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Add DFC2022 dataset #354

Merged
merged 10 commits into from
Jan 12, 2022
Merged

Add DFC2022 dataset #354

merged 10 commits into from
Jan 12, 2022

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isaaccorley
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@isaaccorley isaaccorley commented Jan 7, 2022 •
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This PR adds the 2022 IEEE GRSS Data Fusion Contest dataset. The dataset comes with pairs of RGB aerial images, DEM images, and land cover/land use pixelwise labels of 16 categories.

Notes:

  • I scraped the colormap from the homepage so it should be the same.
  • The labels are taken from the Urban Atlas 2012 database and it's not very accurate (there's a lot of "labeled" water in areas where there is no water). Just something to note but will be interesting to see how users try to workaround (or game) this.
  • The images/masks are generally in the ballpark of ~2000x2000. However the DEMs are half the resolution (~1000x1000) so I resample the DEMs to whatever the h/w of the RGB image is

Examples:

image

image

@isaaccorley isaaccorley added the datasets Geospatial or benchmark datasets label Jan 7, 2022
@isaaccorley isaaccorley added this to the 0.3.0 milestone Jan 7, 2022
@isaaccorley isaaccorley self-assigned this Jan 7, 2022
@isaaccorley isaaccorley marked this pull request as draft January 7, 2022 06:41
@github-actions github-actions bot added the documentation Improvements or additions to documentation label Jan 7, 2022
@github-actions github-actions bot added the testing Continuous integration testing label Jan 7, 2022
@isaaccorley isaaccorley marked this pull request as ready for review January 7, 2022 23:54
adamjstewart
adamjstewart requested changes Jan 8, 2022
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adamjstewart
adamjstewart reviewed Jan 11, 2022
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One last minor change and this is ready to go

torchgeo/datasets/dfc2022.py Show resolved Hide resolved
adamjstewart
adamjstewart previously approved these changes Jan 12, 2022
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@adamjstewart adamjstewart enabled auto-merge (squash) January 12, 2022 22:00
@adamjstewart adamjstewart merged commit 45f3703 into microsoft:main Jan 12, 2022
@isaaccorley isaaccorley deleted the datasets/dfc22 branch January 12, 2022 22:16
@adamjstewart adamjstewart mentioned this pull request Jul 11, 2022
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yichiac pushed a commit to yichiac/torchgeo that referenced this pull request Apr 29, 2023
@isaaccorley
Add DFC2022 dataset (microsoft#354)
8353dae 
* add DFC2022 dataset

* plot fix

* mypy fixes

* add tests and tests data

* maximum coverage

* remove local dir

* update per suggestions

* update monkeypatching

* update docstring

* fix indentation in docstring
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@adamjstewart adamjstewart adamjstewart approved these changes

@calebrob6 calebrob6 Awaiting requested review from calebrob6

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@isaaccorley isaaccorley

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