The Validity and Reliability of a Kinect v2-Based Gait Analysis System for Children with Cerebral Palsy.
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ABSTRACT: The aim of this study is to evaluate if Kinect is a valid and reliable clinical gait analysis tool for children with cerebral palsy (CP), and whether linear regression and long short-term memory (LSTM) recurrent neural network methods can improve its performance. A gait analysis was conducted on ten children with CP, on two occasions. Lower limb joint kinematics computed from the Kinect and a traditional marker-based Motion Analysis system were investigated by calculating the root mean square errors (RMSE), the coefficients of multiple correlation (CMC), and the intra-class correlation coefficients (ICC2,k). Results showed that the Kinect-based kinematics had an overall modest to poor correlation (CMC-less than 0.001 to 0.70) and an angle pattern similarity with Motion Analysis. After the
SUBMITTER: Ma Y
PROVIDER: S-EPMC6479781 | biostudies-literature | 2019 Apr
REPOSITORIES: biostudies-literature
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