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license: cc-by-4.0
pretty_name: FireScope-Bench
tags:
- wildfire
- remote-sensing
- geospatial
- reasoning
- CoT
task_categories:
- image-text-to-image
- image-to-image
---
# FireScope-Bench dataset
This dataset accompanies the paper:
**FireScope: Wildfire Risk Prediction with a Chain-of-Thought Oracle**\
Accepted to **CVPR 2026**\
Paper: https://arxiv.org/abs/2511.17171
## File and Folder Description
### `climate_data.json`
Contains climate data for various coordinates.\
There is a correspondence between coordinates encoded in tile/raster
filenames and dictionary keys in this file.
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### `usa/wildfire_rasters`
#### `images/`
Sentinel-2 satellite images corresponding to wildfire risk rasters.
Images are fused in **2×2 tiles**, resulting in **\~2K resolution
images**.
#### `rasters/`
Wildfire risk rasters from the **Wildfire Risk to Communities**
project.\
Rasters are fused in **2×2 tiles**, resulting in **682×682 resolution
rasters**.
#### `small_sample/`
Small sample subset used for the majority of the **FireScope
experiments**.
- `images/` -- Sentinel-2 images for the small sample
- `rasters/` -- wildfire risk rasters for the small sample
------------------------------------------------------------------------
### `usa/wildfire_events`
#### `images/`
Sentinel-2 images for wildfire events, organized in subdirectories by
**year**.
Images are **pre-event** images.\
Therefore, images located in folder **Y** correspond to wildfire events
in **year Y+1** and are named accordingly to match the corresponding
event mask.
#### `masks/`
Wildfire event masks from the **MTBS (Monitoring Trends in Burn
Severity)** dataset.
#### `controls/`
Masks for control areas (zero-masks).
#### `controls_images/`
Sentinel-2 images corresponding to the control areas.
------------------------------------------------------------------------
### `europe/wildfire_events`
#### `images/`
Sentinel-2 images for wildfire events, organized in subdirectories by
**year**.
Images are **pre-event** images.\
Therefore, images located in folder **Y** correspond to wildfire events
in **year Y+1** and are named accordingly to match the corresponding
event mask.
#### `masks/`
Wildfire event masks from the **EFFIS Burnt Areas dataset**.
#### `controls/`
Masks for control areas (zero-masks).
#### `controls_images/`
Sentinel-2 images corresponding to the control areas.
------------------------------------------------------------------------
## Licensing
This dataset aggregates data from multiple sources and is released under
**Creative Commons Attribution 4.0 (CC-BY-4.0)**.
Underlying data sources include:
- **Sentinel-2 satellite imagery** (Copernicus programme)
- **Wildfire Risk to Communities** rasters
- **MTBS (Monitoring Trends in Burn Severity)** wildfire event data
- **EFFIS Burnt Areas dataset**
- **NASA POWER climate data**
Users should also comply with the licensing and attribution requirements
of the original data providers.
------------------------------------------------------------------------
## Citation
If you find this work useful in your research, please cite:
``` bibtex
@article{markov2025firescope,
title={FireScope: Wildfire Risk Prediction with a Chain-of-Thought Oracle},
author={Markov, Mario and Ailuro, Stefan Maria and Van Gool, Luc and Schindler, Konrad and Paudel, Danda Pani},
journal={arXiv preprint arXiv:2511.17171},
year={2025}
}
```
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