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- Automatic Measurement of Postural Abnormalities With a Pose Estimation Algorithm in Parkinson’s Disease
- Jung Hwan Shin, Kyung Ah Woo, Chan Young Lee, Seung Ho Jeon, Han-Joon Kim, Beomseok Jeon
- J Mov Disord. 2022;15(2):140-145. Published online January 19, 2022
- DOI: https://doi.org/10.14802/jmd.21129
- 3,668 View
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- 4 Web of Science
- 5 Crossref
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Abstract
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Supplementary Material - Objective
This study aims to develop an automated and objective tool to evaluate postural abnormalities in Parkinson’s disease (PD) patients.
Methods
We applied a deep learning-based pose-estimation algorithm to lateral photos of prospectively enrolled PD patients (n = 28). We automatically measured the anterior flexion angle (AFA) and dropped head angle (DHA), which were validated with conventional manual labeling methods.
Results
The automatically measured DHA and AFA were in excellent agreement with manual labeling methods (intraclass correlation coefficient > 0.95) with mean bias equal to or less than 3 degrees.
Conclusion
The deep learning-based pose-estimation algorithm objectively measured postural abnormalities in PD patients. -
Citations
Citations to this article as recorded by
- Botulinum Toxin for Axial Postural Abnormalities in Parkinson’s Disease: A Systematic Review
Marialuisa Gandolfi, Carlo Alberto Artusi, Gabriele Imbalzano, Serena Camozzi, Mauro Crestani, Leonardo Lopiano, Michele Tinazzi, Christian Geroin
Toxins.2024; 16(5): 228. CrossRef - Research Progress of Camptocormia in Parkinson Disease
Yilin Lu, Xiang Zhang, Junyu Li, Weishi Li, Miao Yu
Clinical Spine Surgery.2024;[Epub] CrossRef - Three‐Dimensional Mesh Recovery from Common 2‐Dimensional Pictures for Automated Assessment of Body Posture in Camptocormia
Robin Wolke, Olga Gavriliuc, Oliver Granert, Günther Deuschl, Nils G. Margraf
Movement Disorders Clinical Practice.2023; 10(3): 472. CrossRef - Assessment of Axial Postural Abnormalities in Parkinsonism: Automatic Picture Analysis Software
Carlo Alberto Artusi, Christian Geroin, Gabriele Imbalzano, Serena Camozzi, Stefano Aldegheri, Leonardo Lopiano, Michele Tinazzi, Nicola Bombieri
Movement Disorders Clinical Practice.2023; 10(4): 636. CrossRef - Camera- and Viewpoint-Agnostic Evaluation of Axial Postural Abnormalities in People with Parkinson’s Disease through Augmented Human Pose Estimation
Stefano Aldegheri, Carlo Alberto Artusi, Serena Camozzi, Roberto Di Marco, Christian Geroin, Gabriele Imbalzano, Leonardo Lopiano, Michele Tinazzi, Nicola Bombieri
Sensors.2023; 23(6): 3193. CrossRef
- Botulinum Toxin for Axial Postural Abnormalities in Parkinson’s Disease: A Systematic Review
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