Semi-supervised Cardiac Image Segmentation via Label Propagation and Style Transfer. (arXiv:2012.14785v2 [eess.IV] UPDATED)

Accurate segmentation of cardiac structures can assist doctors to diagnose
diseases, and to improve treatment planning, which is highly demanded in the
clinical practice. However, the shortage of annotation and the variance of the
data among different vendors and medical centers restrict the performance of
advanced deep learning methods. In this work, we present a fully automatic
method to segment cardiac structures including the left (LV) and right
ventricle (RV) blood pools, as well as for the left ventricular myocardium …

arxiv image segmentation semi-supervised style transfer transfer