Pinned insect images and corresponding label outlines in JSON format. Part of this dataset contains the image set https://doi.org/10.5281/zenodo.3243225. This dataset is used for training a machine learning model for the identification and segmentation of labels from pinned specimens for the ALICE project: https://doi.org/10.31219/osf.io/s2p73.