Tongue contour tracking and segmentation in lingual ultrasound for speech recognition: A review

K Al-Hammuri, F Gebali, I Thirumarai Chelvan… - Diagnostics, 2022 - mdpi.com
Lingual ultrasound imaging is essential in linguistic research and speech recognition. It has
been used widely in different applications as visual feedback to enhance language learning …

Beyond the edge: Markerless pose estimation of speech articulators from ultrasound and camera images using DeepLabCut

A Wrench, J Balch-Tomes - Sensors, 2022 - mdpi.com
Automatic feature extraction from images of speech articulators is currently achieved by
detecting edges. Here, we investigate the use of pose estimation deep neural nets with …

Automated tongue contour extraction from ultrasound sequences using signal enhancing neural network and energy minimized spline

A Verma, N Singh, V Khanna, BP Singh… - Multimedia Tools and …, 2024 - Springer
Ultrasonography is widely used in linguistic study, speech therapy, language training, and
impaired speech production. Real-time visualization of the shape, contour, and motion of the …

Encoder-decoder CNN models for automatic tracking of tongue contours in real-time ultrasound data

MH Mozaffari, WS Lee - Methods, 2020 - Elsevier
One application of medical ultrasound imaging is to visualize and characterize human
tongue shape and motion in real-time to study healthy or impaired speech production. Due …

A systematic review of the application of machine learning techniques to ultrasound tongue imaging analysis

Z Xia, R Yuan, Y Cao, T Sun, Y Xiong… - The Journal of the …, 2024 - pubs.aip.org
B-mode ultrasound has emerged as a prevalent tool for observing tongue motion in speech
production, gaining traction in speech therapy applications. However, the effective analysis …

[HTML][HTML] Domain adaptation for ultrasound tongue contour extraction using transfer learning: A deep learning approach

M Hamed Mozaffari, WS Lee - The Journal of the Acoustical Society of …, 2019 - pubs.aip.org
Automatic and precise delineating of the tongue surface in real-time frames is a challenging
task because of the noisy nature of ultrasound images and rapid changes of the tongue …

Audio segmentation techniques and applications based on deep learning

S Aggarwal, S Selvakanmani, B Pant… - Scientific …, 2022 - Wiley Online Library
Audio processing has become an inseparable part of modern applications in domains
ranging from health care to speech‐controlled devices. In automated audio segmentation …

A CNN-based tool for automatic tongue contour tracking in ultrasound images

J Zhu, W Styler, I Calloway - arXiv preprint arXiv:1907.10210, 2019 - arxiv.org
For speech research, ultrasound tongue imaging provides a non-invasive means for
visualizing tongue position and movement during articulation. Extracting tongue contours …

wUnet: A new network used for ultrasonic tongue contour extraction

G Li, J Chen, Y Liu, J Wei - Speech Communication, 2022 - Elsevier
Ultrasound imaging is becoming a practical tool in silent speech recognition. It is a
challenge to accurately extract tongue contours due to the soft tissue characteristics of the …

Recording and analyzing kinematic data in children and adults with SOLLAR: Sonographic & Optical Linguo-Labial Articulation Recording system

A Noiray, J Ries, M Tiede, E Rubertus, C Laporte… - 2020 - publishup.uni-potsdam.de
Understanding the development of spoken language in young children has become
increasingly important for advancing basic theories of language acquisition and for clinical …