Ilastik (Interactive Learning and Segmentation Toolkit) is an open-source tool that enables researchers to train a machine-learning Random Forest classifier algorithm to identify which pixels of an image belong to which class of interest, based on the researcher providing example regions of each. Using it requires no experience in image processing. Registration not required.