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Current state-of-the-art automatic speaker verification (ASV) systems are vulnerable to presentation attacks, and several countermeasures (CMs), which distinguish bona fide trials from spoofing ones, have been explored to protect ASV.…

音频与语音处理 · 电气工程与系统科学 2022-10-27 Chang Zeng , Lin Zhang , Meng Liu , Junichi Yamagishi

Voice disguise, purposeful modification of one's speaker identity with the aim of avoiding being identified as oneself, is a low-effort way to fool speaker recognition, whether performed by a human or an automatic speaker verification (ASV)…

声音 · 计算机科学 2018-05-29 Rosa González Hautamäki , Anssi Kanervisto , Ville Hautamäki , Tomi Kinnunen

Speech applications dealing with conversations require not only recognizing the spoken words but also determining who spoke when. The task of assigning words to speakers is typically addressed by merging the outputs of two separate systems,…

计算与语言 · 计算机科学 2024-09-04 Grigor Kirakosyan , Davit Karamyan

The analysis of speech measures in individuals with amyotrophic lateral sclerosis (ALS) can provide essential information for early diagnosis and tracking disease progression. However, current methods for extracting speech and pause…

声音 · 计算机科学 2022-08-24 Saeid Alavi Naeini , Leif Simmatis , Yana Yunusova , Babak Taati

While Automatic Speech Recognition (ASR) is typically benchmarked by word error rate (WER), real-world applications ultimately hinge on semantic fidelity. This mismatch is particularly problematic for dysarthric speech, where articulatory…

音频与语音处理 · 电气工程与系统科学 2026-01-30 Xiuwen Zheng , Sixun Dong , Bornali Phukon , Mark Hasegawa-Johnson , Chang D. Yoo

Project Euphonia, a Google initiative, is dedicated to improving automatic speech recognition (ASR) of disordered speech. A central objective of the project is to create a large, high-quality, and diverse speech corpus. This report…

音频与语音处理 · 电气工程与系统科学 2024-09-17 Pan-Pan Jiang , Jimmy Tobin , Katrin Tomanek , Robert L. MacDonald , Katie Seaver , Richard Cave , Marilyn Ladewig , Rus Heywood , Jordan R. Green

We propose a new paradigm for maintaining speaker identity in dysarthric voice conversion (DVC). The poor quality of dysarthric speech can be greatly improved by statistical VC, but as the normal speech utterances of a dysarthria patient…

Speaker verification systems have been used in many production scenarios in recent years. Unfortunately, they are still highly prone to different kinds of spoofing attacks such as voice conversion and speech synthesis, etc. In this paper,…

音频与语音处理 · 电气工程与系统科学 2021-09-07 Junxiao Xue , Hao Zhou , Yabo Wang

This paper presents a macroscopic approach to automatic detection of speech sound disorder (SSD) in child speech. Typically, SSD is manifested by persistent articulation and phonological errors on specific phonemes in the language. The…

音频与语音处理 · 电气工程与系统科学 2022-06-30 Si-Ioi Ng , Cymie Wing-Yee Ng , Jiarui Wang , Tan Lee

Speech and speaker recognition systems are employed in a variety of applications, from personal assistants to telephony surveillance and biometric authentication. The wide deployment of these systems has been made possible by the improved…

密码学与安全 · 计算机科学 2020-07-22 Hadi Abdullah , Kevin Warren , Vincent Bindschaedler , Nicolas Papernot , Patrick Traynor

The use of deep neural networks (DNN) has dramatically elevated the performance of automatic speaker verification (ASV) over the last decade. However, ASV systems can be easily neutralized by spoofing attacks. Therefore, the Spoofing-Aware…

音频与语音处理 · 电气工程与系统科学 2023-06-14 Jungwoo Heo , Ju-ho Kim , Hyun-seo Shin

Biometric systems are nowadays employed across a broad range of applications. They provide high security and efficiency and, in many cases, are user friendly. Despite these and other advantages, biometric systems in general and Automatic…

Speech is a fundamental aspect of human life, crucial not only for communication but also for cognitive, social, and academic development. Children with speech disorders (SD) face significant challenges that, if unaddressed, can result in…

音频与语音处理 · 电气工程与系统科学 2024-10-17 Dancheng Liu , Jason Yang , Ishan Albrecht-Buehler , Helen Qin , Sophie Li , Yuting Hu , Amir Nassereldine , Jinjun Xiong

Over the past few years significant progress has been made in the field of presentation attack detection (PAD) for automatic speaker recognition (ASV). This includes the development of new speech corpora, standard evaluation protocols and…

Pre-trained transformer-based models have significantly advanced automatic speech recognition (ASR), yet they remain sensitive to accent and dialectal variations, resulting in elevated word error rates (WER) in linguistically diverse…

计算与语言 · 计算机科学 2025-10-13 Mohammad Hossein Sameti , Sepehr Harfi Moridani , Ali Zarean , Hossein Sameti

Speech enhancement methods are commonly believed to improve the performance of automatic speech recognition (ASR) in noisy environments. However, the effectiveness of these techniques cannot be taken for granted in the case of modern…

Despite recent advances in voice separation methods, many challenges remain in realistic scenarios such as noisy recording and the limits of available data. In this work, we propose to explicitly incorporate the phonetic and linguistic…

Voice privacy approaches that preserve the anonymity of speakers modify speech in an attempt to break the link with the true identity of the speaker. Current benchmarks measure speaker protection based on signal-to-signal comparisons. In…

声音 · 计算机科学 2026-03-25 Mehtab Ur Rahman , Martha Larson , Cristian Tejedor-Garcia

Automatic Speech Recognition (ASR) systems convert speech into text and can be placed into two broad categories: traditional and fully end-to-end. Both types have been shown to be vulnerable to adversarial audio examples that sound benign…

Speaker embeddings are ubiquitous, with applications ranging from speaker recognition and diarization to speech synthesis and voice anonymisation. The amount of information held by these embeddings lends them versatility, but also raises…

音频与语音处理 · 电气工程与系统科学 2024-09-12 Francisco Teixeira , Alberto Abad , Bhiksha Raj , Isabel Trancoso
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