SpaceNet Geospatial Dataset

This is high-quality geospatial data with precision-labeled and high-resolution satellite imagery. It contains ~27,000 square km of very high-resolution imagery, 811,000 building footprints, and ~20,000 km of road labels to ensure that there is adequate open source data available for geospatial machine learning research.

https://spacenet.ai/datasets/