Ideas for research

Topics of research which are to be explored

1. From point cloud data ® extract 3D structure (up to LoD 1, 2, 3) ® extract footprint
2. Comparison of footprints generated from the Solaris (using GeoJSON files) and segmentation masks produced from the trained U-net model.
3. Being done right now:
   1. Training model on Las Vegas with Rotate and Crop
   2. Doing inference on Absecon Island
   3. Compare outputs from pretrained model available and the currently trained model

December 27, 2021

1. Segment building and road footprints together
   1. Create a pipeline to generate masks for building footprints and roads together
2. Segmentation model to classify buildings, vegetation, roads, and water
   1. Create a pipeline to generate masks for buildings, vegetation, roads and the required labels