| | --- |
| | license: cc-by-4.0 |
| | language: |
| | - en |
| | tags: |
| | - remote-sensing |
| | - satellite-imagery |
| | - cafo |
| | - bounding-box |
| | - multi-label |
| | - cafo infrastructure |
| | dataset_type: image-classification |
| | pretty_name: CAFO Infra Dataset |
| | size_categories: |
| | - 10K<n<100K |
| | --- |
| | |
| | --- |
| |
|
| |
|
| | # CAFO Infra Dataset (CAFOSat) |
| |
|
| | This dataset contains high-resolution satellite image patches used for identifying and analyzing Concentrated Animal Feeding Operations (CAFOs). It includes a mix of manually verified samples, augmented images, and geospatial metadata. |
| |
|
| | ## Dataset Structure |
| |
|
| | The dataset is organized into compressed `.tar.gz` files by category: |
| |
|
| | - `STATE_filtered.tar.gz`: Original patches per U.S. state (e.g., `IA_filtered.tar.gz`, `AL_filtered.tar.gz`) |
| | - `negative_samples.tar.gz`: Negative (non-CAFO) examples |
| | - `barn.tar.gz`, `manure_pond.tar.gz`, `others.tar.gz`: Augmented samples by infrastructure type |
| |
|
| | All metadata, including image paths, labels, bounding boxes, and infrastructure flags, are stored in: |
| |
|
| | - `cafosat.csv` |
| |
|
| | ## Features |
| |
|
| | Each sample includes: |
| |
|
| | - `patch_file`: Path to the image inside a `.tar.gz` archive (e.g., `IA_filtered.tar.gz::IA_filtered/crop_4517_patch_123.tif`) |
| | - `label`: Integer class label (`0`: Negative, `1–6`: Livestock type) |
| | - `barn`, `manure_pond`, `grazing_area`, `others`: Binary infrastructure flags |
| | - `geom_bbox`: Bounding box for CAFO-related infrastructure |
| | - `cafosat_*_train/test/val`: Split flags for multiple dataset configurations |
| |
|
| | ## Labels |
| |
|
| | | Class ID | Class Name | |
| | |----------|----------------| |
| | | 0 | Negative | |
| | | 1 | Swine | |
| | | 2 | Dairy | |
| | | 3 | Beef | |
| | | 4 | Poultry | |
| | | 5 | Horses | |
| | | 6 | Sheep/Goats | |
| |
|
| | ## Splits |
| |
|
| | This dataset includes multiple experimental splits defined in the CSV: |
| | - `cafosat_verified_training` |
| | - `cafosat_all_training` |
| | - `cafosat_augmented_training` |
| | - `cafosat_training_set1` / `set2` |
| | - `cafosat_merged_training` |
| |
|
| | Each split column (e.g. `cafosat_verified_training_train`) is binary (`1` if the patch belongs to the split, else `0`). |
| |
|
| | ## Intended Use |
| |
|
| | The dataset is intended for: |
| | - CAFO detection and infrastructure classification |
| | - Environmental monitoring |
| | - Weak supervision and remote sensing research |
| |
|
| | ## Licensing |
| |
|
| | This dataset is licensed under the **Creative Commons Attribution 4.0 International (CC BY 4.0)** license. |
| | You are free to share and adapt the data, even commercially, as long as you give appropriate credit. |
| |
|
| | [View full license](https://creativecommons.org/licenses/by/4.0/) |
| |
|
| | ## Citation |
| |
|
| | TBD |
| |
|
| | ## Contact |
| |
|
| | For questions or contributions, contact `gza5dr@virginia.edu`. |
| |
|
