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Traditional chinese god image dataset: A glimpse of chinese culture
This data article describes a dataset of images of common Chinese deities. The dataset is divided into five categories according to the types of deities, and a total of 1314 original images were captured by smart phones from Chinese temples and through Google search engine. Each category were split...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823158/ https://www.ncbi.nlm.nih.gov/pubmed/36624768 http://dx.doi.org/10.1016/j.dib.2022.108861 |
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author | Huang, Mei-Ling Liao, Yu-Chieh Shiau, Kai-Ling Tseng, Yu-Lun |
author_facet | Huang, Mei-Ling Liao, Yu-Chieh Shiau, Kai-Ling Tseng, Yu-Lun |
author_sort | Huang, Mei-Ling |
collection | PubMed |
description | This data article describes a dataset of images of common Chinese deities. The dataset is divided into five categories according to the types of deities, and a total of 1314 original images were captured by smart phones from Chinese temples and through Google search engine. Each category were split into training, validation and test subsets in a ratio of 70:20:10. We rotated the pictures by 30°, 60°, 90°, 120°, 150°, and 180°; and zoomed in and out to augment the images for training and validation sets. After data enhancement, the total number of images reaches 10,786. Two models, EfficientNet-B0 and MobileNetV2, are used to identify five kinds of god images. After data augmentation, the accuracy, precision, recall, specificity and F1-score of EfficientNet-B0 were 96.15%, 96.44%, 96.18%, 96.16% and 97.60%, respectively; the accuracy, precision recall, specificity and F1-score of MobileNetV2 were 92.31%, 92.89%, 92.37%, 92.33% and 95.19%, respectively. This dataset can be used as a reference for traditional Chinese god statue images, and can also be used for object detection and image classification through machine learning and deep learning methods. |
format | Online Article Text |
id | pubmed-9823158 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-98231582023-01-08 Traditional chinese god image dataset: A glimpse of chinese culture Huang, Mei-Ling Liao, Yu-Chieh Shiau, Kai-Ling Tseng, Yu-Lun Data Brief Data Article This data article describes a dataset of images of common Chinese deities. The dataset is divided into five categories according to the types of deities, and a total of 1314 original images were captured by smart phones from Chinese temples and through Google search engine. Each category were split into training, validation and test subsets in a ratio of 70:20:10. We rotated the pictures by 30°, 60°, 90°, 120°, 150°, and 180°; and zoomed in and out to augment the images for training and validation sets. After data enhancement, the total number of images reaches 10,786. Two models, EfficientNet-B0 and MobileNetV2, are used to identify five kinds of god images. After data augmentation, the accuracy, precision, recall, specificity and F1-score of EfficientNet-B0 were 96.15%, 96.44%, 96.18%, 96.16% and 97.60%, respectively; the accuracy, precision recall, specificity and F1-score of MobileNetV2 were 92.31%, 92.89%, 92.37%, 92.33% and 95.19%, respectively. This dataset can be used as a reference for traditional Chinese god statue images, and can also be used for object detection and image classification through machine learning and deep learning methods. Elsevier 2022-12-27 /pmc/articles/PMC9823158/ /pubmed/36624768 http://dx.doi.org/10.1016/j.dib.2022.108861 Text en © 2022 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 Liao, Yu-Chieh Shiau, Kai-Ling Tseng, Yu-Lun Traditional chinese god image dataset: A glimpse of chinese culture |
title | Traditional chinese god image dataset: A glimpse of chinese culture |
title_full | Traditional chinese god image dataset: A glimpse of chinese culture |
title_fullStr | Traditional chinese god image dataset: A glimpse of chinese culture |
title_full_unstemmed | Traditional chinese god image dataset: A glimpse of chinese culture |
title_short | Traditional chinese god image dataset: A glimpse of chinese culture |
title_sort | traditional chinese god image dataset: a glimpse of chinese culture |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823158/ https://www.ncbi.nlm.nih.gov/pubmed/36624768 http://dx.doi.org/10.1016/j.dib.2022.108861 |
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