A new 500-patient public ultrasound dataset and benchmark shows encoder-decoder networks match expert-level left ventricle volume estimation (correlation 0.95) but only moderate ejection fraction accuracy (correlation 0.80).
Deep Learning Techniques for Automatic MRI Cardiac Multi-structures Segmentation and Diagnosis: Is the Problem Solved?
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Deep Learning for Segmentation using an Open Large-Scale Dataset in 2D Echocardiography
A new 500-patient public ultrasound dataset and benchmark shows encoder-decoder networks match expert-level left ventricle volume estimation (correlation 0.95) but only moderate ejection fraction accuracy (correlation 0.80).