Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...

This repository provides an "SVM_binary_classification" Jupyter notebook and different data folders for training and generalization in a binary classification task using a combination of support vector classifier and Zernike moments. Using a python script in the jupyter notebook and a Zern...

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Main Authors: Honarbakhsh, Leila, Morra, Gabriele
Format: Article in Journal/Newspaper
Language:unknown
Published: Zenodo 2022
Subjects:
Online Access:https://dx.doi.org/10.5281/zenodo.7149379
https://zenodo.org/record/7149379
id ftdatacite:10.5281/zenodo.7149379
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spelling ftdatacite:10.5281/zenodo.7149379 2023-06-11T04:05:38+02:00 Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ... Honarbakhsh, Leila Morra, Gabriele 2022 https://dx.doi.org/10.5281/zenodo.7149379 https://zenodo.org/record/7149379 unknown Zenodo https://dx.doi.org/10.5281/zenodo.7149377 Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess article-journal JournalArticle ScholarlyArticle 2022 ftdatacite https://doi.org/10.5281/zenodo.714937910.5281/zenodo.7149377 2023-05-02T10:12:30Z This repository provides an "SVM_binary_classification" Jupyter notebook and different data folders for training and generalization in a binary classification task using a combination of support vector classifier and Zernike moments. Using a python script in the jupyter notebook and a Zernike moment file inside each folder, one can classify generalization images in any two classes among eruption, no-eruption, and non-explosive small events (NESE). It is notable that, the SVM needs to be trained initially using the Zernike moments inside the training data folders. There is also spatial and temporal information on NESEs in December 2013, December 2014, and January 2015. reported in excel files. ... Article in Journal/Newspaper Antarc* Antarctica DataCite Metadata Store (German National Library of Science and Technology) Nese ENVELOPE(9.827,9.827,63.611,63.611)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
description This repository provides an "SVM_binary_classification" Jupyter notebook and different data folders for training and generalization in a binary classification task using a combination of support vector classifier and Zernike moments. Using a python script in the jupyter notebook and a Zernike moment file inside each folder, one can classify generalization images in any two classes among eruption, no-eruption, and non-explosive small events (NESE). It is notable that, the SVM needs to be trained initially using the Zernike moments inside the training data folders. There is also spatial and temporal information on NESEs in December 2013, December 2014, and January 2015. reported in excel files. ...
format Article in Journal/Newspaper
author Honarbakhsh, Leila
Morra, Gabriele
spellingShingle Honarbakhsh, Leila
Morra, Gabriele
Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...
author_facet Honarbakhsh, Leila
Morra, Gabriele
author_sort Honarbakhsh, Leila
title Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...
title_short Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...
title_full Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...
title_fullStr Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...
title_full_unstemmed Classification of IR Images of Small Eruptions at the Erebus Volcano, Antarctica, with Zernike moments and Support Vector Machine ...
title_sort classification of ir images of small eruptions at the erebus volcano, antarctica, with zernike moments and support vector machine ...
publisher Zenodo
publishDate 2022
url https://dx.doi.org/10.5281/zenodo.7149379
https://zenodo.org/record/7149379
long_lat ENVELOPE(9.827,9.827,63.611,63.611)
geographic Nese
geographic_facet Nese
genre Antarc*
Antarctica
genre_facet Antarc*
Antarctica
op_relation https://dx.doi.org/10.5281/zenodo.7149377
op_rights Open Access
Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5281/zenodo.714937910.5281/zenodo.7149377
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