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CAFOSat: CAFO Infrastructure Dataset

CAFOSat is a remote sensing dataset designed for identifying and classifying Concentrated Animal Feeding Operations (CAFOs) across various U.S. states. It includes high-resolution image patches, infrastructure annotations, bounding boxes, and experimental train-test splits for multiple configurations.

πŸ”— Resources

image/png

Dataset Structure

The dataset is organized into extracted folders originally packaged as .tar.gz files:

  • STATE_filtered/: Original patches per U.S. state
    (e.g., IA_filtered/, AL_filtered/)
  • negative_samples/: Verified non-CAFO examples
  • barn/, manure_pond/, others/: Augmented synthetic patches by infrastructure type
  • CAFOSat.csv: Master metadata file with labels, bounding boxes, and split flags

All image paths referenced in the CSV point to these extracted folders. πŸ“„ Example data loader available here.


πŸ”– Image File Reference (patch_file)

Each row in the metadata includes a patch_file field that provides the relative path to the associated image file.

Example:
-IA_filtered.tar.gz::IA_filtered/crop_4517_patch_10147_Swine_Nursery_IA.tif

  • barn.tar.gz::barn/aug_patch_00123.tif`

  • negative_sample.tar.gz::barn/neg_patch_00098.tif`


Features (CAFOSat.csv)

Column Description
patch_file Path to the image file
label Integer label for class (0–6)
barn, manure_pond, grazing_area, others Binary flags indicating infrastructure types
geom_bbox Bounding box coordinates [x1, y1, x2, y2]
geometry Geospatial polygon outlining the CAFO region
poly_crs Coordinate reference system used for geometry
patch_crs Coordinate reference system used for the image patch
category CAFO class name (e.g., Swine, Dairy)
state U.S. state where the patch is located
verified_label Boolean indicating if the label is human-verified
CAFO_UNIQUE_ID Unique identifier for each CAFO facility
image_type Image variant type: augmented else real
orig_patch_file Name/path of the original patch (applicable if the image_type is augmented)
prompt Text prompt or description for generative/semantic use (if applicable)
weak_x, weak_y Collected CAFO center coordinates
refined_x, refined_y Refined CAFO center coordinates
patch_res Spatial resolution of the patch in meters per pixel
split columns Flags for different train/test/val splits

πŸ§ͺ Train/Test/Val Split Flags

These are boolean-like flags (True/False) that indicate inclusion in various dataset splits:

  • cafosat_verified_training_train, cafosat_verified_training_test, cafosat_verified_training_val
  • cafosat_all_training_*
  • cafosat_training_set1_*, set2_*
  • cafosat_merged_training_*
  • cafosat_augmented_training_*

Each flag is a binary indicator (1 = in split, 0 = excluded).


Labels

Class ID Class Name
0 Negative
1 Swine
2 Dairy
3 Beef
4 Poultry
5 Horses
6 Sheep/Goats

πŸ“Œ Intended Use

  • CAFO detection and classification – Identify and categorize CAFO facilities from aerial imagery.
  • CAFO area detection with bounding box – Localize CAFOs using annotated bounding box coordinates.
  • Agricultural infrastructure mapping – Map features like barns, manure ponds, and grazing areas.
  • Weak supervision and semi-supervised learning – Leverage partially labeled data for model development.
  • Remote sensing benchmark development – Support standardized evaluation for remote sensing tasks.

Citation

*TBD


License

This dataset is released under the CC BY 4.0 License.

You are free to share, use, and adapt the data with attribution.

Contact

For questions or contributions, contact [email protected].

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