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Voice authentication has undergone significant changes from traditional systems that relied on handcrafted acoustic features to deep learning models that can extract robust speaker embeddings. This advancement has expanded its applications…

密码学与安全 · 计算机科学 2025-09-17 Kamel Kamel , Keshav Sood , Hridoy Sankar Dutta , Sunil Aryal

Voice Authentication (VA), also known as Automatic Speaker Verification (ASV), is a widely adopted authentication method, particularly in automated systems like banking services, where it serves as a secondary layer of user authentication.…

密码学与安全 · 计算机科学 2025-02-14 Eshaq Jamdar , Amith Kamath Belman

For many decades, research in speech technologies has focused upon improving reliability. With this now meeting user expectations for a range of diverse applications, speech technology is today omni-present. As result, a focus on security…

Existing speaker verification (SV) systems often suffer from performance degradation if there is any language mismatch between model training, speaker enrollment, and test. A major cause of this degradation is that most existing SV methods…

声音 · 计算机科学 2017-06-27 Lantian Li , Dong Wang , Askar Rozi , Thomas Fang Zheng

This research introduces an enhanced version of the multi-objective speech assessment model--MOSA-Net+, by leveraging the acoustic features from Whisper, a large-scaled weakly supervised model. We first investigate the effectiveness of…

音频与语音处理 · 电气工程与系统科学 2024-04-30 Ryandhimas E. Zezario , Yu-Wen Chen , Szu-Wei Fu , Yu Tsao , Hsin-Min Wang , Chiou-Shann Fuh

This work presents a novel back-end framework for speaker verification using graph attention networks. Segment-wise speaker embeddings extracted from multiple crops within an utterance are interpreted as node representations of a graph. The…

音频与语音处理 · 电气工程与系统科学 2021-02-09 Jee-weon Jung , Hee-Soo Heo , Ha-Jin Yu , Joon Son Chung

The spoofing countermeasure (CM) systems in automatic speaker verification (ASV) are not typically used in isolation of each other. These systems can be combined, for example, into a cascaded system where CM produces first a decision…

音频与语音处理 · 电气工程与系统科学 2020-04-09 Anssi Kanervisto , Ville Hautamäki , Tomi Kinnunen , Junichi Yamagishi

The past few years have witnessed the significant advances of speech synthesis and voice conversion technologies. However, such technologies can undermine the robustness of broadly implemented biometric identification models and can be…

音频与语音处理 · 电气工程与系统科学 2022-02-16 Haibin Wu , Heng-Cheng Kuo , Naijun Zheng , Kuo-Hsuan Hung , Hung-Yi Lee , Yu Tsao , Hsin-Min Wang , Helen Meng

Previous works have shown that automatic speaker verification (ASV) is seriously vulnerable to malicious spoofing attacks, such as replay, synthetic speech, and recently emerged adversarial attacks. Great efforts have been dedicated to…

声音 · 计算机科学 2024-06-06 Haibin Wu , Xu Li , Andy T. Liu , Zhiyong Wu , Helen Meng , Hung-yi Lee

A great deal of recent research effort on speech spoofing countermeasures has been invested into back-end neural networks and training criteria. We contribute to this effort with a comparative perspective in this study. Our comparison of…

音频与语音处理 · 电气工程与系统科学 2021-06-15 Xin Wang , Junich Yamagishi

Biometric recognition systems are security systems based on intrinsic properties of their users, usually encoded in high dimension representations called embeddings, which potential theft would represent a greater threat than a temporary…

密码学与安全 · 计算机科学 2024-08-20 Thomas Thebaud , Gaël Le Lan , Anthony Larcher

In this paper, we perform an in-depth study of how data augmentation techniques improve synthetic or spoofed audio detection. Specifically, we propose methods to deal with channel variability, different audio compressions, different…

声音 · 计算机科学 2021-10-22 Ariel Cohen , Inbal Rimon , Eran Aflalo , Haim Permuter

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…

声音 · 计算机科学 2025-09-24 Wangjie Li , Xingjia Xie , Yishuang Li , Wenhao Guan , Kaidi Wang , Pengyu Ren , Lin Li , Qingyang Hong

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…

声音 · 计算机科学 2026-01-07 Mengze Hong , Di Jiang , Zeying Xie , Weiwei Zhao , Guan Wang , Chen Jason Zhang

Automatic speaker verification (ASV) systems are often affected by spoofing attacks. Recent transformer-based models have improved anti-spoofing performance by learning strong feature representations. However, these models usually need high…

音频与语音处理 · 电气工程与系统科学 2025-07-14 Yang Xiao , Ting Dang , Rohan Kumar Das

This paper describes our DKU replay detection system for the ASVspoof 2019 challenge. The goal is to develop spoofing countermeasure for automatic speaker recognition in physical access scenario. We leverage the countermeasure system…

音频与语音处理 · 电气工程与系统科学 2019-07-08 Weicheng Cai , Haiwei Wu , Danwei Cai , Ming Li

Automatic Speaker Verification (ASV) suffers from performance degradation in noisy conditions. To address this issue, we propose a novel adversarial learning framework that incorporates noise-disentanglement to establish a noise-independent…

声音 · 计算机科学 2024-09-27 Xujiang Xing , Mingxing Xu , Thomas Fang Zheng

We consider technology-assisted mimicry attacks in the context of automatic speaker verification (ASV). We use ASV itself to select targeted speakers to be attacked by human-based mimicry. We recorded 6 naive mimics for whom we select…

音频与语音处理 · 电气工程与系统科学 2018-11-12 Tomi Kinnunen , Rosa González Hautamäki , Ville Vestman , Md Sahidullah

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

High-performance spoofing countermeasure systems for automatic speaker verification (ASV) have been proposed in the ASVspoof 2019 challenge. However, the robustness of such systems under adversarial attacks has not been studied yet. In this…

音频与语音处理 · 电气工程与系统科学 2019-10-22 Songxiang Liu , Haibin Wu , Hung-yi Lee , Helen Meng