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Add WorldStrat dataset #2558

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Add WorldStrat dataset #2558

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@nilsleh nilsleh commented Feb 3, 2025

This PR adds the WorldStrat dataset for Super Resolution.

Dataset features:

  • High resolution (1.5m/pixel) Airbus SPOT 6/7 imagery with RGBN channels
  • Low resolution (8x lower) Sentinel 2 L1C and L2A
  • globally distributed areas of interest around the world

Dataset format:

  • pixel dimensions vary across AOI tiles
  • all modalities are 'tif' files except for 'hr_rgbn' which is 'png'
  • 'hr_ps', 'hr_pan', 'hr_rgbn' are high resolution data of pixel dimension
  • 'lr_rgbn' is low resolution data of pixel dimension and roughly 4x lower resolution than 'hr_rgbn'
  • 'l1c' and 'l2a' are Sentinel-2 data with 13 and 12 bands respectively and roughly 8x lower resolution than 'hr_rgbn'

worldstrat_sample

I think the plotting function can be improved.

Waiting for a fix: worldstrat/worldstrat#9

@ivanorsolic @jucor Thank you for open-sourcing the dataset. This PR aims to integrate and facilitate easy data loading with torchgeo. We would welcome any comments etc about other useful/required processing steps or mistakes you might find here.

@nilsleh nilsleh added this to the 0.7.0 milestone Feb 3, 2025
@github-actions github-actions bot added documentation Improvements or additions to documentation datasets Geospatial or benchmark datasets testing Continuous integration testing labels Feb 3, 2025
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Missing data - subfolders
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