Fig. 3: Performance of multiview versus single-view DNNs to predict three echo tasks in the UCSF test dataset.
From: Multiview deep learning improves detection of major cardiac conditions from echocardiography
a–c, Receiver operating characteristic (ROC) curves showing overall performance of DNNs to predict LV/RV ventricular abnormality (a), diastolic dysfunction (b), and valve regurgitation (c) for both multiview DNNs (blue line) and single-view DNNs (orange, green, and red lines). Also shown is the ROC curve for the arithmetic average of the three single-view DNN outputs (purple line). The dotted line represents AUC of 0.5.
