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Validity and sensitivity of the longitudinal asymmetry index to detect gait asymmetry using Microsoft Kinect data
- Source :
- Gait and Posture, Gait and Posture, Elsevier, 2017, 51, pp.162-168. ⟨10.1016/j.gaitpost.2016.08.022⟩, Gait & Posture, Gait & Posture, 2017, 51, pp.162-168. ⟨10.1016/j.gaitpost.2016.08.022⟩
- Publication Year :
- 2016
- Publisher :
- Elsevier, 2016.
-
Abstract
- International audience; Gait asymmetry information is a key point in disease screening and follow-up. Constant Relative Phase (CRP) has been used to quantify within-stride asymmetry index, which requires noise-free and accurate motion capture, which is difficult to obtain in clinical settings. This study explores a new index, the Longitudinal Asymmetry Index (ILong) which is derived using data from a low-cost depth camera (Kinect). ILong is based on depth images averaged over several gait cycles, rather than derived joint positions or angles. This study aims to evaluate 1) the validity of CRP computed with Kinect, 2) the validity and sensitivity of ILong for measuring gait asymmetry based solely on data provided by a depth camera, 3) the clinical applicability of a posteriorly mounted camera system to avoid occlusion caused by the standard front-fitted treadmill consoles and 4) the number of strides needed to reliably calculate ILong. The gait of 15 subjects was recorded concurrently with a marker-based system (MBS) and Kinect, and asymmetry was artificially reproduced by introducing a 5cm sole attached to one foot. CRP computed with Kinect was not reliable. ILong detected this disturbed gait reliably and could be computed from a posteriorly placed Kinect without loss of validity. A minimum of five strides was needed to achieve a correlation coefficient of 0.9 between standard MBS and low-cost depth camera based ILong. ILong provides a clinically pragmatic method for measuring gait asymmetry, with application for improved patient care through enhanced disease, screening, diagnosis and monitoring.
- Subjects :
- Male
SYMMETRY
01 natural sciences
0302 clinical medicine
Gait (human)
Reference Values
Image Processing, Computer-Assisted
Orthopedics and Sports Medicine
Computer vision
Asymmetry Index
Treadmill
Gait
media_common
1106 Human Movement And Sports Science
Rehabilitation
[INFO.INFO-MM]Computer Science [cs]/Multimedia [cs.MM]
Biomechanical Phenomena
Female
Gait analysis
Psychology
Sensitivity analysis
CRP
Life Sciences & Biomedicine
WALKING
STROKE
0913 Mechanical Engineering
Adult
Correlation coefficient
media_common.quotation_subject
Biophysics
Motion capture
Asymmetry
Sensitivity and Specificity
03 medical and health sciences
Gait asymmetry
Humans
Sensitivity (control systems)
Simulation
Science & Technology
Kinect
business.industry
010401 analytical chemistry
Neurosciences
Reproducibility of Results
1103 Clinical Sciences
BILATERAL COORDINATION
0104 chemical sciences
Orthopedics
OSTEOARTHRITIS
Exercise Test
Artificial intelligence
Neurosciences & Neurology
business
LENGTH DISCREPANCY
030217 neurology & neurosurgery
Software
Sport Sciences
Subjects
Details
- Language :
- English
- ISSN :
- 09666362 and 18792219
- Database :
- OpenAIRE
- Journal :
- Gait and Posture, Gait and Posture, Elsevier, 2017, 51, pp.162-168. ⟨10.1016/j.gaitpost.2016.08.022⟩, Gait & Posture, Gait & Posture, 2017, 51, pp.162-168. ⟨10.1016/j.gaitpost.2016.08.022⟩
- Accession number :
- edsair.doi.dedup.....68c128eca249bad288ce19c527777706