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Citrus dataset for image classification

Citrus fruits are a specialty of the subtropical region and are currently the most widely cultivated and produced fruits in Taiwan. They contain a wealth of vitamins and minerals, including vitamin C, potassium, magnesium, and more, offering anti-inflammatory and antioxidant benefits. Citrus plants...

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Detalles Bibliográficos
Autores principales: Huang, Mei-Ling, Chen, You-An
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587710/
https://www.ncbi.nlm.nih.gov/pubmed/37869622
http://dx.doi.org/10.1016/j.dib.2023.109628
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author Huang, Mei-Ling
Chen, You-An
author_facet Huang, Mei-Ling
Chen, You-An
author_sort Huang, Mei-Ling
collection PubMed
description Citrus fruits are a specialty of the subtropical region and are currently the most widely cultivated and produced fruits in Taiwan. They contain a wealth of vitamins and minerals, including vitamin C, potassium, magnesium, and more, offering anti-inflammatory and antioxidant benefits. Citrus plants are among the economically significant fruits in Taiwan, and there are several citrus species that share a similar appearance. We have constructed a database containing the four most commonly purchased citrus varieties in the market. This database comprises a total of 1379 original images, which have been expanded to 7584 images using six different data augmentation methods. We have chosen three Convolutional Neural Network (CNN) models that have achieved an accuracy rate exceeding 95 % in classifying the four varieties of citrus fruits.
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spelling pubmed-105877102023-10-21 Citrus dataset for image classification Huang, Mei-Ling Chen, You-An Data Brief Data Article Citrus fruits are a specialty of the subtropical region and are currently the most widely cultivated and produced fruits in Taiwan. They contain a wealth of vitamins and minerals, including vitamin C, potassium, magnesium, and more, offering anti-inflammatory and antioxidant benefits. Citrus plants are among the economically significant fruits in Taiwan, and there are several citrus species that share a similar appearance. We have constructed a database containing the four most commonly purchased citrus varieties in the market. This database comprises a total of 1379 original images, which have been expanded to 7584 images using six different data augmentation methods. We have chosen three Convolutional Neural Network (CNN) models that have achieved an accuracy rate exceeding 95 % in classifying the four varieties of citrus fruits. Elsevier 2023-10-11 /pmc/articles/PMC10587710/ /pubmed/37869622 http://dx.doi.org/10.1016/j.dib.2023.109628 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Data Article
Huang, Mei-Ling
Chen, You-An
Citrus dataset for image classification
title Citrus dataset for image classification
title_full Citrus dataset for image classification
title_fullStr Citrus dataset for image classification
title_full_unstemmed Citrus dataset for image classification
title_short Citrus dataset for image classification
title_sort citrus dataset for image classification
topic Data Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587710/
https://www.ncbi.nlm.nih.gov/pubmed/37869622
http://dx.doi.org/10.1016/j.dib.2023.109628
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