Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor

Objective. To quantify the concurrent accuracy and the test-retest reliability of a Kinect V2-based upper limb functional assessment system. Approach. Ten healthy males performed a series of upper limb movements, which were measured concurrently with Kinect V2 and the Vicon motion capture system (go...

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Main Authors: Laisi Cai, Ye Ma, Shuping Xiong, Yanxin Zhang
Format: Article
Language:English
Published: Hindawi Limited 2019-01-01
Series:Applied Bionics and Biomechanics
Online Access:http://dx.doi.org/10.1155/2019/7175240
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spelling doaj-ccdf4c13b98a4c34a507add37aad86232021-07-02T03:44:31ZengHindawi LimitedApplied Bionics and Biomechanics1176-23221754-21032019-01-01201910.1155/2019/71752407175240Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 SensorLaisi Cai0Ye Ma1Shuping Xiong2Yanxin Zhang3The Research Academy of Grand Health, Faculty of Sport Science, Ningbo University, Ningbo, ChinaThe Research Academy of Grand Health, Faculty of Sport Science, Ningbo University, Ningbo, ChinaDepartment of Industrial and Systems Engineering, College of Engineering, Korea Advanced Institute of Science and Technology (KAIST), Republic of KoreaDepartment of Exercise Science, Faculty of Science, The University of Auckland, New ZealandObjective. To quantify the concurrent accuracy and the test-retest reliability of a Kinect V2-based upper limb functional assessment system. Approach. Ten healthy males performed a series of upper limb movements, which were measured concurrently with Kinect V2 and the Vicon motion capture system (gold standard). Each participant attended two testing sessions, seven days apart. Four tasks were performed including hand to contralateral shoulder, hand to mouth, combing hair, and hand to back pocket. Upper limb kinematics were calculated using our developed kinematic model and the UWA model for Kinect V2 and Vicon. The interdevice coefficient of multiple correlation (CMC) and the root mean squared error (RMSE) were used to evaluate the validity of the kinematic waveforms. Mean absolute bias and Pearson’s r correlation were used to evaluate the validity of the angles at the points of target achieved (PTA) and the range of motion (ROM). The intersession CMC and RMSE and the intraclass correlation coefficient (ICC) were used to assess the test-retest reliability of Kinect V2. Main Results. Both validity and reliability are found to be task-dependent and plane-dependent. Kinect V2 had good accuracy in measuring shoulder and elbow flexion/extension angular waveforms (CMC>0.87), moderate accuracy of measuring shoulder adduction/abduction angular waveforms (CMC=0.69-0.82), and poor accuracy of measuring shoulder internal/external angles (CMC<0.6). We also found high test-retest reliability of Kinect V2 in most of the upper limb angular waveforms (CMC=0.75-0.99), angles at the PTA (ICC=0.65-0.91), and the ROM (ICC=0.68-0.96). Significance. Kinect V2 has great potential as a low-cost, easy implemented device for assessing upper limb angular waveforms when performing functional tasks. The system is suitable for assessing relative within-person change in upper limb motions over time, such as disease progression or improvement due to intervention.http://dx.doi.org/10.1155/2019/7175240
collection DOAJ
language English
format Article
sources DOAJ
author Laisi Cai
Ye Ma
Shuping Xiong
Yanxin Zhang
spellingShingle Laisi Cai
Ye Ma
Shuping Xiong
Yanxin Zhang
Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor
Applied Bionics and Biomechanics
author_facet Laisi Cai
Ye Ma
Shuping Xiong
Yanxin Zhang
author_sort Laisi Cai
title Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor
title_short Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor
title_full Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor
title_fullStr Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor
title_full_unstemmed Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor
title_sort validity and reliability of upper limb functional assessment using the microsoft kinect v2 sensor
publisher Hindawi Limited
series Applied Bionics and Biomechanics
issn 1176-2322
1754-2103
publishDate 2019-01-01
description Objective. To quantify the concurrent accuracy and the test-retest reliability of a Kinect V2-based upper limb functional assessment system. Approach. Ten healthy males performed a series of upper limb movements, which were measured concurrently with Kinect V2 and the Vicon motion capture system (gold standard). Each participant attended two testing sessions, seven days apart. Four tasks were performed including hand to contralateral shoulder, hand to mouth, combing hair, and hand to back pocket. Upper limb kinematics were calculated using our developed kinematic model and the UWA model for Kinect V2 and Vicon. The interdevice coefficient of multiple correlation (CMC) and the root mean squared error (RMSE) were used to evaluate the validity of the kinematic waveforms. Mean absolute bias and Pearson’s r correlation were used to evaluate the validity of the angles at the points of target achieved (PTA) and the range of motion (ROM). The intersession CMC and RMSE and the intraclass correlation coefficient (ICC) were used to assess the test-retest reliability of Kinect V2. Main Results. Both validity and reliability are found to be task-dependent and plane-dependent. Kinect V2 had good accuracy in measuring shoulder and elbow flexion/extension angular waveforms (CMC>0.87), moderate accuracy of measuring shoulder adduction/abduction angular waveforms (CMC=0.69-0.82), and poor accuracy of measuring shoulder internal/external angles (CMC<0.6). We also found high test-retest reliability of Kinect V2 in most of the upper limb angular waveforms (CMC=0.75-0.99), angles at the PTA (ICC=0.65-0.91), and the ROM (ICC=0.68-0.96). Significance. Kinect V2 has great potential as a low-cost, easy implemented device for assessing upper limb angular waveforms when performing functional tasks. The system is suitable for assessing relative within-person change in upper limb motions over time, such as disease progression or improvement due to intervention.
url http://dx.doi.org/10.1155/2019/7175240
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