## Geolayers-Data
This dataset card contains usage instructions and metadata for all data-products released with our paper: Using Multiple Input Modalities can Improve Data-Efficiency and O.O.D. Generalization for ML with Satellite Imagery. We release 3 modified versions of 3 benchmark datasets spanning land-cover segmentation, tree-cover regression, and multi-label land-cover classification tasks. These datasets are augmented with auxiliary, geographic inputs. A full list of contributed data products is shown in the table below.
| **Dataset** | **Task Description** | **Multispectral Input** | **Model** | **Additional Data Layers** | **OOD Test Set Present?** |
|-------------|----------------------|-------------------------|-----------|----------------------------|----------|
| [SustainBench](https://arxiv.org/abs/2111.04724) | Farmland boundary delineation | Sentinel-2 RGB | U-Net | OSM rasters†, EU-DEM† | ✗ |
| [EnviroAtlas](https://arxiv.org/abs/2202.14000) | Land-cover segmentatio…
