Public release package for the Object-Centric Low-Data Datasets collection. The release includes a direct TrafficSigns dataset with images and YOLO labels, and reconstruction-first Cityscapes--Pedestrian and COCO PottedPlant packages containing scripts, manifests, public per-box annotation CSVs, metadata, checksums, and documentation. Cityscapes and COCO image files are not redistributed; users must obtain upstream datasets separately.