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  ## Geolayers-Data
 
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- ![Preview_OSM](osm_usavars.pdf "Sample Geographic Inputs with the USAVars Dataset")
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  This dataset card contains usage instructions and metadata for all data-products released with our paper:
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  *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.
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  ## Geolayers-Data
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+ <img src="osm_usavars.png" alt="Sample Geographic Inputs with the USAVars Dataset" width="800"/>
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  This dataset card contains usage instructions and metadata for all data-products released with our paper:
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  *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.
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