Datasets:

pyronear
/

openfire

image_url stringlengths 27 840	is_wildfire bool 2 classes
https://get.pxhere.com/p…menon-310123.jpg	false
https://get.pxhere.com/p…omenon-54529.jpg	false
http://www.hickerphoto.com/images/1024/waterfall-native-forest_42874.jpg	false
https://hddesktopwallpap…road-scenery.jpg	false
https://wallup.net/wp-co…n-water-calm.jpg	false
https://www.gonomad.com/…pg?_t=1513287995	false
https://torange.biz/phot…orest-216813.jpg	false
https://mymodernmet.com/…graphy-thumb.jpg	false
https://get.pxhere.com/p…menon-992441.jpg	false
https://cmkt-image-prd.f…5877fd43d13b37c6	false
https://2.bp.blogspot.co…%2Bphenomena.jpg	false
https://images.creativem…5f993710a003a0a9	false
https://thumbs.dreamstim…st-139020914.jpg	false
https://wallup.net/wp-co…-snow-shadow.jpg	false
https://cdn.shopify.com/…jpg?v=1600767069	false
https://2.bp.blogspot.co…ational_Park.jpg	false
https://thumbs.dreamstim…ny-142858587.jpg	false
https://jooinn.com/image…ud-texture-1.jpg	false
https://cebudailynews.in…1_o-1024x683.jpg	false
https://www.shutterbug.c…h_Winter_Fog.JPG	false
https://3c1703fe8d.site.…curiositycap.jpg	false
https://media.istockphoto.com/photos/poor-visibility-in-fog-on-road-logging-truck-slowly-driving-in-day-picture-id1058768400?k=6&m=1058768400&s=170667a&w=0&h=Kx2erhI7z_dUfZ2O6nUTd-GFMvr36pwdG0CguPJzSV8=	false
https://ak.picdn.net/shu…1255/thumb/1.jpg	false
http://www.defenders.org/sites/default/files/forest-mark-kimmet-isp.jpg	false
https://www.mediastoreho…ene-15300432.jpg	false
https://cdn.w600.comps.c…_csp48068044.jpg	false
https://africanquestsafa…8/05/bwindi2.jpg	false
https://media.gettyimages.com/photos/lush-green-rain-forest-picture-id503879869	false
https://i.pinimg.com/ori…f71623afeaa9.jpg	false
https://c.pxhere.com/photos/bd/0f/clouds_colorful_colourful_lake_reflection_sky_sunset_water-1088392.jpg!d	false
https://ak.picdn.net/shu…7760/thumb/1.jpg	false
https://c2.staticflickr.…a042113062_b.jpg	false
https://thumbs.dreamstim…ry-139858670.jpg	false
https://i.pinimg.com/ori…43b594b9c7a4.jpg	false
https://cdn.xl.thumbs.ca…_csp12477417.jpg	false
https://cdn130.picsart.c…422927035201.jpg	false
https://dynamic-media-cd…=1200&h=1200&s=1	false
https://images.hdqwalls.…desert-4k-zs.jpg	false
https://thumbs.dreamstim…er-145843664.jpg	false
https://thumbs.dreamstim…re-111153663.jpg	false
https://c1.staticflickr.…88405c8a9e_b.jpg	false
https://jooinn.com/image…over-water-1.png	false
https://thumbs.dreamstim…rk-159266890.jpg	false
https://c.pxhere.com/photos/6f/8d/light_sunlight_green_nature_leaves_oregon_forest_gold-458497.jpg!d	false
http://strangesounds.org/wp-content/uploads/2014/06/Shelf-cloud.jpg	false
https://images.fineartam…e-ann-powell.jpg	false
https://www.cwi.nl/news/…c5ef6038a44b.png	false
http://getwallpapers.com/wallpaper/full/a/a/f/969045-most-popular-rain-forest-background-2132x1200-tablet.jpg	false
https://wallup.net/wp-co…ndscape_Best.jpg	false
https://thumbs.dreamstim…rest-5249762.jpg	false
https://images.wallpaper…mbmdlrWZlbWU.jpg	false
https://i.natgeofe.com/n…30865.jpg?w=1200	false
https://2.bp.blogspot.co…%252C+AZ+125.JPG	false
https://static.toiimg.co…-40/70514408.jpg	false
https://media.gettyimages.com/photos/adventurous-man-alone-by-the-lake-picture-id1398860136?s=612x612	false
https://www.wallpaperup.…34aa885e-700.jpg	false
https://wallup.net/wp-co…-snow-winter.jpg	false
https://editorial.design…rcell1107/11.jpg	false
https://ak.picdn.net/shu…4982/thumb/1.jpg	false
http://getwallpapers.com/wallpaper/full/d/b/3/351114.jpg	false
https://cdn.suwalls.com/…34-1920x1200.jpg	false
https://jooinn.com/image…ud-texture-5.jpg	false
https://images.reference…ght=411&fit=crop	false
https://aminus3.s3.amazo…a7a886_large.jpg	false
https://img4.goodfon.com…orest-sunset.jpg	false
https://get.pxhere.com/p…ting-1010189.jpg	false
https://media.gettyimages.com/photos/under-fog-greater-manchchester-winter-hill-picture-id592592537?s=2048x2048	false
https://wallup.net/wp-co…rama-sunrise.jpg	false
https://thumbs.dreamstim…re-131596087.jpg	false
http://www.wallpaperbetter.com/wallpaper/953/464/984/winter-snow-house-trees-nature-forest-mountains-sky-white-1080P-wallpaper-middle-size.jpg	false
https://thumbs.dreamstim…-n-128800282.jpg	false
https://get.pxhere.com/p…paper-764512.jpg	false
https://www.easytourchin…110402172044.jpg	false
https://ak2.picdn.net/sh…size(height:160)	false
https://thumbs.dreamstim…ain-28860927.jpg	false
https://atlas-assets.roa…a56d7649064e.jpg	false
https://wallup.net/wp-co…utumn-forest.jpg	false
http://shcofbuckhead.com/wp-content/uploads/sites/100/2013/10/clouds.jpg	false
https://wallup.net/wp-co…-mist-valley.jpg	false
https://thumbs.dreamstim…es-102939329.jpg	false
https://psmag.com/.image…-unrau-47679.jpg	false
https://images.unsplash.com/photo-1513002749550-c59d786b8e6c?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&w=1000&q=80	false
https://wallup.net/wp-co…ight-748x468.jpg	false
https://mixkit.imgix.net…ains-31620-0.jpg	false
https://nationalparkobse…nal-park-204.jpg	false
https://media-cdn.tripad…01-121727836.jpg	false
https://media.istockphoto.com/photos/heavy-tropical-rain-with-the-wind-in-the-rainy-season-in-thailand-picture-id1407491766	false
https://koa.com/blog/ima…preset=blogPhoto	false
https://pixnio.com/free-…9-18-850x567.jpg	false
http://www.wallpaperup.com/uploads/wallpapers/2014/03/29/313596/92d8be2f27e7212d15347322f113a643.jpg	false
https://wallup.net/wp-co…st-landscape.jpg	false
http://images.unsplash.com/photo-1535357902142-d1baa8375bbc?ixlib=rb-1.2.1&q=80&fm=jpg&crop=entropy&cs=tinysrgb&w=1080&fit=max&ixid=eyJhcHBfaWQiOjEyMDd9	false
https://i.pinimg.com/ori…0876f2ba3eba.jpg	false
https://thumbs.dreamstim…est-17326233.jpg	false
https://www.tropicaltour…orest-stream.jpg	false
https://www.openfotos.co…st-4263.full.png	false
https://thumbs.dreamstim…re-146062312.jpg	false
https://images.fineartam…-photography.jpg	false
https://ak.picdn.net/shu…7650/thumb/1.jpg	false
https://nationalparktrav…l-Forestsm-1.jpg	false

End of preview. Expand in Dataset Viewer.

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?

François-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

François-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}}
}