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The ASVspoof initiative was conceived to spearhead research in anti-spoofing for automatic speaker verification (ASV). This paper describes the third in a series of bi-annual challenges: ASVspoof 2019. With the challenge database and…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-23 Andreas Nautsch , Xin Wang , Nicholas Evans , Tomi Kinnunen , Ville Vestman , Massimiliano Todisco , Héctor Delgado , Md Sahidullah , Junichi Yamagishi , Kong Aik Lee

The performance of spoofing countermeasure systems depends fundamentally upon the use of sufficiently representative training data. With this usually being limited, current solutions typically lack generalisation to attacks encountered in…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-01 Hemlata Tak , Massimiliano Todisco , Xin Wang , Jee-weon Jung , Junichi Yamagishi , Nicholas Evans

Automatic Speaker Verification (ASV) systems, which identify speakers based on their voice characteristics, have numerous applications, such as user authentication in financial transactions, exclusive access control in smart devices, and…

Automatic speaker verification systems are vulnerable to a variety of access threats, prompting research into the formulation of effective spoofing detection systems to act as a gate to filter out such spoofing attacks. This study…

Sound · Computer Science 2022-11-21 Zhenyu Wang , John H. L. Hansen

Now-a-days, speech-based biometric systems such as automatic speaker verification (ASV) are highly prone to spoofing attacks by an imposture. With recent development in various voice conversion (VC) and speech synthesis (SS) algorithms,…

Sound · Computer Science 2016-11-18 Dipjyoti Paul , Monisankha Pal , Goutam Saha

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 becomes urgent to design effective anti-spoofing algorithms for vulnerable automatic speaker verification systems due to the advancement of high-quality playback devices. Current studies mainly treat anti-spoofing as a binary…

Computer Vision and Pattern Recognition · Computer Science 2023-01-19 Yongqiang Dou , Haocheng Yang , Maolin Yang , Yanyan Xu , Dengfeng Ke

This paper describes our DKU-OPPO system for the 2022 Spoofing-Aware Speaker Verification (SASV) Challenge. First, we split the joint task into speaker verification (SV) and spoofing countermeasure (CM), these two tasks which are optimized…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-18 Xingming Wang , Xiaoyi Qin , Yikang Wang , Yunfei Xu , Ming Li

This paper presents the Speech Technology Center (STC) systems submitted to Automatic Speaker Verification Spoofing and Countermeasures (ASVspoof) Challenge 2015. In this work we investigate different acoustic feature spaces to determine…

This study aims to develop a single integrated spoofing-aware speaker verification (SASV) embeddings that satisfy two aspects. First, rejecting non-target speakers' input as well as target speakers' spoofed inputs should be addressed.…

In this paper, we present our submitted XMUspeech systems to the speech deepfake detection track of the ASVspoof 5 Challenge. Compared to previous challenges, the audio duration in ASVspoof 5 database has significantly increased. And we…

Sound · Computer Science 2025-09-24 Wangjie Li , Xingjia Xie , Yishuang Li , Wenhao Guan , Kaidi Wang , Pengyu Ren , Lin Li , Qingyang Hong

This paper describes our proposed integration system for the spoofing-aware speaker verification challenge. It consists of a robust spoofing-aware verification system that use the speaker verification and antispoofing embeddings extracted…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-05 Juan M. Martín-Doñas , Iván G. Torre , Aitor Álvarez , Joaquin Arellano

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

ASV (automatic speaker verification) systems are intrinsically required to reject both non-target (e.g., voice uttered by different speaker) and spoofed (e.g., synthesised or converted) inputs. However, there is little consideration for how…

ASVspoof, now in its third edition, is a series of community-led challenges which promote the development of countermeasures to protect automatic speaker verification (ASV) from the threat of spoofing. Advances in the 2019 edition include:…

Audio and Speech Processing · Electrical Eng. & Systems 2019-07-16 Massimiliano Todisco , Xin Wang , Ville Vestman , Md Sahidullah , Hector Delgado , Andreas Nautsch , Junichi Yamagishi , Nicholas Evans , Tomi Kinnunen , Kong Aik Lee

The Automatic Speaker Verification (ASV) system is vulnerable to fraudulent activities using audio deepfakes, also known as logical-access voice spoofing attacks. These deepfakes pose a concerning threat to voice biometrics due to recent…

Sound · Computer Science 2023-10-09 Awais Khan , Khalid Mahmood Malik

This paper describes the USTC-KXDIGIT system submitted to the ASVspoof5 Challenge for Track 1 (speech deepfake detection) and Track 2 (spoofing-robust automatic speaker verification, SASV). Track 1 showcases a diverse range of technical…

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…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-27 Aref Farhadipour , Ming Jin , Valeriia Vyshnevetska , Xiyang Li , Elisa Pellegrino , Srikanth Madikeri

With the rapid development of speech conversion and speech synthesis algorithms, automatic speaker verification (ASV) systems are vulnerable to spoofing attacks. In recent years, researchers had proposed a number of anti-spoofing methods…

Sound · Computer Science 2022-12-23 Qiaowei Ma , Jinghui Zhong , Yitao Yang , Weiheng Liu , Ying Gao , Wing W. Y. Ng

The Automatic Speaker Verification systems have potential in biometrics applications for logical control access and authentication. A lot of things happen to be at stake if the ASV system is compromised. The preliminary work presents a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-28 Rohit Arora