Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Huang, Mei-Ling, Liao, Yu-Chieh, Shiau, Kai-Ling, Tseng, Yu-Lun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
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
_version_ 1784866093780697088
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
work_keys_str_mv AT huangmeiling traditionalchinesegodimagedatasetaglimpseofchineseculture
AT liaoyuchieh traditionalchinesegodimagedatasetaglimpseofchineseculture
AT shiaukailing traditionalchinesegodimagedatasetaglimpseofchineseculture
AT tsengyulun traditionalchinesegodimagedatasetaglimpseofchineseculture