A multimodal dental dataset facilitating machine learning research and clinic services

doi:10.1038/s41597-024-04130-1

	A multimodal dental dataset facilitating machine learning research and clinic services
	Huang, Yunyou 1,2,3; Liu, Wenjing 1,2,4; Yao, Caiqin 5; Miao, Xiuxia 1,2; Guan, Xianglong 1,2; Lu, Xiangjiang 1,2; Liang, Xiaoshuang 1,2; Ma, Li 4; Tang, Suqin 1; Zhang, Zhifei 6; Zhan, Jianfeng 3,7,8
	2024-11-27
发表期刊	SCIENTIFIC DATA
卷号	11 期号:1 页码:11
摘要	Oral diseases affect nearly 3.5 billion people, and medical resources are limited, which makes access to oral health services nontrivial. Imaging-based machine learning technology is one of the most promising technologies to improve oral medical services and reduce patient costs. The development of machine learning technology requires publicly accessible datasets. However, previous public dental datasets have several limitations: a small volume of computed tomography (CT) images, a lack of multimodal data, and a lack of complexity and diversity of data. These issues are detrimental to the development of the field of dentistry. Thus, to solve these problems, this paper introduces a new dental dataset that contains 169 patients, three commonly used dental image modalities, and images of various health conditions of the oral cavity. The proposed dataset has good potential to facilitate research on oral medical services, such as reconstructing the 3D structure of assisting clinicians in diagnosis and treatment, image translation, and image segmentation.
DOI	10.1038/s41597-024-04130-1
收录类别	SCI
语种	英语
资助项目	the Project of Guangxi Science and Technology, China (No. GuiKeAD20297004)[GuiKeAD20297004] ; Project of Guangxi Science and Technology, China[U21A20474] ; Project of Guangxi Science and Technology, China[61967002] ; National Natural Science Foundation of China
WOS研究方向	Science & Technology - Other Topics
WOS类目	Multidisciplinary Sciences
WOS记录号	WOS:001365491600004
出版者	NATURE PORTFOLIO
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/41105
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Ma, Li; Tang, Suqin; Zhang, Zhifei; Zhan, Jianfeng
作者单位	1.Guangxi Normal Univ, Key Lab Educ Blockchain & Intelligent Technol, Minist Educ, Guilin 541004, Peoples R China 2.Guangxi Normal Univ, Guangxi Key Lab Multisource Informat Min & Secur, Guilin 541004, Peoples R China 3.Int Open Benchmark Council, Dover, DE 19801 USA 4.Guilin Med Univ, Guilin 541199, Peoples R China 5.Second Nanning Peoples Hosp, Nanning 530031, Peoples R China 6.Capital Med Univ, Dept Physiol & Pathophysiol, Beijing 100069, Peoples R China 7.Chinese Acad Sci, Inst Comp Technol, Beijing 100086, Peoples R China 8.Univ Chinese Acad Sci, Beijing 100086, Peoples R China
推荐引用方式 GB/T 7714	Huang, Yunyou,Liu, Wenjing,Yao, Caiqin,et al. A multimodal dental dataset facilitating machine learning research and clinic services[J]. SCIENTIFIC DATA,2024,11(1):11.
APA	Huang, Yunyou.,Liu, Wenjing.,Yao, Caiqin.,Miao, Xiuxia.,Guan, Xianglong.,...&Zhan, Jianfeng.(2024).A multimodal dental dataset facilitating machine learning research and clinic services.SCIENTIFIC DATA,11(1),11.
MLA	Huang, Yunyou,et al."A multimodal dental dataset facilitating machine learning research and clinic services".SCIENTIFIC DATA 11.1(2024):11.