The U-net, a neural network architecture designed for image segmentation, is applied to transmission electron microscopy images (TEM) for the detection of sperm and the segmentation of Pancreas cells. This work was presented by William Laprade and Chenhao Wang at the Online Workshop on Machine Learning for Segmentation of 3D Structures, held the 30th September and 1st October 2020.