← Search

Data · dataset · 2023

UIBK Avalanche Dataset

Listed in Research data repository of the Universität Innsbruck

UIBK Avalanche Dataset Dataset of 4090 labelled avalanche photographs.

Description

Each photograph in the dataset was assigned to one of four categories: glide, loose, slab, or none. These labels refer to the different avalanche release mechanisms: glide, loose-snow, and slab, with none indicating the absence of avalanches.

In addition, avalanche experts outlined each visible avalanche with a polygonal bounding box and assigned it a single label of glide, loose, or slab. The photographs were taken in the field in the winters of 2000/2001 - 2021/2022 and each image has the date and approximate location at which it was taken in the image name. Most photographs in the dataset were taken from the ground: additional images from low-flying helicopters were included only if the annotators deemed that they could feasibly have been taken by webcams.

Read the rest (1 more)

Accompanying code for training ResNet, VGG, and YOLOv3 models to detect avalanches is available at github.com/j-f-ox/avalanche-detection Folders annotations # Polygonal and rectangular bounding boxes for each avalanche image glide loose slab images # The .jpg images sorted by overall image label glide loose none slab test.txt # Test images train.txt # Training images Label Distribution The images folder contains 716 glide, 416 loose, and 1887 slab avalanche photographs and a further 1071 "none" images without visible avalanche regions The dataset contains a total of 2489 annotated glide avalanches, 1827 loose-snow avalanches, and 2912 slab avalanches

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Image 75%
Provenance · 1 source records, 8 field assertions
SourceKeyLast seenRaw
Research data repository of the Universität Innsbruckh07f4-qzd172 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0
concepts[modality].local:modality:imageenrichment · researchdata uibk ac atkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0/metadata/description
licensesource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0
publication_datesource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0
titlesource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0/metadata/title
updated_datesource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0
version_labelsource · researchdata uibk ac atconnector:researchdata_uibk_ac_at@1.0.0