This data set contains a total of 73,031 landmarks. 10,433 landmarks were detected and extracted from 180 HiRISE browse images, and 62,598 landmarks were augmented from 10,433 original landmarks. For each original landmark, we cropped a square bounding box that includes the full extent of the landmark plus a 30-pixel margin to left, right, top and bottom. Each cropped landmark was resized to 227x227 pixels, and then was augmented to generate 6 additional landmarks using the following methods: 1. 90 degrees clockwise rotation 2. 180 degrees clockwise rotation 3. 270 degrees clockwise rotation 4. Horizontal flip 5. Vertical flip 6. Random brightness adjustment Contents: - map-proj-v3/: Directory containing individual cropped landmark images - labels-map-proj-v3.txt: Class labels (ids) for each landmark image - landmarks_map-proj-v3_classmap.csv: Dictionary that maps class ids to semantic names Attribution: If you use this data set in your own work, please cite this DOI: 10.5281/zenodo.2538136