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Add DynamicEarthNet dataset #2527

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@nilsleh nilsleh commented Jan 22, 2025

This PR adds the DynamicEarthNet dataset.

Dataset features:

    * 54,750 PlanetFusion images at 3m GSD with daily revisit times
    * 75 areas around the globe with 730 images each
    * Sentinel 1 and 2 monthly composites
    * 1,800 annotated images representintg land use and land cover labels for the first day of each month, so
      24 annotations per area

Dataset format:

    * Image and label pixel dimensions: 1024x1024
    * Planet imagery in GeoTIFF format
    * Sentinel-1 imagery in GeoTIFF format
    * Sentinel-2 imagery in GeoTIFF format
    * Annotation labels in raster and vector format

Dataset classes:

    1. impervious surface
    2. agricultural
    3. forest & other vegetation
    4. wetlands
    5. soil
    6. water
    7. snow & ice

@aysim @lukaskondmann Thank you for the nice work and making the data available. Let me know if there are any comments or improvements for the implementation here.

@github-actions github-actions bot added documentation Improvements or additions to documentation datasets Geospatial or benchmark datasets testing Continuous integration testing labels Jan 22, 2025
@nilsleh nilsleh marked this pull request as draft January 22, 2025 15:34
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nilsleh commented Jan 22, 2025

Would like to rehost the dataset on HF for faster download speeds and having all split info files etc. in a common place with one download.

Currently, running into this issue: aysim/dynnet#10

@adamjstewart adamjstewart added this to the 0.7.0 milestone Jan 22, 2025
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