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相关论文: Spoofing-Aware Speaker Verification via Wavelet Pr…

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Self-supervised learning (SSL) has transformed speech processing, with benchmarks such as SUPERB establishing fair comparisons across diverse downstream tasks. Despite it's security-critical importance, Audio deepfake detection has remained…

音频与语音处理 · 电气工程与系统科学 2026-04-10 Hashim Ali , Nithin Sai Adupa , Surya Subramani , Hafiz Malik

Speaker verification (SV) systems are currently being used to make sensitive decisions like giving access to bank accounts or deciding whether the voice of a suspect coincides with that of the perpetrator of a crime. Ensuring that these…

音频与语音处理 · 电气工程与系统科学 2025-11-18 Mariel Estevez , Luciana Ferrer

A good training set for speech spoofing countermeasures requires diverse TTS and VC spoofing attacks, but generating TTS and VC spoofed trials for a target speaker may be technically demanding. Instead of using full-fledged TTS and VC…

音频与语音处理 · 电气工程与系统科学 2023-02-23 Xin Wang , Junichi Yamagishi

The state-of-the-art audio deepfake detectors leveraging deep neural networks exhibit impressive recognition performance. Nonetheless, this advantage is accompanied by a significant carbon footprint. This is mainly due to the use of…

声音 · 计算机科学 2024-03-22 Subhajit Saha , Md Sahidullah , Swagatam Das

As deepfake audio becomes more realistic and diverse, developing generalizable countermeasure systems has become crucial. Existing detection methods primarily depend on XLS-R front-end features to improve generalization. Nonetheless, their…

声音 · 计算机科学 2026-02-17 Zhe Ye , Xiangui Kang , Jiayi He , Chengxin Chen , Wei Zhu , Kai Wu , Yin Yang , Jiwu Huang

Existing approaches for anti-spoofing in automatic speaker verification (ASV) still lack generalizability to unseen attacks. The Res2Net approach designs a residual-like connection between feature groups within one block, which increases…

音频与语音处理 · 电气工程与系统科学 2021-07-20 Xu Li , Xixin Wu , Hui Lu , Xunying Liu , Helen Meng

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…

Thanks to the growing availability of spoofing databases and rapid advances in using them, systems for detecting voice spoofing attacks are becoming more and more capable, and error rates close to zero are being reached for the ASVspoof2015…

音频与语音处理 · 电气工程与系统科学 2018-03-05 Jaime Lorenzo-Trueba , Fuming Fang , Xin Wang , Isao Echizen , Junichi Yamagishi , Tomi Kinnunen

Self-supervised speech model is a rapid progressing research topic, and many pre-trained models have been released and used in various down stream tasks. For speech anti-spoofing, most countermeasures (CMs) use signal processing algorithms…

音频与语音处理 · 电气工程与系统科学 2022-02-07 Xin Wang , Junichi Yamagishi

In this paper, we propose a speaker verification method by an Attentive Multi-scale Convolutional Recurrent Network (AMCRN). The proposed AMCRN can acquire both local spatial information and global sequential information from the input…

音频与语音处理 · 电气工程与系统科学 2023-06-02 Yanxiong Li , Zhongjie Jiang , Wenchang Cao , Qisheng Huang

This paper introduces a novel framework for open-set speaker identification in household environments, playing a crucial role in facilitating seamless human-computer interactions. Addressing the limitations of current speaker models and…

音频与语音处理 · 电气工程与系统科学 2024-09-25 Zhiyong Chen , Zhiqi Ai , Xinnuo Li , Shugong Xu

This paper presents the NWPU-ASLP speaker anonymization system for VoicePrivacy 2022 Challenge. Our submission does not involve additional Automatic Speaker Verification (ASV) model or x-vector pool. Our system consists of four modules,…

音频与语音处理 · 电气工程与系统科学 2022-09-27 Jixun Yao , Qing Wang , Li Zhang , Pengcheng Guo , Yuhao Liang , Lei Xie

Recent text-to-speech (TTS) developments have made voice cloning (VC) more realistic, affordable, and easily accessible. This has given rise to many potential abuses of this technology, including Joe Biden's New Hampshire deepfake robocall.…

音频与语音处理 · 电气工程与系统科学 2025-08-29 Hashim Ali , Surya Subramani , Hafiz Malik

In this paper we describe the top-scoring IDLab submission for the text-independent task of the Short-duration Speaker Verification (SdSV) Challenge 2020. The main difficulty of the challenge exists in the large degree of varying phonetic…

音频与语音处理 · 电气工程与系统科学 2020-11-03 Jenthe Thienpondt , Brecht Desplanques , Kris Demuynck

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 contains a post-challenge performance analysis on cross-lingual speaker verification of the IDLab submission to the VoxCeleb Speaker Recognition Challenge 2021 (VoxSRC-21). We show that current speaker embedding extractors…

音频与语音处理 · 电气工程与系统科学 2022-06-22 Jenthe Thienpondt , Brecht Desplanques , Kris Demuynck

Although speaker verification has conventionally been an audio-only task, some practical applications provide both audio and visual streams of input. In these cases, the visual stream provides complementary information and can often be…

声音 · 计算机科学 2021-02-15 Leda Sarı , Kritika Singh , Jiatong Zhou , Lorenzo Torresani , Nayan Singhal , Yatharth Saraf

An automatic speaker verification system aims to verify the speaker identity of a speech signal. However, a voice conversion system could manipulate a person's speech signal to make it sound like another speaker's voice and deceive the…

音频与语音处理 · 电气工程与系统科学 2022-11-02 Danwei Cai , Zexin 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

In recent years, speaker recognition systems based on raw waveform inputs have received increasing attention. However, the performance of such systems are typically inferior to the state-of-the-art handcrafted feature-based counterparts,…

音频与语音处理 · 电气工程与系统科学 2022-03-30 Jee-weon Jung , You Jin Kim , Hee-Soo Heo , Bong-Jin Lee , Youngki Kwon , Joon Son Chung
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