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Beyond the Edge: Markerless Pose Estimation of Speech Articulators from Ultrasound and Camera Images Using DeepLabCut
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In: Sensors; Volume 22; Issue 3; Pages: 1133 (2022)
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Beyond the edge: Markerless pose estimation of speech articulators from ultrasound and camera images using DeepLabCut
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A review of data collection practices using electromagnetic articulography
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In: Laboratory Phonology: Journal of the Association for Laboratory Phonology; Vol 12, No 1 (2021); 6 ; 1868-6354 (2021)
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Applications of Pose Estimation in Human Health and Performance across the Lifespan
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In: Sensors ; Volume 21 ; Issue 21 (2021)
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Abstract:
The emergence of pose estimation algorithms represents a potential paradigm shift in the study and assessment of human movement. Human pose estimation algorithms leverage advances in computer vision to track human movement automatically from simple videos recorded using common household devices with relatively low-cost cameras (e.g., smartphones, tablets, laptop computers). In our view, these technologies offer clear and exciting potential to make measurement of human movement substantially more accessible ; for example, a clinician could perform a quantitative motor assessment directly in a patient’s home, a researcher without access to expensive motion capture equipment could analyze movement kinematics using a smartphone video, and a coach could evaluate player performance with video recordings directly from the field. In this review, we combine expertise and perspectives from physical therapy, speech-language pathology, movement science, and engineering to provide insight into applications of pose estimation in human health and performance. We focus specifically on applications in areas of human development, performance optimization, injury prevention, and motor assessment of persons with neurologic damage or disease. We review relevant literature, share interdisciplinary viewpoints on future applications of these technologies to improve human health and performance, and discuss perceived limitations.
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Keyword:
artificial intelligence; assessment; computer vision; development; kinematics; machine learning; markerless motion capture; movement tracking; pose estimation
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URL: https://doi.org/10.3390/s21217315
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Measurement of single-diffractive dijet production in proton-proton collisions at $\sqrt{s} =$ 8 TeV with the CMS and TOTEM experiments
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In: Eur.Phys.J.C ; https://hal.archives-ouvertes.fr/hal-02507664 ; Eur.Phys.J.C, 2020, 80 (12), pp.1164. ⟨10.1140/epjc/s10052-020-08562-y⟩ (2020)
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Data for: Co-speech movement in conversational turn-taking ...
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Data for: Co-speech movement in conversational turn-taking ...
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Recording and analyzing kinematic data in children and adults with SOLLAR: Sonographic & Optical Linguo-Labial Articulation Recording system
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In: Laboratory Phonology: Journal of the Association for Laboratory Phonology; Vol 11, No 1 (2020); 14 ; 1868-6354 (2020)
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Aproximación neurocinemática al corte como articulador fílmico
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In: TDX (Tesis Doctorals en Xarxa) (2020)
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Convergence and Historical Contingency in the Evolution of Lingual Prey Capture Systems in Lizards
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In: Master's Theses (2020)
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Aproximación neurocinemática al corte como articulador fílmico
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Assessing Oromotor Capacity in ALS: The Effect of a Fixed-Target Task on Lip Biomechanics
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Learning to Parse Grounded Language using Reservoir Computing
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In: ICDL-Epirob 2019 - Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics ; https://hal.inria.fr/hal-02422157 ; ICDL-Epirob 2019 - Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics, Aug 2019, Olso, Norway. ⟨10.1109/devlrn.2019.8850718⟩ ; https://ieeexplore.ieee.org/abstract/document/8850718 (2019)
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Acoustic and Articulatory Kinematic Vowel Space in Parkinsonian Speech
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In: http://rave.ohiolink.edu/etdc/view?acc_num=toledo1556877018282911 (2019)
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The kinematics that you do not expect: Integrating prior information and kinematics to understand intentions
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Is there an association between hip range of motion and nonspecific low back pain? A systematic review
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Effect of Parkinson Disease on Concurrent Speech and Manual Task Performance
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In: http://rave.ohiolink.edu/etdc/view?acc_num=bgsu1529949147133448 (2018)
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The Speech Movement Disorder and its Rehabilitation in Parkinson’s Disease Using Augmented Visual Feedback
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Studio di cinematica sull'effetto di comfort dello stato finale: Il caso del Disturbo dello Spettro Autistico
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