DARTS nextgen

Early Alpha!

Panarctic Database of Active Layer Detachment Slides and Retrogressive Thaw Slumps from Deep Learning on High Resolution Satellite Imagery. This is te successor of the thaw-slump-segmentation (pipeline), with which the first version of the DARTS dataset was created.

Documentation

The documentation is available at https://awi-response.github.io/darts-nextgen/. It is recommended to read the overview before working with the project.

Quick Start

1. Download source code from the GitHub repository:

   git clone git@github.com:awi-response/darts-nextgen.git
   cd darts-nextgen

2. Install the required dependencies:

   uv sync --extra cuda126 --extra training

   For other installation options, e.g. using pixi (conda), see the installation guide.

3. Run the Sentinel 2 based pipeline on an area of interest:

   uv run darts inference sentinel2-sequential \
     --aoi-shapefile path/to/your/aoi.geojson \
     --model-files path/to/your/model/checkpoint \
     --start-date 2024-07 \
     --end-date 2024-09

Contribute

Before contributing please contact one of the authors and make sure to read the Contribution Guidelines.