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Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] Open Access

This dataset includes the convolutional neural network (CNN) models trained for image classification of marine-terminating outlet glaciers using a deep learning workflow. Specifically the models are pre-trained using 13 images of Helheim Glacier and can be used for classification of marine-terminating outlet glaciers anywhere in the world. There are nine models in the dataset trained using image tile sizes of 50x50, 75x75, and 100x100 pixels.

Descriptions

Resource type
Dataset
Contributors
Creator: Marochov, Melanie 1
Creator: Carbonneau, Patrice 1
1 Durham University
Funder
Research methods
Deep Learning
Other description
The models can be applied using the scripts published in the Zenodo repository:  http://doi.org/10.5281/zenodo.4081095
Keyword
Deep Learning
Marine-Terminating Outlet Glaciers
Convolutional Neural Networks
Sentinel-2 Imagery
Subject
Remote sensing
Glaciology
Location
Language
Cited in
Identifier
ark:/32150/r2gh93gz51k
doi:10.15128/r2gh93gz51k
Rights
Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC)

Publisher
Durham University
Date Created

File Details

Depositor
M. Marochov
Date Uploaded
Date Modified
22 October 2020, 10:10:30
Audit Status
Audits have not yet been run on this file.
Characterization
File format: zip (ZIP Format)
Mime type: application/zip
File size: 1435785838
Last modified: 2020:10:14 18:26:45+01:00
Filename: PreTrained_Models.zip
Original checksum: bd2bf6cccc99f533aeb6f355fcc11d12
Activity of users you follow
User Activity Date
User N. Syrotiuk has updated Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] about 4 years ago
User N. Syrotiuk has updated Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] about 4 years ago
User M. Marochov has updated Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] about 4 years ago
User M. Marochov has updated Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] about 4 years ago
User M. Marochov has updated Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] about 4 years ago
User M. Marochov has updated Image Classification of Marine-Terminating Outlet Glaciers using Deep Learning Methods: Pre-trained Models [dataset] about 4 years ago
User M. Marochov has deposited PreTrained_Models.zip about 4 years ago