Chesapeake Land Cover

https://doi.org/10.1109/CVPR.2019.01301

building footprints land cover landsat 8 naip nlcd segmentation

Description

This dataset contains high-resolution aerial imagery from the USDA NAIP program, high-resolution land cover labels from the Chesapeake Conservancy, low-resolution land cover labels from the USGS NLCD 2011 dataset, low-resolution multi-spectral imagery from Landsat 8, and high-resolution building footprint masks from Microsoft Bing, formatted to accelerate machine learning research into land cover mapping. The Chesapeake Conservancy spent over 10 months and $1.3 million creating a consistent six-class land cover dataset covering the Chesapeake Bay watershed. While the purpose of the mapping effort by the Chesapeake Conservancy was to create land cover data to be used in conservation efforts, the same data can be used to train machine learning models that can be applied over even wider areas.

Documentation

http://lila.science/datasets/chesapeakelandcover

Citation

Robinson C, Hou L, Malkin K, Soobitsky R, Czawlytko J, Dilkina B, Jojic N. Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data. Proceedings of the 2019 Conference on Computer Vision and Pattern Recognition (CVPR 2019).

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STAC Collections

  • Description
    NAIP 2011-2014 imagery
    Resource type
    Source Imagery
    Collection ID
    microsoft_chesapeake_naip
    License
    Public Domain with Attribution
  • Description
    Chesapeake Conservancy land cover labels
    Resource type
    Labels
    Collection ID
    microsoft_chesapeake_lc
    License
    CDLA-Permissive-1.0
  • Description
    NLCD 2011 Labels
    Resource type
    Labels
    Collection ID
    microsoft_chesapeake_nlcd
    License
    CDLA-Permissive-1.0
  • Description
    Landsat 8 leaf-on composite
    Resource type
    Source Imagery
    Collection ID
    microsoft_chesapeake_landsat_leaf_on
    License
    Landsat Data Distribution Policy
  • Description
    Landsat 8 leaf-off composite
    Resource type
    Source Imagery
    Collection ID
    microsoft_chesapeake_landsat_leaf_off
    License
    Landsat Data Distribution Policy
  • Description
    Building footprint mask
    Resource type
    Labels
    Collection ID
    microsoft_chesapeake_buildings
    License
    Open Data Commons Open Database License (ODbL)

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