The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing

Background Gait analysis is traditionally conducted using marker-based methods yet markerless motion capture is emerging as an alternative. Initial studies have begun to evaluate the reliability of markerless motion capture yet the evaluation of different clothing conditions across sessions and comp...

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Main Authors: Sylvia Augustine, Richard Foster, Gabor Barton, Mark J. Lake, Raihana Sharir, Mark A. Robinson
Format: Article
Language:English
Published: PeerJ Inc. 2025-01-01
Series:PeerJ
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Online Access:https://peerj.com/articles/18613.pdf
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author Sylvia Augustine
Richard Foster
Gabor Barton
Mark J. Lake
Raihana Sharir
Mark A. Robinson
author_facet Sylvia Augustine
Richard Foster
Gabor Barton
Mark J. Lake
Raihana Sharir
Mark A. Robinson
author_sort Sylvia Augustine
collection DOAJ
description Background Gait analysis is traditionally conducted using marker-based methods yet markerless motion capture is emerging as an alternative. Initial studies have begun to evaluate the reliability of markerless motion capture yet the evaluation of different clothing conditions across sessions and complete evaluation of the lower limb and pelvis reliability have yet to be considered. The aim of this study was to evaluate the inter-trial, inter-session and inter-session-clothing variation and root mean square differences between tight- or loose-fitting clothing during walking. Method Twenty-two healthy adult participants walked along an indoor walkway whilst eight video cameras recorded their gait in either tight- or loose-fitting clothing. A commercial markerless motion capture system (Theia3D) provided gait kinematics for evaluation. Results Reliability results showed average inter-trial variation of <2°, inter-session variation of <3° and inter-session-clothing variation <3.5°. Root mean square differences (RMSD) between clothing conditions were <2°. Discussion Pelvis variations were smaller than those at the hip, knee and ankle. Our results showed smaller variation than in previous studies which may be due to updates to software. The demonstration of the reliability of markerless motion capture for gait analysis in healthy adults should prompt further evaluation in clinical conditions and reconsideration of multi-assessor marker-based gait analysis protocols, where variation is highest.
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spelling doaj-art-7eac561ddd744e8d839264c130088f522025-01-04T15:05:22ZengPeerJ Inc.PeerJ2167-83592025-01-0113e1861310.7717/peerj.18613The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothingSylvia Augustine0Richard Foster1Gabor Barton2Mark J. Lake3Raihana Sharir4Mark A. Robinson5School of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United KingdomSchool of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United KingdomSchool of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United KingdomSchool of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United KingdomSchool of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United KingdomSchool of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, United KingdomBackground Gait analysis is traditionally conducted using marker-based methods yet markerless motion capture is emerging as an alternative. Initial studies have begun to evaluate the reliability of markerless motion capture yet the evaluation of different clothing conditions across sessions and complete evaluation of the lower limb and pelvis reliability have yet to be considered. The aim of this study was to evaluate the inter-trial, inter-session and inter-session-clothing variation and root mean square differences between tight- or loose-fitting clothing during walking. Method Twenty-two healthy adult participants walked along an indoor walkway whilst eight video cameras recorded their gait in either tight- or loose-fitting clothing. A commercial markerless motion capture system (Theia3D) provided gait kinematics for evaluation. Results Reliability results showed average inter-trial variation of <2°, inter-session variation of <3° and inter-session-clothing variation <3.5°. Root mean square differences (RMSD) between clothing conditions were <2°. Discussion Pelvis variations were smaller than those at the hip, knee and ankle. Our results showed smaller variation than in previous studies which may be due to updates to software. The demonstration of the reliability of markerless motion capture for gait analysis in healthy adults should prompt further evaluation in clinical conditions and reconsideration of multi-assessor marker-based gait analysis protocols, where variation is highest.https://peerj.com/articles/18613.pdfMarkerlessGaitClothingReliabilityKinematics
spellingShingle Sylvia Augustine
Richard Foster
Gabor Barton
Mark J. Lake
Raihana Sharir
Mark A. Robinson
The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing
PeerJ
Markerless
Gait
Clothing
Reliability
Kinematics
title The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing
title_full The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing
title_fullStr The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing
title_full_unstemmed The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing
title_short The inter-trial and inter-session reliability of Theia3D-derived markerless gait analysis in tight versus loose clothing
title_sort inter trial and inter session reliability of theia3d derived markerless gait analysis in tight versus loose clothing
topic Markerless
Gait
Clothing
Reliability
Kinematics
url https://peerj.com/articles/18613.pdf
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