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Human voices can be used to authenticate the identity of the speaker, but the automatic speaker verification (ASV) systems are vulnerable to voice spoofing attacks, such as impersonation, replay, text-to-speech, and voice conversion.…

音频与语音处理 · 电气工程与系统科学 2021-06-09 You Zhang , Fei Jiang , Zhiyao Duan

Automatic speaker verification (ASV) systems in practice are greatly vulnerable to spoofing attacks. The latest voice conversion technologies are able to produce perceptually natural sounding speech that mimics any target speakers. However,…

音频与语音处理 · 电气工程与系统科学 2019-10-30 Xiaohai Tian , Rohan Kumar Das , Haizhou Li

Does speaking style variation affect humans' ability to distinguish individuals from their voices? How do humans compare with automatic systems designed to discriminate between voices? In this paper, we attempt to answer these questions by…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Amber Afshan , Jody Kreiman , Abeer Alwan

Logical Access (LA) attacks, also known as audio deepfake attacks, use Text-to-Speech (TTS) or Voice Conversion (VC) methods to generate spoofed speech data. This can represent a serious threat to Automatic Speaker Verification (ASV)…

声音 · 计算机科学 2026-03-17 Anacin , Angela , Shruti Kshirsagar , Anderson R. Avila

The use of deep networks to extract embeddings for speaker recognition has proven successfully. However, such embeddings are susceptible to performance degradation due to the mismatches among the training, enrollment, and test conditions.…

声音 · 计算机科学 2019-04-30 Zhong Meng , Yong Zhao , Jinyu Li , Yifan Gong

Deep Learning has advanced Automatic Speaker Verification (ASV) in the past few years. Although it is known that deep learning-based ASV systems are vulnerable to adversarial examples in digital access, there are few studies on adversarial…

声音 · 计算机科学 2024-01-04 Jiaqi Li , Li Wang , Liumeng Xue , Lei Wang , Zhizheng Wu

Now-a-days, speech-based biometric systems such as automatic speaker verification (ASV) are highly prone to spoofing attacks by an imposture. With recent development in various voice conversion (VC) and speech synthesis (SS) algorithms,…

声音 · 计算机科学 2016-11-18 Dipjyoti Paul , Monisankha Pal , Goutam Saha

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

Although automatic pathological speech detection approaches show promising results when clean recordings are available, they are vulnerable to additive noise. Recently it has been shown that databases commonly used to develop and evaluate…

音频与语音处理 · 电气工程与系统科学 2024-09-04 Mahdi Amiri , Ina Kodrasi

In this work, we simulate a scenario, where a publicly available ASV system is used to enhance mimicry attacks against another closed source ASV system. In specific, ASV technology is used to perform a similarity search between the voices…

音频与语音处理 · 电气工程与系统科学 2019-11-05 Ville Vestman , Tomi Kinnunen , Rosa González Hautamäki , Md Sahidullah

Automatic anonymization is increasingly used to enable ethical sharing of clinical speech, yet its perceptual and clinical consequences remain undercharacterized. We present a human-centered evaluation of automatically anonymized…

There is increasingly more evidence that automatic speech recognition (ASR) systems are biased against different speakers and speaker groups, e.g., due to gender, age, or accent. Research on bias in ASR has so far primarily focused on…

计算与语言 · 计算机科学 2025-07-09 Tanvina Patel , Wiebke Hutiri , Aaron Yi Ding , Odette Scharenborg

The objective of automatic speaker verification (ASV) systems is to determine whether a given test speech utterance corresponds to a claimed enrolled speaker. These systems have a wide range of applications, and ensuring their reliability…

音频与语音处理 · 电气工程与系统科学 2025-05-27 Amro Asali , Yehuda Ben-Shimol , Itshak Lapidot

Spoofing attacks posed by generating artificial speech can severely degrade the performance of a speaker verification system. Recently, many anti-spoofing countermeasures have been proposed for detecting varying types of attacks from…

音频与语音处理 · 电气工程与系统科学 2020-12-08 Yuanjun Zhao , Roberto Togneri , Victor Sreeram

Pathological speech analysis has been of interest in the detection of certain diseases like depression and Alzheimer's disease and attracts much interest from researchers. However, previous pathological speech analysis models are commonly…

音频与语音处理 · 电气工程与系统科学 2024-11-08 Fei Yang , Xuenan Xu , Mengyue Wu , Kai Yu

We investigate what linguistic factors affect the performance of Automatic Speech Recognition (ASR) models. We hypothesize that orthographic and phonological complexities both degrade accuracy. To examine this, we fine-tune the multilingual…

计算与语言 · 计算机科学 2024-06-14 Chihiro Taguchi , David Chiang

Our prior experiments show that humans and machines seem to employ different approaches to speaker discrimination, especially in the presence of speaking style variability. The experiments examined read versus conversational speech.…

音频与语音处理 · 电气工程与系统科学 2022-06-29 Amber Afshan , Abeer Alwan

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

Voice activity detection (VAD) improves the performance of speaker verification (SV) by preserving speech segments and attenuating the effects of non-speech. However, this scheme is not ideal: (1) it fails in noisy environments or…

声音 · 计算机科学 2023-06-01 Zuheng Kang , Jianzong Wang , Junqing Peng , Jing Xiao

Automatic speech verification (ASV) is the technology to determine the identity of a person based on their voice. While being convenient for identity verification, we should aim for the highest system security standard given that it is the…

机器学习 · 计算机科学 2020-12-16 Shentong Mo , Haofan Wang , Pinxu Ren , Ta-Chung Chi