DARTS nextgen

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.

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
   

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

   uv run darts run-native-sentinel2-pipeline-from-aoi \
     --aoi-shapefile path/to/your/aoi.geojson \
     --model-file path/to/your/model/checkpoint \
     --start-date 2024-07 \
     --end-date 2024-09
   

Continue reading with an Overview for more detailed information or the Install Guide for detailed information about the installation.

Contribute

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