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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

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…

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…

声音 · 计算机科学 2022-04-27 Xuechen Liu , Md Sahidullah , Tomi Kinnunen

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

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

Recent years have witnessed the extraordinary development of automatic speaker verification (ASV). However, previous works show that state-of-the-art ASV models are seriously vulnerable to voice spoofing attacks, and the recently proposed…

声音 · 计算机科学 2022-06-22 Haibin Wu , Jiawen Kang , Lingwei Meng , Yang Zhang , Xixin Wu , Zhiyong Wu , Hung-yi Lee , Helen Meng

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.…

音频与语音处理 · 电气工程与系统科学 2022-10-27 Chang Zeng , Lin Zhang , Meng Liu , Junichi Yamagishi

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…

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…

机器学习 · 计算机科学 2019-07-11 Moustafa Alzantot , Ziqi Wang , Mani B. Srivastava

Research in the past several years has boosted the performance of automatic speaker verification systems and countermeasure systems to deliver low Equal Error Rates (EERs) on each system. However, research on joint optimization of both…

声音 · 计算机科学 2022-03-28 Zhongwei Teng , Quchen Fu , Jules White , Maria E. Powell , Douglas C. Schmidt

Recent works on speech spoofing countermeasures still lack generalization ability to unseen spoofing attacks. This is one of the key issues of ASVspoof challenges especially with the rapid development of diverse and high-quality spoofing…

音频与语音处理 · 电气工程与系统科学 2022-01-25 Monisankha Pal , Aditya Raikar , Ashish Panda , Sunil Kumar Kopparapu

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…

音频与语音处理 · 电气工程与系统科学 2026-02-05 You Zhang , Ge Zhu , Zhiyao Duan

Spoofing-aware speaker verification (SASV) jointly addresses automatic speaker verification and spoofing countermeasures to improve robustness against adversarial attacks. In this paper, we investigate our recently proposed modular SASV…

音频与语音处理 · 电气工程与系统科学 2026-02-03 Oguzhan Kurnaz , Jagabandhu Mishra , Tomi Kinnunen , Cemal Hanilci

Audio deepfake detection is crucial to combat the malicious use of AI-synthesized speech. Among many efforts undertaken by the community, the ASVspoof challenge has become one of the benchmarks to evaluate the generalizability and…

音频与语音处理 · 电气工程与系统科学 2024-10-11 Yi Zhu , Chirag Goel , Surya Koppisetti , Trang Tran , Ankur Kumar , Gaurav Bharaj

This paper describes our submitted systems to the 2022 ADD challenge withing the tracks 1 and 2. Our approach is based on the combination of a pre-trained wav2vec2 feature extractor and a downstream classifier to detect spoofed audio. This…

音频与语音处理 · 电气工程与系统科学 2022-03-04 Juan M. Martín-Doñas , Aitor Álvarez

Advances in voice conversion and text-to-speech synthesis have made automatic speaker verification (ASV) systems more susceptible to spoofing attacks. This work explores modest refinements to the AASIST anti-spoofing architecture. It…

声音 · 计算机科学 2025-07-17 Ivan Viakhirev , Daniil Sirota , Aleksandr Smirnov , Kirill Borodin

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

Automatic Speaker Verification (ASV) is the process of identifying a person based on the voice presented to a system. Different synthetic approaches allow spoofing to deceive ASV systems (ASVs), whether using techniques to imitate a voice…

音频与语音处理 · 电气工程与系统科学 2019-10-30 Mohammad Adiban , Hossein Sameti , Saeedreza Shehnepoor

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…

声音 · 计算机科学 2022-11-21 Zhenyu Wang , John H. L. Hansen

The use of deep neural networks (DNN) has dramatically elevated the performance of automatic speaker verification (ASV) over the last decade. However, ASV systems can be easily neutralized by spoofing attacks. Therefore, the Spoofing-Aware…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Jungwoo Heo , Ju-ho Kim , Hyun-seo Shin