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

• Overview

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  Get an overview on how this project works and how to run different pipelines.

  Get Started

• Install

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  View detailed instructions on how to install the project for different environments and setup, e.g. with CUDA.

  Install

• Pipeline Components

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  Learn about the different components of the pipeline and how they work together.

  Components

• API Reference

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  View the API reference of the components.

  Reference

Contribute

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