An important task in image analysis is image segmentation. Once this key task done, there are huge of applications which can be done. Of course, the more accurate the segmentation, the better the quality of the applications. Deep learning algorithms can improve image segmentation. Their improvement offers new perspectives for the development and implementation of imaging biomarkers in clinical routine.