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In automated pronunciation assessment, recent emphasis progressively lies on evaluating multiple aspects to provide enriched feedback. However, acquiring multi-aspect-score labeled data for non-native language learners' speech poses…

计算与语言 · 计算机科学 2024-06-25 Heejin Do , Wonjun Lee , Gary Geunbae Lee

The task of partially spoofed audio localization aims to accurately determine audio authenticity at a frame level. Although some works have achieved encouraging results, utilizing boundary information within a single model remains an…

声音 · 计算机科学 2024-08-20 Jiafeng Zhong , Bin Li , Jiangyan Yi

Speech Large Language Models (SpeechLLMs) process spoken input directly, retaining cues such as accent and perceived gender that were previously removed in cascaded pipelines. This introduces speaker identity dependent variation in…

音频与语音处理 · 电气工程与系统科学 2026-03-19 Shree Harsha Bokkahalli Satish , Christoph Minixhofer , Maria Teleki , James Caverlee , Ondřej Klejch , Peter Bell , Gustav Eje Henter , Éva Székely

In this work, we describe our submissions for the Voice Privacy Challenge 2024. Rather than proposing a novel speech anonymization system, we enhance the provided baselines to meet all required conditions and improve evaluated metrics.…

音频与语音处理 · 电气工程与系统科学 2024-10-11 Nikita Kuzmin , Hieu-Thi Luong , Jixun Yao , Lei Xie , Kong Aik Lee , Eng Siong Chng

We address the challenge of preserving emotional content in streaming speaker anonymization (SA). Neural audio codec language models trained for audio continuation tend to degrade source emotion: content tokens discard emotional…

音频与语音处理 · 电气工程与系统科学 2026-03-09 Nikita Kuzmin , Kong Aik Lee , Eng Siong Chng

Obtaining high-quality speaker embeddings in multi-speaker conditions is crucial for many applications. A recently proposed guided speaker embedding framework, which utilizes speech activities of target and non-target speakers as clues,…

音频与语音处理 · 电气工程与系统科学 2025-06-17 Shota Horiguchi , Takanori Ashihara , Marc Delcroix , Atsushi Ando , Naohiro Tawara

Accent conversion (AC) transforms a non-native speaker's accent into a native accent while maintaining the speaker's voice timbre. In this paper, we propose approaches to improving accent conversion applicability, as well as quality. First…

计算与语言 · 计算机科学 2020-05-20 Wenjie Li , Benlai Tang , Xiang Yin , Yushi Zhao , Wei Li , Kang Wang , Hao Huang , Yuxuan Wang , Zejun Ma

Advancements in AI-driven speech-based applications have transformed diverse industries ranging from healthcare to customer service. However, the increasing prevalence of non-native accented speech in global interactions poses significant…

音频与语音处理 · 电气工程与系统科学 2025-09-29 Gowtham Premananth , Vinith Kugathasan , Carol Espy-Wilson

Data anonymization is an approach to privacy-preserving data release aimed at preventing participants reidentification, and it is an important alternative to differential privacy in applications that cannot tolerate noisy data. Existing…

数据结构与算法 · 计算机科学 2022-01-31 Gecia Bravo-Hermsdorff , Robert Busa-Fekete , Lee M. Gunderson , Andrés Munõz Medina , Umar Syed

Due to a constantly increasing amount of speech data that is stored in different types of databases, voice privacy has become a major concern. To respond to such concern, speech researchers have developed various methods for speaker…

声音 · 计算机科学 2022-04-01 Lauri Tavi , Tomi Kinnunen , Rosa González Hautamäki

Voiceprints are widely used for authentication; however, they are easily captured in public settings and cannot be revoked once leaked. Existing anonymization systems operate inside recording devices, which makes them ineffective when…

声音 · 计算机科学 2026-04-23 Zhiyuan Ning , Zhanyong Tang , Xiaojiang Chen , Zheng Wang

This paper investigates the dependence of existing state-of-the-art person re-identification models on the presence and visibility of human faces. We apply a face detection and blurring algorithm to create anonymized versions of several…

计算机视觉与模式识别 · 计算机科学 2020-10-14 Julia Dietlmeier , Joseph Antony , Kevin McGuinness , Noel E. O'Connor

Automatic speech recognition systems have created exciting possibilities for applications, however they also enable opportunities for systematic eavesdropping. We propose a method to camouflage a person's voice over-the-air from these…

声音 · 计算机科学 2022-02-18 Mia Chiquier , Chengzhi Mao , Carl Vondrick

Speaker identification, determining which character said each utterance in literary text, benefits many downstream tasks. Most existing approaches use expert-defined rules or rule-based features to directly approach this task, but these…

计算与语言 · 计算机科学 2022-10-13 Ben Zhou , Dian Yu , Dong Yu , Dan Roth

Speech anonymisation prevents misuse of spoken data by removing any personal identifier while preserving at least linguistic content. However, emotion preservation is crucial for natural human-computer interaction. The well-known voice…

音频与语音处理 · 电气工程与系统科学 2023-09-15 Suhita Ghosh , Arnab Das , Yamini Sinha , Ingo Siegert , Tim Polzehl , Sebastian Stober

Over the last decade, the use of Automatic Speaker Verification (ASV) systems has become increasingly widespread in response to the growing need for secure and efficient identity verification methods. The voice data encompasses a wealth of…

音频与语音处理 · 电气工程与系统科学 2023-07-06 Oubaïda Chouchane , Michele Panariello , Oualid Zari , Ismet Kerenciler , Imen Chihaoui , Massimiliano Todisco , Melek Önen

Voice enhancement and voice coding are imperative and important functions in a voice-communication system. However, both functions are commonly treated independently, even though both utilize similar features of the underlying signals. Our…

音频与语音处理 · 电气工程与系统科学 2019-11-14 Phani Kumar Nyshadham , D R Shivakumar , Peter Kroon , Shmulik Markovich-Golan

This paper reflects on the effect of several categories of medical conditions on human voice, focusing on those that may be hypothesized to have effects on voice, but for which the changes themselves may be subtle enough to have eluded…

声音 · 计算机科学 2021-10-12 Rita Singh , Ankit Shah , Hira Dhamyal

Automatic Speech Understanding (ASU) leverages the power of deep learning models for accurate interpretation of human speech, leading to a wide range of speech applications that enrich the human experience. However, training a robust ASU…

声音 · 计算机科学 2023-06-14 Tiantian Feng , Digbalay Bose , Xuan Shi , Shrikanth Narayanan

Cross-lingual alignment in pretrained language models enables knowledge transfer across languages. Similar alignment has been reported in Whisper-style speech encoders, based on spoken translation retrieval using representational…

计算与语言 · 计算机科学 2026-04-07 Ryan Soh-Eun Shim , Domenico De Cristofaro , Chengzhi Martin Hu , Alessandro Vietti , Barbara Plank
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