Deep learning from latent spatiotemporal information of the heart: Identifying advanced bioimaging markers from echocardiograms
Amanda Chang,
Xiaodong Wu,
Kan Liu
Abstract:A key strength of echocardiography lies in its integration of comprehensive spatiotemporal cardiac imaging data in real-time, to aid frontline or bedside patient risk stratification and management. Nonetheless, its acquisition, processing, and interpretation are known to all be subject to heterogeneity from its reliance on manual and subjective human tracings, which challenges workflow and protocol standardization and final interpretation accuracy. In the era of advanced computational power, utilization of mac… Show more
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