README.md

---
dataset_info:
  features:
  - name: image
    dtype: image
  - name: filename
    dtype: string
  - name: prompt
    dtype: string
  - name: response_schema
    struct:
    - name: properties
      struct:
      - name: confirm_uncontrolled_forest_fire
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: fire_hotspots
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: fire_intensity
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: fire_size
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: fire_state
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: fire_type
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: forest_fire_flames_visible
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: forest_fire_smoke_visible
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: infrastructure_nearby
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: people_nearby
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
      - name: tree_vitality
        struct:
        - name: enum
          sequence: string
        - name: type
          dtype: string
    - name: required
      sequence: string
    - name: type
      dtype: string
  - name: gt_answer
    dtype: string
  - name: gt_dict
    struct:
    - name: confirm_uncontrolled_forest_fire
      dtype: string
    - name: fire_hotspots
      dtype: string
    - name: fire_intensity
      dtype: string
    - name: fire_size
      dtype: string
    - name: fire_state
      dtype: string
    - name: fire_type
      dtype: string
    - name: forest_fire_flames_visible
      dtype: string
    - name: forest_fire_smoke_visible
      dtype: string
    - name: infrastructure_nearby
      dtype: string
    - name: people_nearby
      dtype: string
    - name: tree_vitality
      dtype: string
  splits:
  - name: train
    num_bytes: 48192256
    num_examples: 301
  download_size: 46089556
  dataset_size: 48192256
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
license: apache-2.0
language:
- en
tags:
- climate
---

# Dataset Card: ForestFireInsights-Eval

## Model Description
This dataset contains data from the Center for Wildfire Research at University of Split ([Website](http://wildfire.fesb.hr/index.php), [Paper](https://www.itc.ktu.lt/index.php/ITC/article/view/12105)) 
and original UAV images from the student team Evolonic at FAU Erlangen and Fraunhofer IISB.
We thank Lara Schindhelm, Sebastian Wiederhold and Adrian Sauer for gathering images with various drones! The dataset is formatted for use with our ForestFireVLMs ([7B](https://huggingface.co/leon-se/ForestFireVLM-7B) and [3B](https://huggingface.co/leon-se/ForestFireVLM-3B))

## Citations

This model is associated with research currently under peer review with MDPI. Please cite our paper when using this model:

```
[Citation will be added when the paper is published]
```