The Replicable AI for Microplanning (RAMP) project is an open-source deep learning model that accurately digitizes buildings in low- and middle-income countries using satellite imagery.
Buildings
- This post demonstrates how the QGIS2Web QGIS plugin can be used to quickly turn your project into an interactive 3D web map with extruded buildings.
- Buildify is a geometry node add-on that can procedurally create buildings with modular pieces in Blender. It can also generate complete cities using the OpenStreetMap add-on.
- This method aims to detect buildings and roads from pre-event satellite imagery while determining for each object instance whether it is affected by a recent flood event in post-event imagery.
- Microsoft's Bing Maps has released datasets of building footprints around the world. The data is freely available for download. Check here for details.
- Check here for a deep learning method for building height estimation using high-resolution multi-view imagery over urban areas.