A Training-Free Infant Spontaneous Movement Assessment Method for Cerebral Palsy Prediction Based on Videos.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society(2023)

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摘要
Limited by small samples, we propose a training-free method for quantifying infant spontaneous movements. Unlike other binary classification methods, our work not only enables continuous quantification of infant brain development, but also provides interpretable conclusions by visualizing the results. The proposed spontaneous movement assessment method significantly advances SOTAs in automatically measuring infant health.
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关键词
Videos,Pediatrics,Feature extraction,Training,Visualization,Pose estimation,Task analysis,Cerebral palsy,general movement assessment,clustering,visualization,pattern recognition,human pose
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