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相关论文: Spoofing-Robust Speaker Verification Using Paralle…

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The current automatic speaker verification (ASV) task involves making binary decisions on two types of trials: target and non-target. However, emerging advancements in speech generation technology pose significant threats to the reliability…

音频与语音处理 · 电气工程与系统科学 2024-11-19 Jee-weon Jung , Xin Wang , Nicholas Evans , Shinji Watanabe , Hye-jin Shim , Hemlata Tak , Sidhhant Arora , Junichi Yamagishi , Joon Son Chung

Albeit recent progress in speaker verification generates powerful models, malicious attacks in the form of spoofed speech, are generally not coped with. Recent results in ASVSpoof2015 and BTAS2016 challenges indicate that spoof-aware…

音频与语音处理 · 电气工程与系统科学 2020-07-28 Heinrich Dinkel , Nanxin Chen , Yanmin Qian , Kai Yu

The recent advances in voice conversion (VC) and text-to-speech (TTS) make it possible to produce natural sounding speech that poses threat to automatic speaker verification (ASV) systems. To this end, research on spoofing countermeasures…

音频与语音处理 · 电气工程与系统科学 2021-02-15 Rohan Kumar Das , Jichen Yang , Haizhou Li

Modern text-to-speech (TTS) and voice conversion (VC) systems produce natural sounding speech that questions the security of automatic speaker verification (ASV). This makes detection of such synthetic speech very important to safeguard ASV…

音频与语音处理 · 电气工程与系统科学 2020-09-22 Zhenzong Wu , Rohan Kumar Das , Jichen Yang , Haizhou Li

Deepfake audio poses a rising threat in communication platforms, necessitating real-time detection for audio stream integrity. Unlike traditional non-real-time approaches, this study assesses the viability of employing static deepfake audio…

Modern speaker verification models use deep neural networks to encode utterance audio into discriminative embedding vectors. During the training process, these networks are typically optimized to differentiate arbitrary speakers. This…

音频与语音处理 · 电气工程与系统科学 2024-02-09 Hua Shen , Yuguang Yang , Guoli Sun , Ryan Langman , Eunjung Han , Jasha Droppo , Andreas Stolcke

Self-supervised learning (SSL) has drawn an increased attention in the field of speech processing. Recent studies have demonstrated that contrastive learning is able to learn discriminative speaker embeddings in a self-supervised manner.…

音频与语音处理 · 电气工程与系统科学 2022-11-23 Chunlei Zhang , Dong Yu

Automatic speaker verification (ASV) is the process to recognize persons using voice as biometric. The ASV systems show considerable recognition performance with sufficient amount of speech from matched condition. One of the crucial…

多媒体 · 计算机科学 2018-12-04 Arnab Poddar , Md Sahidullah , Goutam Saha

Recent advancements in speaker verification techniques show promise, but their performance often deteriorates significantly in challenging acoustic environments. Although speech enhancement methods can improve perceived audio quality, they…

音频与语音处理 · 电气工程与系统科学 2025-08-27 Adam Katav , Yair Moshe , Israel Cohen

Voice-based biometric systems are highly prone to spoofing attacks. Recently, various countermeasures have been developed for detecting different kinds of attacks such as replay, speech synthesis (SS) and voice conversion (VC). Most of the…

多媒体 · 计算机科学 2020-08-07 Dipjyoti Paul , Md Sahidullah , Goutam Saha

Automated speaker identification (SID) is a crucial step for the personalization of a wide range of speech-enabled services. Typical SID systems use a symmetric enrollment-verification framework with a single model to derive embeddings both…

音频与语音处理 · 电气工程与系统科学 2024-06-28 Chenyang Gao , Brecht Desplanques , Chelsea J. -T. Ju , Aman Chadha , Andreas Stolcke

The WildSpoof Challenge aims to advance the use of in-the-wild data in two intertwined speech processing tasks. It consists of two parallel tracks: (1) Text-to-Speech (TTS) synthesis for generating spoofed speech, and (2) Spoofing-robust…

声音 · 计算机科学 2025-08-26 Yihan Wu , Jee-weon Jung , Hye-jin Shim , Xin Cheng , Xin Wang

Self-supervised learning (SSL) models offer powerful representations for sound event detection (SED), yet their synergistic potential remains underexplored. This study systematically evaluates state-of-the-art SSL models to guide optimal…

音频与语音处理 · 电气工程与系统科学 2025-08-27 Hanfang Cui , Longfei Song , Li Li , Dongxing Xu , Yanhua Long

This paper presents the Speech Technology Center (STC) replay attack detection systems proposed for Automatic Speaker Verification Spoofing and Countermeasures Challenge 2017. In this study we focused on comparison of different spoofing…

Face anti-spoofing (FAS) plays a vital role in preventing face recognition systems from presentation attacks. Existing face anti-spoofing datasets lack diversity due to the insufficient identity and insignificant variance, which limits the…

计算机视觉与模式识别 · 计算机科学 2021-12-02 Hangtong Wu , Dan Zen , Yibo Hu , Hailin Shi , Tao Mei

In this work, we present the system description of the UIAI entry for the short-duration speaker verification (SdSV) challenge 2020. Our focus is on Task 1 dedicated to text-dependent speaker verification. We investigate different feature…

音频与语音处理 · 电气工程与系统科学 2020-07-28 Md Sahidullah , Achintya Kumar Sarkar , Ville Vestman , Xuechen Liu , Romain Serizel , Tomi Kinnunen , Zheng-Hua Tan , Emmanuel Vincent

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…

音频与语音处理 · 电气工程与系统科学 2024-09-10 Hongyu Wang , Hui Li , Bo Li

The second Automatic Speaker Verification Spoofing and Countermeasures challenge (ASVspoof 2017) focused on "replay attack" detection. The best deep-learning systems to compete in ASVspoof 2017 used Convolutional Neural Networks (CNNs) as a…

音频与语音处理 · 电气工程与系统科学 2018-05-24 Bhusan Chettri , Saumitra Mishra , Bob L. Sturm , Emmanouil Benetos

How secure automatic speaker verification (ASV) technology is? More concretely, given a specific target speaker, how likely is it to find another person who gets falsely accepted as that target? This question may be addressed empirically by…

音频与语音处理 · 电气工程与系统科学 2019-11-05 Alexey Sholokhov , Tomi Kinnunen , Ville Vestman , Kong Aik Lee

This paper describes our submission to the WildSpoof Challenge Track 2, which focuses on spoof-aware speaker verification (SASV) in the presence of high-quality text-to-speech (TTS) attacks. We adopt a ResNet-221 back-bone and study two…

音频与语音处理 · 电气工程与系统科学 2025-12-11 Jinyoung Park , Won Jang , Jiwoong Park