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AUTOMATED CARDIAC FUNCTION ASSESSMENT BY ECHOCARDIOGRAPHY
AUTOMATED CARDIAC FUNCTION ASSESSMENT BY ECHOCARDIOGRAPHY
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机译:心电图自动评估心脏功能
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摘要
A computer vision pipeline is provided for fully automated interpretation of cardiac function, using a combination of machine learning strategies to enable building a scalable analysis pipeline for echocardiogram interpretation. Videos from patients with heart failure can be analyzed and processed as follows: 1) preprocessing of echo studies; 2) convolutional neural networks (CNN) processing for view identification; 3) segmentation of chambers and delineation of cardiac boundaries using CNNs; 4); particle tracking to compute longitudinal strain; and 5) targeted disease detection.
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