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相关论文: Black-box Attacks on Automatic Speaker Verificatio…

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Speaker adaptation systems face privacy concerns, for such systems are trained on private datasets and often overfitting. This paper demonstrates that an attacker can extract speaker information by querying speaker-adapted speech…

音频与语音处理 · 电气工程与系统科学 2023-11-20 Xiaojiao Chen , Sheng Li , Jiyi Li , Hao Huang , Yang Cao , Liang He

Automatic speaker verification (ASV) is the process to recognize persons using voice as biometric. The ASV systems show considerable recognition performance with sufficient amount of speech from matched condition. One of the crucial…

多媒体 · 计算机科学 2018-12-04 Arnab Poddar , Md Sahidullah , Goutam Saha

For practical automatic speaker verification (ASV) systems, replay attack poses a true risk. By replaying a pre-recorded speech signal of the genuine speaker, ASV systems tend to be easily fooled. An effective replay detection method is…

声音 · 计算机科学 2017-06-08 Lantian Li , Yixiang Chen , Dong Wang , Thomas Fang Zheng

Speech data conveys sensitive speaker attributes like identity or accent. With a small amount of found data, such attributes can be inferred and exploited for malicious purposes: voice cloning, spoofing, etc. Anonymization aims to make the…

A targeted adversarial attack produces audio samples that can force an Automatic Speech Recognition (ASR) system to output attacker-chosen text. To exploit ASR models in real-world, black-box settings, an adversary can leverage the…

机器学习 · 计算机科学 2022-09-30 Raphael Olivier , Hadi Abdullah , Bhiksha Raj

Automatic Speaker Verification systems are gaining popularity these days; spoofing attacks are of prime concern as they make these systems vulnerable. Some spoofing attacks like Replay attacks are easier to implement but are very hard to…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Rahul T P , P R Aravind , Ranjith C , Usamath Nechiyil , Nandakumar Paramparambath

ASVspoof 5 is the fifth edition in a series of challenges which promote the study of speech spoofing and deepfake detection solutions. A significant change from previous challenge editions is a new crowdsourced database collected from a…

Automatic speaker verification (ASV), one of the most important technology for biometric identification, has been widely adopted in security-critical applications. However, ASV is seriously vulnerable to recently emerged adversarial…

声音 · 计算机科学 2022-05-23 Haibin Wu , Po-chun Hsu , Ji Gao , Shanshan Zhang , Shen Huang , Jian Kang , Zhiyong Wu , Helen Meng , Hung-yi Lee

Fusing outputs from automatic speaker verification (ASV) and spoofing countermeasure (CM) is expected to make an integrated system robust to zero-effort imposters and synthesized spoofing attacks. Many score-level fusion methods have been…

音频与语音处理 · 电气工程与系统科学 2024-09-25 Xin Wang , Tomi Kinnunen , Kong Aik Lee , Paul-Gauthier Noé , Junichi Yamagishi

Spoofing detection for automatic speaker verification (ASV), which is to discriminate between live speech and attacks, has received increasing attentions recently. However, all the previous studies have been done on the clean data without…

机器学习 · 计算机科学 2016-02-10 Xiaohai Tian , Zhizheng Wu , Xiong Xiao , Eng Siong Chng , Haizhou Li

Voice-based human-machine interfaces with an automatic speaker verification (ASV) component are commonly used in the market. However, the threat from presentation attacks is also growing since attackers can use recent speech synthesis…

音频与语音处理 · 电气工程与系统科学 2022-01-11 Xin Wang , Junichi Yamagishi

ASVspoof challenges are designed to advance the understanding of spoofing speech attacks and encourage the development of robust countermeasure systems. These challenges provide a standardized database for assessing and comparing…

音频与语音处理 · 电气工程与系统科学 2025-10-07 Avishai Weizman , Yehuda Ben-Shimol , Itshak Lapidot

This paper describes the UZH-CL system submitted to the SASV section of the WildSpoof 2026 challenge. The challenge focuses on the integrated defense against generative spoofing attacks by requiring the simultaneous verification of speaker…

音频与语音处理 · 电气工程与系统科学 2026-01-27 Aref Farhadipour , Ming Jin , Valeriia Vyshnevetska , Xiyang Li , Elisa Pellegrino , Srikanth Madikeri

Malicious actors may seek to use different voice-spoofing attacks to fool ASV systems and even use them for spreading misinformation. Various countermeasures have been proposed to detect these spoofing attacks. Due to the extensive work…

音频与语音处理 · 电气工程与系统科学 2022-11-23 Awais Khan , Khalid Mahmood Malik , James Ryan , Mikul Saravanan

Recently, automatic speaker verification (ASV) based on deep learning is easily contaminated by adversarial attacks, which is a new type of attack that injects imperceptible perturbations to audio signals so as to make ASV produce wrong…

音频与语音处理 · 电气工程与系统科学 2024-07-10 Yibo Bai , Xiao-Lei Zhang , Xuelong Li

Modern text-to-speech (TTS) and voice conversion (VC) systems produce natural sounding speech that questions the security of automatic speaker verification (ASV). This makes detection of such synthetic speech very important to safeguard ASV…

音频与语音处理 · 电气工程与系统科学 2020-09-22 Zhenzong Wu , Rohan Kumar Das , Jichen Yang , Haizhou Li

Spoofing-robust automatic speaker verification (SASV) seeks to build automatic speaker verification systems that are robust against both zero-effort impostor attacks and sophisticated spoofing techniques such as voice conversion (VC) and…

音频与语音处理 · 电气工程与系统科学 2026-02-17 Amro Asali , Yehuda Ben-Shimol , Itshak Lapidot

Recently, many novel techniques have been introduced to deal with spoofing attacks, and achieve promising countermeasure (CM) performances. However, these works only take the stand-alone CM models into account. Nowadays, a spoofing aware…

声音 · 计算机科学 2022-03-30 Haibin Wu , Lingwei Meng , Jiawen Kang , Jinchao Li , Xu Li , Xixin Wu , Hung-yi Lee , Helen Meng

As automatic speaker verification (ASV) systems are vulnerable to spoofing attacks, they are typically used in conjunction with spoofing countermeasure (CM) systems to improve security. For example, the CM can first determine whether the…

声音 · 计算机科学 2022-01-25 Anssi Kanervisto , Ville Hautamäki , Tomi Kinnunen , Junichi Yamagishi

An attacker may use a variety of techniques to fool an automatic speaker verification system into accepting them as a genuine user. Anti-spoofing methods meanwhile aim to make the system robust against such attacks. The ASVspoof 2017…

音频与语音处理 · 电气工程与系统科学 2018-11-01 Cheng-I Lai , Alberto Abad , Korin Richmond , Junichi Yamagishi , Najim Dehak , Simon King