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Recognition of speech, and in particular the ability to generalize and learn from small sets of labelled examples like humans do, depends on an appropriate representation of the acoustic input. We formulate the problem of finding robust…

This study propose a fully automated system for speech correction and accent reduction. Consider the application scenario that a recorded speech audio contains certain errors, e.g., inappropriate words, mispronunciations, that need to be…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-17 Daxin Tan , Liqun Deng , Nianzu Zheng , Yu Ting Yeung , Xin Jiang , Xiao Chen , Tan Lee

Multi-task learning (MTL) frameworks have proven to be effective in diverse speech related tasks like automatic speech recognition (ASR) and speech emotion recognition. This paper proposes a MTL framework to perform acoustic-to-articulatory…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-18 Yashish M. Siriwardena , Ganesh Sivaraman , Carol Espy-Wilson

Real-time Magnetic Resonance Imaging (rtMRI) is frequently used in speech production studies as it provides a complete view of the vocal tract during articulation. This study investigates the effectiveness of rtMRI in analyzing vocal tract…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-27 Masoud Thajudeen Tholan , Vinayaka Hegde , Chetan Sharma , Prasanta Kumar Ghosh

As a first step towards a complete computational model of speech learning involving perception-production loops, we investigate the forward mapping between pseudo-motor commands and articulatory trajectories. Two phonological feature sets,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-09 Angelo Ortiz Tandazo , Thomas Schatz , Thomas Hueber , Emmanuel Dupoux

Spoken communication plays a central role in clinical workflows. In radiology, for example, most reports are created through dictation. Yet, nearly all medical AI systems rely exclusively on written text. In this work, we address this gap…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-06 Lukas Buess , Jan Geier , David Bani-Harouni , Chantal Pellegrini , Matthias Keicher , Paula Andrea Perez-Toro , Nassir Navab , Andreas Maier , Tomas Arias-Vergara

Acoustic-to-Articulatory Inversion (AAI) attempts to model the inverse mapping from speech to articulation. Exact articulatory prediction from speech alone may be impossible, as speakers can choose different forms of articulation seemingly…

Sound · Computer Science 2025-06-10 Charles McGhee , Mark J. F. Gales , Kate M. Knill

We propose a computational model of speech production combining a pre-trained neural articulatory synthesizer able to reproduce complex speech stimuli from a limited set of interpretable articulatory parameters, a DNN-based internal forward…

Sound · Computer Science 2022-04-06 Marc-Antoine Georges , Julien Diard , Laurent Girin , Jean-Luc Schwartz , Thomas Hueber

This research is about the creation of personalized synthetic voices for head and neck cancer survivors. It is focused particularly on tongue cancer patients whose speech might exhibit severe articulation impairment. Our goal is to restore…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-09 Yusheng Tian , Jingyu Li , Tan Lee

Traditional clinical approaches for assessing nasality, such as nasopharyngoscopy and nasometry, involve unpleasant experiences and are problematic for children. Speech Inversion (SI), a noninvasive technique, offers a promising alternative…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-12 Saba Tabatabaee , Suzanne Boyce , Liran Oren , Mark Tiede , Carol Espy-Wilson

For articulatory-to-acoustic mapping, typically only limited parallel training data is available, making it impossible to apply fully end-to-end solutions like Tacotron2. In this paper, we experimented with transfer learning and adaptation…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-27 Csaba Zainkó , László Tóth , Amin Honarmandi Shandiz , Gábor Gosztolya , Alexandra Markó , Géza Németh , Tamás Gábor Csapó

Previous works on voice-face matching and voice-guided face synthesis demonstrate strong correlations between voice and face, but mainly rely on coarse semantic cues such as gender, age, and emotion. In this paper, we aim to investigate the…

Computer Vision and Pattern Recognition · Computer Science 2023-07-27 Xiang Li , Yandong Wen , Muqiao Yang , Jinglu Wang , Rita Singh , Bhiksha Raj

Articulatory information has been shown to be effective in improving the performance of HMM-based and DNN-based text-to-speech synthesis. Speech synthesis research focuses traditionally on text-to-speech conversion, when the input is text…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-06 Tamás Gábor Csapó , László Tóth , Gábor Gosztolya , Alexandra Markó

Speaker embeddings achieve promising results on many speaker verification tasks. Phonetic information, as an important component of speech, is rarely considered in the extraction of speaker embeddings. In this paper, we introduce phonetic…

Sound · Computer Science 2018-06-15 Yi Liu , Liang He , Jia Liu , Michael T. Johnson

In this work, we propose an acoustic embedding based approach for representation learning in speech recognition. The proposed approach involves two stages comprising of acoustic filterbank learning from raw waveform, followed by modulation…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-16 Purvi Agrawal , Sriram Ganapathy

Real-Time Magnetic resonance imaging (rtMRI) of the midsagittal plane of the mouth is of interest for speech production research. In this work, we focus on estimating utterance level rtMRI video from the spoken phoneme sequence. We obtain…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-01 Sathvik Udupa , Prasanta Kumar Ghosh

Phonetics is the scientific field concerned with the study of how speech is produced, heard and perceived. It abounds with data, such as acoustic speech recordings, neuroimaging data, or articulatory data. In this paper, we provide an…

Vocal tract articulation is a natural, grounded control space of speech production. The spatiotemporal coordination of articulators combined with the vocal source shapes intelligible speech sounds to enable effective spoken communication.…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-04 Cheol Jun Cho , Peter Wu , Tejas S. Prabhune , Dhruv Agarwal , Gopala K. Anumanchipalli

We compare numerically computed resonances of the human vocal tract with formants that have been extracted from speech during vowel pronunciation. The geometry of the vocal tract has been obtained by MRI from a male subject, and the…

Dynamical Systems · Mathematics 2012-10-09 Daniel Aalto , Antti Huhtala , Atle Kivelä , Jarmo Malinen , Pertti Palo , Jani Saunavaara , Martti Vainio

Speechreading is the task of inferring phonetic information from visually observed articulatory facial movements, and is a notoriously difficult task for humans to perform. In this paper we present an end-to-end model based on a…

Computer Vision and Pattern Recognition · Computer Science 2017-08-31 Ariel Ephrat , Tavi Halperin , Shmuel Peleg