LabelMe is an open-source, web-based image annotation tool developed by MIT. It allows users to manually label objects, regions, and keypoints in images, with annotations stored in JSON format. It supports collaborative labeling and integrates with datasets like the LabelMe Dataset, making it a valuable resource for academic research and small-scale computer vision projects.