中文
相关论文

相关论文: Can We Use Speaker Recognition Technology to Attac…

200 篇论文

Facial recognition system is one of the major successes of Artificial intelligence and has been used a lot over the last years. But, images are not the only biometric present: audio is another possible biometric that can be used as an…

音频与语音处理 · 电气工程与系统科学 2020-08-26 Prateek Mishra

This study investigates how surgical intervention for speech pathology (specifically, as a result of oral cancer surgery) impacts the performance of an automatic speaker verification (ASV) system. Using two recently collected Dutch datasets…

The application of deep recurrent networks to audio transcription has led to impressive gains in automatic speech recognition (ASR) systems. Many have demonstrated that small adversarial perturbations can fool deep neural networks into…

机器学习 · 计算机科学 2019-08-21 Rohan Taori , Amog Kamsetty , Brenton Chu , Nikita Vemuri

Audio-visual target speaker extraction (AV-TSE) aims to extract the specific person's speech from the audio mixture given auxiliary visual cues. Previous methods usually search for the target voice through speech-lip synchronization.…

音频与语音处理 · 电气工程与系统科学 2025-03-04 Ruijie Tao , Xinyuan Qian , Yidi Jiang , Junjie Li , Jiadong Wang , Haizhou Li

Speaker verification has been widely used in many authentication scenarios. However, training models for speaker verification requires large amounts of data and computing power, so users often use untrustworthy third-party data or deploy…

密码学与安全 · 计算机科学 2025-02-05 Haodong Zhao , Wei Du , Junjie Guo , Gongshen Liu

Masked speech modeling (MSM) methods such as wav2vec2 or w2v-BERT learn representations over speech frames which are randomly masked within an utterance. While these methods improve performance of Automatic Speech Recognition (ASR) systems,…

The automatic speaker verification spoofing and countermeasures (ASVspoof) challenge series is a community-led initiative which aims to promote the consideration of spoofing and the development of countermeasures. ASVspoof 2021 is the 4th…

A vishing attack is a form of social engineering where attackers use phone calls to deceive individuals into disclosing sensitive information, such as personal data, financial information, or security credentials. Attackers exploit the…

密码学与安全 · 计算机科学 2025-06-17 João Figueiredo , Afonso Carvalho , Daniel Castro , Daniel Gonçalves , Nuno Santos

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

This paper proposes a deep multi-speaker text-to-speech (TTS) model for spoofing speaker verification (SV) systems. The proposed model employs one network to synthesize time-downsampled mel-spectrograms from text input and another network…

音频与语音处理 · 电气工程与系统科学 2019-10-30 Mingrui Yuan , Zhiyao Duan

Fooling deep neural networks with adversarial input have exposed a significant vulnerability in the current state-of-the-art systems in multiple domains. Both black-box and white-box approaches have been used to either replicate the model…

密码学与安全 · 计算机科学 2019-07-04 Shreya Khare , Rahul Aralikatte , Senthil Mani

We construct targeted audio adversarial examples on automatic speech recognition. Given any audio waveform, we can produce another that is over 99.9% similar, but transcribes as any phrase we choose (recognizing up to 50 characters per…

机器学习 · 计算机科学 2018-04-02 Nicholas Carlini , David Wagner

Self-supervised learning methods such as wav2vec 2.0 have shown promising results in learning speech representations from unlabelled and untranscribed speech data that are useful for speech recognition. Since these representations are…

音频与语音处理 · 电气工程与系统科学 2022-03-22 Shehzeen Hussain , Van Nguyen , Shuhua Zhang , Erik Visser

This paper describes the USTC-KXDIGIT system submitted to the ASVspoof5 Challenge for Track 1 (speech deepfake detection) and Track 2 (spoofing-robust automatic speaker verification, SASV). Track 1 showcases a diverse range of technical…

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

Speaker verification systems are vulnerable to spoofing attacks which presents a major problem in their real-life deployment. To date, most of the proposed synthetic speech detectors (SSDs) have weighted the importance of different segments…

声音 · 计算机科学 2016-10-11 Ali Khodabakhsh , Cenk Demiroglu

Automatic speaker verification has achieved remarkable progress in recent years. However, there is little research on cross-age speaker verification (CASV) due to insufficient relevant data. In this paper, we mine cross-age test sets based…

音频与语音处理 · 电气工程与系统科学 2022-07-14 Xiaoyi Qin , Na Li , Chao Weng , Dan Su , Ming Li

Many existing speaker verification systems are reported to be vulnerable against different spoofing attacks, for example speaker-adapted speech synthesis, voice conversion, play back, etc. In order to detect these spoofed speech signals as…

声音 · 计算机科学 2015-07-30 Shitao Weng , Shushan Chen , Lei Yu , Xuewei Wu , Weicheng Cai , Zhi Liu , Ming Li

The threat of spoofing can pose a risk to the reliability of automatic speaker verification. Results from the bi-annual ASVspoof evaluations show that effective countermeasures demand front-ends designed specifically for the detection of…

音频与语音处理 · 电气工程与系统科学 2020-05-22 Hemlata Tak , Jose Patino , Andreas Nautsch , Nicholas Evans , Massimiliano Todisco

Speaker verification (SV) provides billions of voice-enabled devices with access control, and ensures the security of voice-driven technologies. As a type of biometrics, it is necessary that SV is unbiased, with consistent and reliable…

音频与语音处理 · 电气工程与系统科学 2022-09-14 Wiebke Toussaint Hutiri , Lauriane Gorce , Aaron Yi Ding