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Add DOTA dataset #2551

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Add DOTA dataset #2551

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@nilsleh nilsleh commented Jan 31, 2025

This PR adds the DOTA dataset for object detection.

Dataset rehosted on HF for faster and comprehensive download in one place.

Dataset features:

  • multi-class object detection (15 classes in V1 and 18 classes in V2)
  • horizontal and oriented bounding boxes

Dataset format:

  • images are three channel PNGs with various pixel sizes
  • annotations are text files with one line per bounding box

Horizontal BBox example:

Oriented BBox example:

@dingjiansw101 as inquired in CAPTAIN-WHU/DOTA#29, this is the PR that aims to make the DOTA datset more accessible. The dataset structure in the google and baidu drives was a bit confusing and I restructured it on HF which is hopefully more clear. If you would take a look and have any comments, that would be helpful.

Also @robmarkcole perhaps interesting for you.

Closes #1

@github-actions github-actions bot added documentation Improvements or additions to documentation datasets Geospatial or benchmark datasets testing Continuous integration testing labels Jan 31, 2025
@nilsleh nilsleh marked this pull request as draft January 31, 2025 15:16
@nilsleh nilsleh added this to the 0.7.0 milestone Jan 31, 2025
@nilsleh nilsleh marked this pull request as ready for review February 3, 2025 17:12
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DOTA Dataset
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