(a) This sample image served as a reference for panels (b) – (d). (b) Objects (synapses in red, membranes in green, vesicles in purple, mitochondria in blue, and remainder in yellow) were manually labeled and served as ground truth for automated segmentation. (c) Ilastik-predicted pixel identities in corresponding colors. Note that despite the small mistake in b of labeling parts of a mitochondrion as ‘remainder’, the predicted pixel classification is robust and mitochondria are mostly correctly identified. (d) Binary image of segmented synapses. Pixels segmented as synapses are shown in red, superimposed on the original EM image.