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Multi-view clustering (MVC), which aims to separate the multi-view data into distinct clusters in an unsupervised manner, is a fundamental yet challenging task. To enhance its applicability in real-world scenarios, this paper addresses a…

机器学习 · 计算机科学 2025-11-18 Shihao Dong , Yue Liu , Xiaotong Zhou , Yuhui Zheng , Huiying Xu , Xinzhong Zhu

The availability of realistic simulated corpora is of key importance for the future progress of distant speech recognition technology. The reliability, flexibility and low computational cost of a data simulation process may ultimately allow…

音频与语音处理 · 电气工程与系统科学 2017-11-28 Mirco Ravanelli , Piergiorgio Svaizer , Maurizio Omologo

Fake audio detection is an emerging active topic. A growing number of literatures have aimed to detect fake utterance, which are mostly generated by Text-to-speech (TTS) or voice conversion (VC). However, countermeasures against…

声音 · 计算机科学 2024-09-02 Hao Gu , JiangYan Yi , Chenglong Wang , Yong Ren , Jianhua Tao , Xinrui Yan , Yujie Chen , Xiaohui Zhang

Neural models enjoy widespread use across a variety of tasks and have grown to become crucial components of many industrial systems. Despite their effectiveness and extensive popularity, they are not without their exploitable flaws.…

声音 · 计算机科学 2019-02-26 Krishan Rajaratnam , Jugal Kalita

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

Our goal is to collect a large-scale audio-visual dataset with low label noise from videos in the wild using computer vision techniques. The resulting dataset can be used for training and evaluating audio recognition models. We make three…

计算机视觉与模式识别 · 计算机科学 2020-09-28 Honglie Chen , Weidi Xie , Andrea Vedaldi , Andrew Zisserman

Audio watermarking embeds auxiliary information into speech while maintaining speaker identity, linguistic content, and perceptual quality. Although recent advances in neural and digital signal processing-based watermarking methods have…

声音 · 计算机科学 2026-03-17 Yigitcan Özer , Wanying Ge , Zhe Zhang , Xin Wang , Junichi Yamagishi

Current state-of-the-art (SOTA) codec-based audio synthesis systems can mimic anyone's voice with just a 3-second sample from that specific unseen speaker. Unfortunately, malicious attackers may exploit these technologies, causing misuse…

音频与语音处理 · 电气工程与系统科学 2024-06-12 Haibin Wu , Yuan Tseng , Hung-yi Lee

The advances in generative AI have enabled the creation of synthetic audio which is perceptually indistinguishable from real, genuine audio. Although this stellar progress enables many positive applications, it also raises risks of misuse,…

Voice Authentication (VA), also known as Automatic Speaker Verification (ASV), is a widely adopted authentication method, particularly in automated systems like banking services, where it serves as a secondary layer of user authentication.…

密码学与安全 · 计算机科学 2025-02-14 Eshaq Jamdar , Amith Kamath Belman

Replay attack is one of the most effective and simplest voice spoofing attacks. Detecting replay attacks is challenging, according to the Automatic Speaker Verification Spoofing and Countermeasures Challenge 2021 (ASVspoof 2021), because…

声音 · 计算机科学 2023-10-11 Xiangyu Shi , Yuhao Luo , Li Wang , Haorui He , Hao Li , Lei Wang , Zhizheng Wu

Recent text-to-speech (TTS) developments have made voice cloning (VC) more realistic, affordable, and easily accessible. This has given rise to many potential abuses of this technology, including Joe Biden's New Hampshire deepfake robocall.…

音频与语音处理 · 电气工程与系统科学 2025-08-29 Hashim Ali , Surya Subramani , Hafiz Malik

Recent advances in text-to-speech (TTS) systems, particularly those with voice cloning capabilities, have made voice impersonation readily accessible, raising ethical and legal concerns due to potential misuse for malicious activities like…

声音 · 计算机科学 2024-10-10 Hongbin Liu , Youzheng Chen , Arun Narayanan , Athula Balachandran , Pedro J. Moreno , Lun Wang

Cyber-physical systems (CPS) often rely on external communication for supervisory control or sensing. Unfortunately, these communications render the system vulnerable to cyber-attacks. Attacks that alter messages, such as replay attacks…

最优化与控制 · 数学 2019-09-19 Matthew Porter , Pedro Hespanhol , Anil Aswani , Matthew Johnson-Roberson , Ram Vasudevan

Cyber-physical systems (CPSs) in modern real-time applications integrate numerous control units linked through communication networks, each responsible for executing a mix of real-time safety-critical and non-critical tasks. To ensure…

系统与控制 · 电气工程与系统科学 2024-11-15 Arkaprava Sain , Sunandan Adhikary , Ipsita Koley , Soumyajit Dey

Voice assistants overhear conversations and a consent management mechanism is required. Consent management can be implemented using speaker recognition. Users that do not give consent enrol their voice and all their further recordings are…

声音 · 计算机科学 2024-10-28 Arash Shahmansoori , Utz Roedig

Voice authentication systems remain susceptible to two major threats: backdoor triggered attacks and targeted data poisoning attacks. This dual vulnerability is critical because conventional solutions typically address each threat type…

密码学与安全 · 计算机科学 2025-05-07 Alireza Mohammadi , Keshav Sood , Dhananjay Thiruvady , Asef Nazari

Voice cloning (VC)-resistant watermarking is an emerging technique for tracing and preventing unauthorized cloning. Existing methods effectively trace traditional VC models by training them on watermarked audio but fail in zero-shot VC…

声音 · 计算机科学 2025-06-02 Haiyun Li , Zhiyong Wu , Xiaofeng Xie , Jingran Xie , Yaoxun Xu , Hanyang Peng

This paper considers the problem to design physical watermark signals to protect a control system against replay attacks. We first define the replay attack model, where an adversary replays the previous sensory data in order to fool the…

系统与控制 · 计算机科学 2018-09-17 Hanxiao Liu , Jiaqi Yan , Yilin Mo , Karl Henrik Johansson

This work aims at intensifying text-independent speaker identification performance in real application situations such as noisy and emotional talking conditions. This is achieved by incorporating two different modules: a Computational…

声音 · 计算机科学 2021-02-12 Ali Bou Nassif , Ismail Shahin , Shibani Hamsa , Nawel Nemmour , Keikichi Hirose