Boreal Forest Fire: UAV-collected Wildfire Detection and Smoke Segmentation Dataset

Kuvaus

This dataset consists of annotated images and videos of smoke resulting from prescribed burning events in Finnish boreal forests. The dataset was created to train and validate learning-based methods for wildfire detection and smoke segmentation and its effectiveness in doing so was shown in the linked studies. The data was captured as 4K (3840×2160) videos at four events in Evo, Heinola, Karkkila, and Ruokolahti, using a DJI Phantom 4 drone. Individual frames of the videos were annotated manually with bounding boxes to enable the use of the data to train and test wildfire detection models. A portion of the bounding box annotated image data was resorted and annotated at the pixel level for image segmentation model training, validation, and testing. The training and validation data were annotated automatically using the Segment Anything Model and the manually annotated bounding boxes, while a small test set was annotated with manually drawn pixelwise masks. The three parts of the dataset are stored in the three separate directories: * Boreal-Forest-Fire-Subset-A: The bounding box annotated image data * Boreal-Forest-Fire-Subset-B: 30-second 4K video clips with binary annotations for smoke * Boreal-Forest-Fire-Subset-C: The segmentation mask annotated image data In addition, a Jupyter notebook providing an example for visualising and converting the bounding box coordinates is provided in the Visualisation-And-Coordinate-Conversion-Notebook directory. Code for using the segmentation data is found in the linked Gitlab repository.
Näytä enemmän

Julkaisuvuosi

2025

Aineiston tyyppi

Tekijät

Informaatioteknologian tiedekunta

Anna-Maria Raita-Hakola Orcid -palvelun logo - Tekijä

Ilkka Pölönen Orcid -palvelun logo - Tekijä

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Maanmittauslaitos - Julkaisija, Oikeuksienhaltija

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Juha Suomalainen Orcid -palvelun logo - Tekijä

Julius Pesonen Orcid -palvelun logo - Tekijä

Lauri Markelin Orcid -palvelun logo - Tekijä

Niko Koivumäki Orcid -palvelun logo - Tekijä

Raquel Alves de Oliveira Orcid -palvelun logo - Tekijä

Teemu Hakala Orcid -palvelun logo - Tekijä

Väinö Karjalainen Orcid -palvelun logo - Tekijä

Projekti

Muut tiedot

Tieteenalat

Tietojenkäsittely ja informaatiotieteet

Kieli

Saatavuus

Avoin

Lisenssi

Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)

Avainsanat

image, object detection, artificial intelligence, video, semantic segmentation, Image analysis, Wildfire detection

Asiasanat

tekoäly, kuva-analyysi, kuvankäsittely, maastopalot

Ajallinen kattavuus

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