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Automatic pronunciation evaluation plays an important role in pronunciation training and second language education. This field draws heavily on concepts from automatic speech recognition (ASR) to quantify how close the pronunciation of…

音频与语音处理 · 电气工程与系统科学 2018-07-06 Ming Tu , Anna Grabek , Julie Liss , Visar Berisha

Singing techniques are used for expressive vocal performances by employing temporal fluctuations of the timbre, the pitch, and other components of the voice. Their classification is a challenging task, because of mainly two factors: 1) the…

声音 · 计算机科学 2022-06-27 Yuya Yamamoto , Juhan Nam , Hiroko Terasawa

In conversational speech, the acoustic signal provides cues that help listeners disambiguate difficult parses. For automatically parsing spoken utterances, we introduce a model that integrates transcribed text and acoustic-prosodic features…

计算与语言 · 计算机科学 2018-04-17 Trang Tran , Shubham Toshniwal , Mohit Bansal , Kevin Gimpel , Karen Livescu , Mari Ostendorf

Recent advances in artificial intelligence (AI) speech generation and voice cloning technologies have produced naturalistic speech and accurate voice replication, yet their influence on sociotechnical systems across diverse accents and…

人机交互 · 计算机科学 2025-06-16 Shira Michel , Sufi Kaur , Sarah Elizabeth Gillespie , Jeffrey Gleason , Christo Wilson , Avijit Ghosh

Current accent conversion (AC) systems do not disentangle the two main sources of non-native accent: segmental and prosodic characteristics. Being able to manipulate a non-native speaker's segmental and/or prosodic channels independently is…

计算与语言 · 计算机科学 2024-08-21 Waris Quamer , Ricardo Gutierrez-Osuna

Articulatory acoustic inversion aims to reconstruct the complete geometry of the vocal tract from the speech signal. In this paper, we present a comparative study of several levels of phonetic segmentation accuracy, together with a…

音频与语音处理 · 电气工程与系统科学 2026-03-13 Sofiane Azzouz , Pierre-André Vuissoz , Yves Laprie

Despite significant advances in recent years, the existing Computer-Assisted Pronunciation Training (CAPT) methods detect pronunciation errors with a relatively low accuracy (precision of 60% at 40%-80% recall). This Ph.D. work proposes…

音频与语音处理 · 电气工程与系统科学 2022-09-15 Daniel Korzekwa

In this work, we tackle a problem of speech emotion classification. One of the issues in the area of affective computation is that the amount of annotated data is very limited. On the other hand, the number of ways that the same emotion can…

计算与语言 · 计算机科学 2018-04-02 Egor Lakomkin , Cornelius Weber , Stefan Wermter

Second-order statistical methods show very good results for automatic speaker identification in controlled recording conditions. These approaches are generally used on the entire speech material available. In this paper, we study the…

信息检索 · 计算机科学 2024-02-27 Ivan Magrin-Chagnolleau , Jean François Bonastre , Frédéric Bimbot

Transfer learning aims to reduce the amount of data required to excel at a new task by re-using the knowledge acquired from learning other related tasks. This paper proposes a novel transfer learning scenario, which distills robust phonetic…

计算与语言 · 计算机科学 2019-07-11 Wei-Ning Hsu , David Harwath , James Glass

We use tensor analysis techniques for high-dimensional data to gain insight into pitch curves, which play an important role in linguistics research. In particular, we propose that demeaned phonetics pitch curve data can be modeled as having…

统计方法学 · 统计学 2018-08-17 Michael Hornstein , Shuheng Zhou , Kerby Shedden

In this paper, we explore automatic prediction of dialect density of the African American English (AAE) dialect, where dialect density is defined as the percentage of words in an utterance that contain characteristics of the non-standard…

音频与语音处理 · 电气工程与系统科学 2022-04-05 Alexander Johnson , Kevin Everson , Vijay Ravi , Anissa Gladney , Mari Ostendorf , Abeer Alwan

This paper asks whether a distinction between production-based and perception-based grammar induction influences either (i) the growth curve of grammars and lexicons or (ii) the similarity between representations learned from independent…

计算与语言 · 计算机科学 2021-04-20 Jonathan Dunn , Andrea Nini

This study is focused on understanding and quantifying the change in phoneme and prosody information encoded in the Self-Supervised Learning (SSL) model, brought by an accent identification (AID) fine-tuning task. This problem is addressed…

音频与语音处理 · 电气工程与系统科学 2023-06-13 Mu Yang , Ram C. M. C. Shekar , Okim Kang , John H. L. Hansen

Given the fast development of analysis techniques for NLP and speech processing systems, few systematic studies have been conducted to compare the strengths and weaknesses of each method. As a step in this direction we study the case of…

计算与语言 · 计算机科学 2023-06-02 Grzegorz Chrupała , Bertrand Higy , Afra Alishahi

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

Understanding how the brain processes linguistic constructions is a central challenge in cognitive neuroscience and linguistics. Recent computational studies show that artificial neural language models spontaneously develop differentiated…

神经元与认知 · 定量生物学 2026-05-18 Pegah Ramezani , Thomas Kinfe , Andreas Maier , Achim Schilling , Patrick Krauss

Formants are the spectral maxima that result from acoustic resonances of the human vocal tract, and their accurate estimation is among the most fundamental speech processing problems. Recent work has been shown that those frequencies can…

声音 · 计算机科学 2022-06-24 Yosi Shrem , Felix Kreuk , Joseph Keshet

The recommendation to change breathing patterns from the mouth to the nose can have a significantly positive impact upon the general well being of the individual. We classify nasal and mouth breathing by using an acoustic sensor and…

神经与进化计算 · 计算机科学 2010-08-26 Kevin Curran , Peng Yuan , Damian Coyle

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