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README.md

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----
-license: cc-by-4.0
-pretty_name: "BFC-Bench: Burnt & Flooded Crop Benchmark Data"
-tags:
-- remote-sensing
-- earth-observation
-- sentinel-1
-- sentinel-2
-- agriculture
-- floods
-- wildfires
-- phenology
-- geospatial
-task_categories:
-- image-segmentation
-size_categories:
-- 1K<n<10K
-configs:
-- config_name: flooded
-  data_files: Flooded/manifest.parquet
-- config_name: burnt
-  data_files: Burnt/manifest.parquet
----
-
-# Burnt & Flooded Crop Benchmark Data (BFC-Bench)
-
-**Global, phenology-timed agricultural hazard benchmark data for geospatial foundation models.**
-
-5,102 chips of flooded cropland (1,297 events) and 4,786 chips of burnt cropland (1,463 events),
-2020–2026. Each chip is 512 × 512 px at 10 m and comes with its damage label, Sentinel-2 and
-Sentinel-1 images from before and after the event, the crop growth stage at the event date, and a
-quality-control verdict.
-
-![Events with damaged cropland: 1,297 flood events and 1,463 burn events](https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/global_map.png)
-
-Each hazard folder holds `shards/*.tar`, with five GeoTIFFs (label, Sentinel-2 and Sentinel-1 before
-and after) and a JSON sidecar per chip, and `manifest.csv` / `manifest.parquet`, one row per chip.
-
-
-
-## Overview and Code access 
-
-- **Overvew and code:** [GitHub](https://github.com/Esmaeel-A/Burnt-and-Flooded-Crop-Benchmark-Data): the pipelines, overview, chip format and statistics
- 
-- **Publication:** *title, authors, venue, year* (to be added):
-  [https://doi.org/10.xxxx/axxxxxxxx](https://doi.org/10.xxxx/axxxxxxxx) (in preperation)
-- **Authors:** *Esmaeel Adrah<sup>1</sup>, Julina Maharjan<sup>1</sup>, Jamon Van Den Hoek<sup>2</sup>, He Yin<sup>1,3,4</sup>*
-<br><sup>1</sup> Department of Geography, Kent State University
-<br><sup>2</sup> Department of Geography and Environmental Sciences, Oregon State University
-<br><sup>3</sup> School of Environment, Society & Sustainability, University of Utah
-<br><sup>4</sup> Scientific Computing and Imaging Institute, University of Utah
-- **Contact:** *Esmaeel Adrah (eadrah@kent.edu | esmaeelad@gmail.com)*, *He Yin (he.yin@utah.edu)*
-
-
-If you use this dataset or code, please cite:
-
-```bibtex
-@article{bfcbench,
-  title   = {< Burnt & Flooded Crop Benchmark Data (BFC-Bench): Global, Phenology-timed, Agriculutral Hazard Benchmark Data for Geosppatial Foundation Models>},
-  author  = {<Esmaeel Adrah, Julina Maharjan, Jamon Van Den Hoek, He Yin>>},
-  journal = {<TBD>},
-  year    = {<2026>},
-  doi     = {10.xxxx/axxxxxxxx}
-}
-```
-
-## Acknowledgments
-
-
-**Affiliated institutions:** 
-
-
-<p align="center">
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_1.png" alt="Institution 1" height="70">
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_2.png" alt="Institution 2" height="70">
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_3.png" alt="Institution 3" height="70">
-</p>
-
-<p align="center">
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/institution_4.png" alt="Institution 4" height="80">
-</p>
-
-**Funding:** *This research was funded by NASA Disaster Program Grant number#* (to be added).
-
-<p align="center">
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  <img src="https://huggingface.co/datasets/eadrah/AgDamage_Benchmark_v1/resolve/main/figures/logos/funder.png" alt="Funder" height="150">
-</p>