English
Related papers

Related papers: Ensemble Models for Spoofing Detection in Automati…

200 papers

The automatic speaker verification spoofing (ASVspoof) challenge series is crucial for enhancing the spoofing consideration and the countermeasures growth. Although the recent ASVspoof 2019 validation results indicate the significant…

Sound · Computer Science 2022-09-27 Chenlei Hu , Ruohua Zhou

Spoofing-robust automatic speaker verification (SASV) systems are a crucial technology for the protection against spoofed speech. In this study, we focus on logical access attacks and introduce a novel approach to SASV tasks. A novel…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-24 Avishai Weizman , Yehuda Ben-Shimol , Itshak Lapidot

In this paper, we initiate the concern of enhancing the spoofing robustness of the automatic speaker verification (ASV) system, without the primary presence of a separate countermeasure module. We start from the standard ASV framework of…

Sound · Computer Science 2022-04-27 Xuechen Liu , Md Sahidullah , Tomi Kinnunen

The ASVspoof challenge series was born to spearhead research in anti-spoofing for automatic speaker verification (ASV). The two challenge editions in 2015 and 2017 involved the assessment of spoofing countermeasures (CMs) in isolation from…

Audio and Speech Processing · Electrical Eng. & Systems 2019-04-12 Tomi Kinnunen , Kong Aik Lee , Hector Delgado , Nicholas Evans , Massimiliano Todisco , Md Sahidullah , Junichi Yamagishi , Douglas A. Reynolds

The performance of automatic speaker verification (ASV) systems could be degraded by voice spoofing attacks. Most existing works aimed to develop standalone spoofing countermeasure (CM) systems. Relatively little work targeted at developing…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-05 You Zhang , Ge Zhu , Zhiyao Duan

Spoofing-robust speaker verification (SASV) combines the tasks of speaker and spoof detection to authenticate speakers under adversarial settings. Many SASV systems rely on fusion of speaker and spoof cues at embedding, score or decision…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-31 Oğuzhan Kurnaz , Jagabandhu Mishra , Tomi H. Kinnunen , Cemal Hanilçi

Various forefront countermeasure methods for automatic speaker verification (ASV) with considerable performance in anti-spoofing are proposed in the ASVspoof 2019 challenge. However, previous work has shown that countermeasure models are…

Audio and Speech Processing · Electrical Eng. & Systems 2020-03-09 Haibin Wu , Songxiang Liu , Helen Meng , Hung-yi 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) system is a type of bio-metric authentication. It can be attacked by an intruder, who falsifies data in order to get access to protected information. Countermeasures (CM) are special algorithms that…

Sound · Computer Science 2022-04-01 Petr Grinberg , Vladislav Shikhov

Spectrograms - time-frequency representations of audio signals - have found widespread use in neural network-based spoofing detection. While deep models are trained on the fullband spectrum of the signal, we argue that not all frequency…

Audio and Speech Processing · Electrical Eng. & Systems 2020-04-07 Bhusan Chettri , Tomi Kinnunen , Emmanouil Benetos

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…

Machine Learning · Computer Science 2016-02-10 Xiaohai Tian , Zhizheng Wu , Xiong Xiao , Eng Siong Chng , Haizhou Li

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

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

Spoofing countermeasure (CM) and automatic speaker verification (ASV) sub-systems can be used in tandem with a backend classifier as a solution to the spoofing aware speaker verification (SASV) task. The two sub-systems are typically…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-21 Wanying Ge , Hemlata Tak , Massimiliano Todisco , Nicholas Evans

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

Logical Access (LA) attacks, also known as audio deepfake attacks, use Text-to-Speech (TTS) or Voice Conversion (VC) methods to generate spoofed speech data. This can represent a serious threat to Automatic Speaker Verification (ASV)…

Sound · Computer Science 2026-03-17 Anacin , Angela , Shruti Kshirsagar , Anderson R. Avila

Current state-of-the-art automatic speaker verification (ASV) systems are vulnerable to presentation attacks, and several countermeasures (CMs), which distinguish bona fide trials from spoofing ones, have been explored to protect ASV.…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-27 Chang Zeng , Lin Zhang , Meng Liu , Junichi Yamagishi

The state-of-art models for speech synthesis and voice conversion are capable of generating synthetic speech that is perceptually indistinguishable from bonafide human speech. These methods represent a threat to the automatic speaker…

Machine Learning · Computer Science 2019-07-11 Moustafa Alzantot , Ziqi Wang , Mani B. Srivastava

Despite improvements in automatic speaker verification (ASV), vulnerability against spoofing attacks remains a major concern. In this study, we investigate the integration of ASV and countermeasure (CM) subsystems into a modular spoof-aware…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-17 Oguzhan Kurnaz , Tomi Kinnunen , Cemal Hanilci

Speaker verification systems have been used in many production scenarios in recent years. Unfortunately, they are still highly prone to different kinds of spoofing attacks such as voice conversion and speech synthesis, etc. In this paper,…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-07 Junxiao Xue , Hao Zhou , Yabo Wang