geo2ml

Python library and module for converting earth observation data to be suitable for machine learning models

• Sampling features from a raster using point geometries or polygons
• Tiling larger rasters and shapefiles into smaller patches
• Rasterizing polygon geometries for semantic segmentation tasks
• Converting vector data to COCO and YOLO formats and creating required dataset files
• Visualization of generated datasets

Install

First install GDAL to your system. If you use conda then installing rasterio is enough, but with pip use instructions from https://pypi.org/project/GDAL/.

Then you can install the package by

pip install git+https://github.com/mayrajeo/geo2ml.git

If you want to have an editable install then first clone the repository

git clone https://github.com/mayrajeo/geo2ml.git
cd geo2ml
pip install -e .

How to use

Running geo2ml_help shows all available commands. Documentation for each command is found by running for example geo2ml_sample_points --help