Children's dental panoramic radiographs dataset for caries segmentation and dental disease detection.


Journal

Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192

Informations de publication

Date de publication:
14 06 2023
Historique:
received: 12 12 2022
accepted: 15 05 2023
medline: 16 6 2023
pubmed: 15 6 2023
entrez: 14 6 2023
Statut: epublish

Résumé

When dentists see pediatric patients with more complex tooth development than adults during tooth replacement, they need to manually determine the patient's disease with the help of preoperative dental panoramic radiographs. To the best of our knowledge, there is no international public dataset for children's teeth and only a few datasets for adults' teeth, which limits the development of deep learning algorithms for segmenting teeth and automatically analyzing diseases. Therefore, we collected dental panoramic radiographs and cases from 106 pediatric patients aged 2 to 13 years old, and with the help of the efficient and intelligent interactive segmentation annotation software EISeg (Efficient Interactive Segmentation) and the image annotation software LabelMe. We propose the world's first dataset of children's dental panoramic radiographs for caries segmentation and dental disease detection by segmenting and detecting annotations. In addition, another 93 dental panoramic radiographs of pediatric patients, together with our three internationally published adult dental datasets with a total of 2,692 images, were collected and made into a segmentation dataset suitable for deep learning.

Identifiants

pubmed: 37316638
doi: 10.1038/s41597-023-02237-5
pii: 10.1038/s41597-023-02237-5
pmc: PMC10267170
doi:

Types de publication

Dataset Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

380

Subventions

Organisme : National Natural Science Foundation of China (National Science Foundation of China)
ID : No. 62206242
Organisme : National Natural Science Foundation of China (National Science Foundation of China)
ID : No.2019YFC0118404

Commentaires et corrections

Type : ErratumIn

Informations de copyright

© 2023. The Author(s).

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Auteurs

Yifan Zhang (Y)

State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, 310000, China.
Division of Advanced Prosthetic Dentistry, Tohoku University Graduate School of Dentistry, Sendai, 310000, Japan.
Lishui University, School of Medicine, Hangzhou Geriatric Stomatology Hospital, Hangzhou Dental Hospital Group, Hangzhou, 310000, China.
School of Medicine and Health Sciences, Lishui University, Lishui, Zhejiang, 323000, China.

Fan Ye (F)

Hangzhou Dianzi University, Hangzhou, 310018, China.

Lingxiao Chen (L)

Hangzhou Dianzi University, Hangzhou, 310018, China.

Feng Xu (F)

Hangzhou Dianzi University, Hangzhou, 310018, China.

Xiaodiao Chen (X)

Hangzhou Dianzi University, Hangzhou, 310018, China.
College of Media Engineering, Communication University of Zhejiang, Hangzhou, 310018, China.

Hongkun Wu (H)

State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, 310000, China. wuhongkunscu@126.com.

Mingguo Cao (M)

School of Medicine and Health Sciences, Lishui University, Lishui, Zhejiang, 323000, China.

Yunxiang Li (Y)

Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, Texas, 75390, USA.

Yaqi Wang (Y)

College of Media Engineering, Communication University of Zhejiang, Hangzhou, 310018, China. wangyaqi@cuz.edu.cn.

Xingru Huang (X)

Hangzhou Dianzi University, Hangzhou, 310018, China. xingru.huang@qmul.ac.uk.
School of Electronic Engineering and Computer Science, Queen Mary University of London, Mile End Road, London, E1 4NS, UK. xingru.huang@qmul.ac.uk.

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Classifications MeSH