Evaluation of functional tests performance using a camera-based and machine learning approach

Jindřich Adolf; Yoram Segal; Matyáš Turna; Tereza Nováková; Jaromír Doležal; Patrik Kutílek; Jan Hejda; Ofer Hadar; Lenka Lhotská

doi:10.1371/journal.pone.0288279

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Open Access

Peer-reviewed

Research Article

Evaluation of functional tests performance using a camera-based and machine learning approach

Jindřich Adolf ,

Roles Data curation, Investigation, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: jindrich.adolf@cvut.cz

Affiliations Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Prague, Czech Republic, Faculty of Biomedical Engineering, Czech Technical University in Prague, Kladno, Czech Republic

https://orcid.org/0000-0003-4560-1726

⨯
Yoram Segal,

Roles Methodology, Software

Affiliation BGU Ben-Gurion University of the Negev, Beer Sheva, Israel

https://orcid.org/0000-0001-8519-1480

⨯
Matyáš Turna,

Roles Investigation

Affiliation Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic
⨯
Tereza Nováková,

Roles Conceptualization

Affiliation Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic

https://orcid.org/0000-0003-2474-287X

⨯
Jaromír Doležal,

Roles Data curation, Software, Validation

Affiliation Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Prague, Czech Republic

https://orcid.org/0000-0003-2109-8118

⨯
Patrik Kutílek,

Roles Funding acquisition, Project administration, Resources

Affiliation Faculty of Biomedical Engineering, Czech Technical University in Prague, Kladno, Czech Republic
⨯
Jan Hejda,

Roles Validation, Writing – review & editing

Affiliation Faculty of Biomedical Engineering, Czech Technical University in Prague, Kladno, Czech Republic

https://orcid.org/0000-0003-2461-6283

⨯
Ofer Hadar,

Roles Funding acquisition, Supervision

Affiliation BGU Ben-Gurion University of the Negev, Beer Sheva, Israel
⨯
Lenka Lhotská

Roles Formal analysis, Supervision, Writing – review & editing

Affiliations Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Prague, Czech Republic, Faculty of Biomedical Engineering, Czech Technical University in Prague, Kladno, Czech Republic
⨯

Evaluation of functional tests performance using a camera-based and machine learning approach

Jindřich Adolf,
Yoram Segal,
Matyáš Turna,
Tereza Nováková,
Jaromír Doležal,
Patrik Kutílek,
Jan Hejda,
Ofer Hadar,
Lenka Lhotská

Published: November 3, 2023
https://doi.org/10.1371/journal.pone.0288279

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Machine learning algorithms
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Skeletal joints
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Musculoskeletal mechanics
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