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Datasets:
INSAIT-Institute
/
FireScope-Bench

Tasks:
Image-Text-to-Image
Image-to-Image
Modalities:
Image
Geospatial
ArXiv:
Tags:
wildfire
remote-sensing
geospatial
reasoning
CoT
License:
Dataset card Data Studio Files
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README.md CHANGED
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- ---
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- license: cc-by-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-4.0
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+ pretty_name: FireScope-Bench
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+ tags:
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+ - wildfire
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+ - remote-sensing
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+ - geospatial
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+ - reasoning
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+ - CoT
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+ task_categories:
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+ - raster-generation
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+ ---
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+
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+ # FireScope-Bench dataset
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+
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+ This dataset accompanies the paper:
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+
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+ **FireScope: Wildfire Risk Prediction with a Chain-of-Thought Oracle**\
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+ Accepted to **CVPR 2026**\
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+ Paper: https://arxiv.org/abs/2511.17171
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+
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+ ## File and Folder Description
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+
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+ ### `climate_data.json`
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+
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+ Contains climate data for various coordinates.\
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+ There is a correspondence between coordinates encoded in tile/raster
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+ filenames and dictionary keys in this file.
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+
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+ ------------------------------------------------------------------------
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+
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+ ### `usa/wildfire_rasters`
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+
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+ #### `images/`
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+
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+ Sentinel-2 satellite images corresponding to wildfire risk rasters.
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+ Images are fused in **2×2 tiles**, resulting in **\~2K resolution
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+ images**.
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+
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+ #### `rasters/`
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+
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+ Wildfire risk rasters from the **Wildfire Risk to Communities**
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+ project.\
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+ Rasters are fused in **2×2 tiles**, resulting in **682×682 resolution
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+ rasters**.
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+
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+ #### `small_sample/`
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+
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+ Small sample subset used for the majority of the **FireScope
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+ experiments**.
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+
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+ - `images/` -- Sentinel-2 images for the small sample
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+ - `rasters/` -- wildfire risk rasters for the small sample
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+
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+ ------------------------------------------------------------------------
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+
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+ ### `usa/wildfire_events`
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+
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+ #### `images/`
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+
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+ Sentinel-2 images for wildfire events, organized in subdirectories by
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+ **year**.
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+
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+ Images are **pre-event** images.\
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+ Therefore, images located in folder **Y** correspond to wildfire events
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+ in **year Y+1** and are named accordingly to match the corresponding
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+ event mask.
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+
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+ #### `masks/`
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+
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+ Wildfire event masks from the **MTBS (Monitoring Trends in Burn
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+ Severity)** dataset.
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+
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+ #### `controls/`
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+
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+ Masks for control areas (zero-masks).
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+
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+ #### `controls_images/`
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+
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+ Sentinel-2 images corresponding to the control areas.
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+
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+ ------------------------------------------------------------------------
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+
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+ ### `europe/wildfire_events`
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+
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+ #### `images/`
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+
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+ Sentinel-2 images for wildfire events, organized in subdirectories by
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+ **year**.
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+
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+ Images are **pre-event** images.\
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+ Therefore, images located in folder **Y** correspond to wildfire events
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+ in **year Y+1** and are named accordingly to match the corresponding
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+ event mask.
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+
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+ #### `masks/`
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+
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+ Wildfire event masks from the **EFFIS Burnt Areas dataset**.
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+
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+ #### `controls/`
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+
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+ Masks for control areas (zero-masks).
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+
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+ #### `controls_images/`
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+
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+ Sentinel-2 images corresponding to the control areas.
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+
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+ ------------------------------------------------------------------------
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+
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+ ## Licensing
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+
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+ This dataset aggregates data from multiple sources and is released under
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+ **Creative Commons Attribution 4.0 (CC-BY-4.0)**.
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+
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+ Underlying data sources include:
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+
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+ - **Sentinel-2 satellite imagery** (Copernicus programme)
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+ - **Wildfire Risk to Communities** rasters
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+ - **MTBS (Monitoring Trends in Burn Severity)** wildfire event data
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+ - **EFFIS Burnt Areas dataset**
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+ - **NASA POWER climate data**
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+
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+ Users should also comply with the licensing and attribution requirements
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+ of the original data providers.
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+ ---
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