Echo-Rhythm Net: Semi-Supervised Learning For Automatic Detection of Atrial Fibrillation in Echocardiography

Fatemeh Taheri Dezaki,Tom Ginsberg,Christina Luong,Hooman Vaseli,Robert Rohling,Ken Gin,Purang Abolmaesumi,Teresa Tsang

2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)（2021）

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摘要

Atrial fibrillation (AF) is the most common cardiac arrhythmia and is associated with 4-5 fold increase in stroke risk. An electrocardiogram (ECG) is normally used for its identification. However, ECG is not readily available. Additionally, the rhythm strip at echocardiogram is often misleading. Here, we propose Echo-Rhythm Net, a deep learning-based method to automate AF detection based solely on...

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关键词

Deep learning,Strips,Echocardiography,Atrial fibrillation,Detectors,Electrocardiography,Semisupervised learning

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