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Dataset Card for OpenFire

Dataset Summary

OpenFire is an image classification dataset for wildfire detection, collected from web searches.

Supported Tasks and Leaderboards

  • image-classification: The dataset can be used to train a model for Image Classification.

Languages

English

Dataset Structure

Data Instances

A data point comprises an image URL and its binary label.

{
  'image_url': 'https://cdn-s-www.ledauphine.com/images/13C08274-6BA6-4577-B3A0-1E6C1B2A573C/FB1200/photo-1338240831.jpg',
  'is_wildfire': true,
}

Data Fields

  • image_url: the download URL of the image.
  • is_wildfire: a boolean value specifying whether there is an ongoing wildfire on the image.

Data Splits

The data is split into training and validation sets. The training set contains 7143 images and the validation set 792 images.

Dataset Creation

Curation Rationale

The curators state that the current wildfire classification datasets typically contain close-up shots of wildfires, with limited variations of weather conditions, luminosity and backrgounds, making it difficult to assess for real world performance. They argue that the limitations of datasets have partially contributed to the failure of some algorithms in coping with sun flares, foggy / cloudy weather conditions and small scale.

Source Data

Initial Data Collection and Normalization

OpenFire was collected using images publicly indexed by the search engine DuckDuckGo using multiple relevant queries. The images were then manually cleaned to remove errors.

Annotations

Annotation process

Each web search query was designed to yield a single label (with wildfire or without), and additional human verification was used to remove errors.

Who are the annotators?

Fran莽ois-Guillaume Fernandez

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

Fran莽ois-Guillaume Fernandez

Licensing Information

Apache License 2.0.

Citation Information

@software{Pyronear_PyroVision_2019,
    title={Pyrovision: wildfire early detection},
    author={Pyronear contributors},
    year={2019},
    month={October},
    publisher = {GitHub},
    howpublished = {\url{https://github.com/pyronear/pyro-vision}}
}
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Models trained or fine-tuned on pyronear/openfire