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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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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. |
format | Online Article Text |
id | pubmed-10587710 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT huangmeiling citrusdatasetforimageclassification AT chenyouan citrusdatasetforimageclassification |