Assessing Physical Rehabilitation Exercises using Graph Convolutional Network with Self-supervised regularization

2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)(2021)

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摘要
Computer-vision techniques provide a way to conduct low-cost, portable, and real-time evaluations of exercises performed as a part of physical rehabilitation. Recent data-driven methods have explored using deep learning on 3D body-landmark sequences for automatic assessment of physical rehabilitation exercises. However, existing deep learning methods using convolutional neural networks (CNN) fail ...
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关键词
Deep learning,Computer vision,Three-dimensional displays,Supervised learning,Benchmark testing,Real-time systems,Robustness
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