Figure 2.

Taxonomy of machine learning algorithms based on the presence and type of supervision. The supervision is commonly provided through weak or strong ground truths, encompassing regions of interest annotations, estimation of numeric quantities, and assignment of discrete class labels. Below, a U-shaped deep neural network for a supervised segmentation of the endocardium (red contour) and epicardium (green contour) of the left ventricle is shown.