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The first spoofing-aware speaker verification (SASV) challenge aims to integrate research efforts in speaker verification and anti-spoofing. We extend the speaker verification scenario by introducing spoofed trials to the usual set of…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-29 Jee-weon Jung , Hemlata Tak , Hye-jin Shim , Hee-Soo Heo , Bong-Jin Lee , Soo-Whan Chung , Ha-Jin Yu , Nicholas Evans , Tomi Kinnunen

Most people who have tried to learn a foreign language would have experienced difficulties understanding or speaking with a native speaker's accent. For native speakers, understanding or speaking a new accent is likewise a difficult task.…

Sound · Computer Science 2023-10-17 Mumin Jin , Prashant Serai , Jilong Wu , Andros Tjandra , Vimal Manohar , Qing He

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…

Sound · Computer Science 2022-11-01 Luigi Attorresi , Davide Salvi , Clara Borrelli , Paolo Bestagini , Stefano Tubaro

A number of studies have successfully developed speaker verification or presentation attack detection systems. However, studies integrating the two tasks remain in the preliminary stages. In this paper, we propose two approaches for…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-29 Hye-jin Shim , Jee-weon Jung , Ju-ho Kim , Seung-bin Kim , Ha-Jin Yu

Deep speech classification has achieved tremendous success and greatly promoted the emergence of many real-world applications. However, backdoor attacks present a new security threat to it, particularly with untrustworthy third-party…

Sound · Computer Science 2023-08-15 Zhe Ye , Terui Mao , Li Dong , Diqun Yan

Automatic speech verification (ASV) is the technology to determine the identity of a person based on their voice. While being convenient for identity verification, we should aim for the highest system security standard given that it is the…

Machine Learning · Computer Science 2020-12-16 Shentong Mo , Haofan Wang , Pinxu Ren , Ta-Chung Chi

It is now well-known that automatic speaker verification (ASV) systems can be spoofed using various types of adversaries. The usual approach to counteract ASV systems against such attacks is to develop a separate spoofing countermeasure…

Cryptography and Security · Computer Science 2024-01-30 Xuechen Liu , Md Sahidullah , Kong Aik Lee , Tomi Kinnunen

As audio deepfakes transition from research artifacts to widely available commercial tools, robust biometric authentication faces pressing security threats in high-stakes industries. This paper presents a systematic empirical evaluation of…

Sound · Computer Science 2026-01-07 Mengze Hong , Di Jiang , Zeying Xie , Weiwei Zhao , Guan Wang , Chen Jason Zhang

Speaker verification is to judge the similarity between two unknown voices in an open set, where the ideal speaker embedding should be able to condense discriminant information into a compact utterance-level representation that has small…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-10 Hongyu Wang , Hui Li , Bo Li

Voice-activated systems are integrated into a variety of desktop, mobile, and Internet-of-Things (IoT) devices. However, voice spoofing attacks, such as impersonation and replay attacks, in which malicious attackers synthesize the voice of…

Sound · Computer Science 2022-05-31 Hanqing Guo , Qiben Yan , Nikolay Ivanov , Ying Zhu , Li Xiao , Eric J. Hunter

Thanks to the growing availability of spoofing databases and rapid advances in using them, systems for detecting voice spoofing attacks are becoming more and more capable, and error rates close to zero are being reached for the ASVspoof2015…

Audio and Speech Processing · Electrical Eng. & Systems 2018-03-05 Jaime Lorenzo-Trueba , Fuming Fang , Xin Wang , Isao Echizen , Junichi Yamagishi , Tomi Kinnunen

Speech and speaker recognition systems are employed in a variety of applications, from personal assistants to telephony surveillance and biometric authentication. The wide deployment of these systems has been made possible by the improved…

Cryptography and Security · Computer Science 2020-07-22 Hadi Abdullah , Kevin Warren , Vincent Bindschaedler , Nicolas Papernot , Patrick Traynor

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…

Sound · Computer Science 2026-03-17 Yigitcan Özer , Wanying Ge , Zhe Zhang , Xin Wang , Junichi Yamagishi

In this work we introduce a semi-supervised approach to the voice conversion problem, in which speech from a source speaker is converted into speech of a target speaker. The proposed method makes use of both parallel and non-parallel…

Machine Learning · Statistics 2019-10-02 Cory Stephenson , Gokce Keskin , Anil Thomas , Oguz H. Elibol

Voice conversion (VC) systems can transform audio to mimic another speaker's voice, thereby attacking speaker verification (SV) systems. However, ongoing studies on source speaker verification (SSV) are hindered by limited data availability…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-08 Ze Li , Yuke Lin , Tian Yao , Hongbin Suo , Pengyuan Zhang , Yanzhen Ren , Zexin Cai , Hiromitsu Nishizaki , Ming Li

We address speaker-aware anti-spoofing, where prior knowledge of the target speaker is incorporated into a voice spoofing countermeasure (CM). In contrast to the frequently used speaker-independent solutions, we train the CM in a…

Sound · Computer Science 2023-06-09 Xuechen Liu , Md Sahidullah , Kong Aik Lee , Tomi Kinnunen

Singing voice conversion is converting the timbre in the source singing to the target speaker's voice while keeping singing content the same. However, singing data for target speaker is much more difficult to collect compared with normal…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-10 Liqiang Zhang , Chengzhu Yu , Heng Lu , Chao Weng , Chunlei Zhang , Yusong Wu , Xiang Xie , Zijin Li , Dong Yu

Recent progress in generative AI technology has made audio deepfakes remarkably more realistic. While current research on anti-spoofing systems primarily focuses on assessing whether a given audio sample is fake or genuine, there has been…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-26 Nicholas Klein , Tianxiang Chen , Hemlata Tak , Ricardo Casal , Elie Khoury

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…

Cryptography and Security · Computer Science 2021-08-02 Andre Kassis , Urs Hengartner

Modern speaker recognition system relies on abundant and balanced datasets for classification training. However, diverse defective datasets, such as partially-labelled, small-scale, and imbalanced datasets, are common in real-world…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Ruijie Tao , Zhan Shi , Yidi Jiang , Tianchi Liu , Haizhou Li