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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Online Access: | https://dx.doi.org/10.5281/zenodo.7149379 https://zenodo.org/record/7149379 |
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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 |
_version_ |
1768377201526308864 |