal behaviors. As a result, the identification and study of patterns and markers related to suicide risk have become a key focus of current research. In this paper, we…

声音 · 计算机科学 2025-07-02 Yifan Gao , Jiao Fu , Long Guo , Hong Liu

Voice-enabled interactions provide more human-like experiences in many popular IoT systems. Cloud-based speech analysis services extract useful information from voice input using speech recognition techniques. The voice signal is a rich…

密码学与安全 · 计算机科学 2019-08-13 Ranya Aloufi , Hamed Haddadi , David Boyle

The secure transmission of speech information is a significant issue faced by many security professionals and individuals. By applying voice-encryption technique any kind of encrypted sensitive speech data such as password can be…

多媒体 · 计算机科学 2013-04-26 Rupa Patel , Urmila Shrawankar

The rising trend of using voice as a means of interacting with smart devices has sparked worries over the protection of users' privacy and data security. These concerns have become more pressing, especially after the European Union's…

音频与语音处理 · 电气工程与系统科学 2023-09-19 Suhita Ghosh , Yamini Sinha , Ingo Siegert , Sebastian Stober

Speaker diarization systems segment a conversation recording based on the speakers' identity. Such systems can misclassify the speaker of a portion of audio due to a variety of factors, such as speech pattern variation, background noise,…

声音 · 计算机科学 2024-06-26 Anurag Chowdhury , Abhinav Misra , Mark C. Fuhs , Monika Woszczyna

Suicide remains a public health challenge, necessitating improved detection methods to facilitate timely intervention and treatment. This systematic review evaluates the role of Artificial Intelligence (AI) and Machine Learning (ML) in…

音频与语音处理 · 电气工程与系统科学 2025-10-29 Ambre Marie , Marine Garnier , Thomas Bertin , Laura Machart , Guillaume Dardenne , Gwenolé Quellec , Sofian Berrouiguet

Protecting speaker identity is crucial for online voice applications, yet streaming speaker anonymization (SA) remains underexplored. Recent research has demonstrated that neural audio codec (NAC) provides superior speaker feature…

音频与语音处理 · 电气工程与系统科学 2026-02-06 Nikita Kuzmin , Songting Liu , Kong Aik Lee , Eng Siong Chng

Disentanglement-based speaker anonymization involves decomposing speech into a semantically meaningful representation, altering the speaker embedding, and resynthesizing a waveform using a neural vocoder. State-of-the-art systems of this…

音频与语音处理 · 电气工程与系统科学 2025-01-23 Ünal Ege Gaznepoglu , Nils Peters

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

Speech anonymisation aims to protect speaker identity by changing personal identifiers in speech while retaining linguistic content. Current methods fail to retain prosody and unique speech patterns found in elderly and pathological speech…

人工智能 · 计算机科学 2024-10-22 Suhita Ghosh , Melanie Jouaiti , Arnab Das , Yamini Sinha , Tim Polzehl , Ingo Siegert , Sebastian Stober

This paper presents a self-supervised method for visual detection of the active speaker in a multi-person spoken interaction scenario. Active speaker detection is a fundamental prerequisite for any artificial cognitive system attempting to…

计算机视觉与模式识别 · 计算机科学 2019-07-19 Kalin Stefanov , Jonas Beskow , Giampiero Salvi

Besides its linguistic content, our speech is rich in biometric information that can be inferred by classifiers. Learning privacy-preserving representations for speech signals enables downstream tasks without sharing unnecessary, private…

声音 · 计算机科学 2021-06-18 Dimitrios Stoidis , Andrea Cavallaro

We propose DarkStream, a streaming speech synthesis model for real-time speaker anonymization. To improve content encoding under strict latency constraints, DarkStream combines a causal waveform encoder, a short lookahead buffer, and…

音频与语音处理 · 电气工程与系统科学 2025-09-08 Waris Quamer , Ricardo Gutierrez-Osuna

In our previous work, we proposed a language-independent speaker anonymization system based on self-supervised learning models. Although the system can anonymize speech data of any language, the anonymization was imperfect, and the speech…

声音 · 计算机科学 2022-03-29 Xiaoxiao Miao , Xin Wang , Erica Cooper , Junichi Yamagishi , Natalia Tomashenko

Given the speech generation framework that represents the speaker attribute with an embedding vector, asynchronous voice anonymization can be achieved by modifying the speaker embedding derived from the original speech. However, the…

音频与语音处理 · 电气工程与系统科学 2025-10-08 Rui Wang , Liping Chen , Kong Aik Lee , Zhengpeng Zha , Zhenhua Ling

Navigating the challenges of data-driven speech processing, one of the primary hurdles is accessing reliable pathological speech data. While public datasets appear to offer solutions, they come with inherent risks of potential unintended…

The rapid spread of media content synthesis technology and the potentially damaging impact of audio and video deepfakes on people's lives have raised the need to implement systems able to detect these forgeries automatically. In this work…

声音 · 计算机科学 2022-11-01 Luigi Attorresi , Davide Salvi , Clara Borrelli , Paolo Bestagini , Stefano Tubaro

Speaker anonymization systems hide the identity of speakers while preserving other information such as linguistic content and emotions. To evaluate their privacy benefits, attacks in the form of automatic speaker verification (ASV) systems…

音频与语音处理 · 电气工程与系统科学 2026-05-21 Ünal Ege Gaznepoglu , Anna Leschanowsky , Ahmad Aloradi , Prachi Singh , Daniel Tenbrinck , Emanuël A. P. Habets , Nils Peters

Due to a constantly increasing amount of speech data that is stored in different types of databases, voice privacy has become a major concern. To respond to such concern, speech researchers have developed various methods for speaker…

声音 · 计算机科学 2022-04-01 Lauri Tavi , Tomi Kinnunen , Rosa González Hautamäki

While audio recordings in real life provide insights into social dynamics and conversational behavior, they also raise concerns about the privacy of personal, sensitive data. This article explores the effectiveness of restricting recordings…

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