Large, annotated datasets are not widely available in medical image analysis due to the prohibitive time, costs, and challenges associated with labelling large datasets. Unlabelled easier obtain, many contexts, it would be feasible for an expert provide labels a small subset of images. This work presents information-theoretic active learning framework that guides optimal selection images from u...