LMCD-OR: a large-scale, multilevel categorized diagnostic dataset for oral radiography

doi:10.1186/s12967-024-05741-3

科研成果详情

题名	LMCD-OR: a large-scale, multilevel categorized diagnostic dataset for oral radiography
作者	Zhu, Jiaqian 1,2; Zeng, Li 3; Mo, Zefei 4; Cao, Luhuan 5; Wu, Yanchan 6; Hong, Liang7; Zhao, Qi 8,9; Su, Feifei 1,10,11
发表日期	2024-10-14
发表期刊	Journal of Translational Medicine 影响因子和分区
语种	英语
原始文献类型	Article
关键词	Dentistry Dataset competition AI-driven diagnosis Multilevel classification Baseline models
摘要	In recent years, digital dentistry has increasingly utilized advanced image analysis techniques, such as image classification and disease diagnosis, to improve clinical outcomes. Despite these advances, the lack of comprehensive benchmark datasets is a significant barrier. To address this gap, our research team develop LMCD-OR, a substantial collection of oral radiograph images designed to support extensive artificial intelligence (AI)-driven diagnostics. LMCD-OR comprises 3,818 digital imaging and communications in medicine (DICOM) oral X-ray images from local medical institutions that are meticulously annotated to provide broad category information for both primary dental outpatient services and detailed secondary disease diagnoses. This dataset is engineered to train and validate multiclassification models to improve the precision and scope of oral disease diagnostics. To ensure robust dataset validation, we employ four cutting-edge visual neural network classification models as benchmarks. These models are tested against rigorous performance metrics, demonstrating the ability of the dataset to support advanced image classification and disease diagnosis tasks. LMCD-OR is publicly available at http://dentaldataset.zeroacademy.net.
资助项目	Natural Science Foundation of Liaoning Province
出版者	BMC
ISSN	1479-5876
EISSN	1479-5876
卷号	22 期号:1
DOI	10.1186/s12967-024-05741-3
页数	15
WOS类目	Medicine, Research & Experimental
WOS研究方向	Research & Experimental Medicine
WOS记录号	WOS:001335887400004
收录类别	SCIE ; SCOPUS ; PUBMED
URL	查看原文
PubMed ID	3940264
SCOPUSEID	2-s2.0-85206278473
通讯作者地址	[Su, Feifei]Wenzhou Cent Hosp, Dept Infect Dis, Wenzhou 325000, Peoples R China. ; [Hong, Liang]Wenzhou Med Univ, Dept Infect Dis, Affiliated Hosp 3, Wenzhou 325000, Peoples R China. ; [Zhao, Qi]Univ Sci & Technol Liaoning, Sch Comp Sci & Software Engn, Anshan 114051, Peoples R China. ; [Zhao, Qi]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou 325000, Peoples R China. ; [Su, Feifei]Wenzhou Sixth Peoples Hosp, Dept Infect Dis, Wenzhou 325000, Peoples R China. ; [Su, Feifei]Wenzhou Key Lab Diag & Treatment Emerging & Recurr, Wenzhou 325000, Peoples R China.
Scopus学科分类	Biochemistry, Genetics and Molecular Biology (all)
SCOPUS_ID	SCOPUS_ID:85206278473
引用统计
文献类型	期刊论文
条目标识符	https://kms.wmu.edu.cn/handle/3ETUA0LF/220619
专题	第一临床医学院（信息与工程学院）、附属第一医院护理学院第二临床医学院、附属第二医院、育英儿童医院眼视光学院（生物医学工程学院）、附属眼视光医院其他_温州市第三临床学院（温州市人民医院）其他_附属第三医院（瑞安市人民医院）
通讯作者	Hong, Liang; Zhao, Qi; Su, Feifei
作者单位	1.Wenzhou Cent Hosp, Dept Infect Dis, Wenzhou 325000, Peoples R China; 2.Wenzhou Med Univ, Sch Med 1, Sch Informat & Engn, Wenzhou 325000, Peoples R China; 3.Wenzhou Med Univ, Clin Med Coll 2, Wenzhou 325000, Peoples R China; 4.Wenzhou Med Univ, Eye Hosp, Sch Biomed Engn, Sch Ophthalmol & Optometry, Wenzhou 325000, Peoples R China; 5.Wenzhou Med Univ, Sch Nursing, Wenzhou 325001, Peoples R China; 6.Quzhou Univ, Sch Elect & Informat Engn, Quzhou 324000, Peoples R China; 7.Wenzhou Med Univ, Dept Infect Dis, Affiliated Hosp 3, Wenzhou 325000, Peoples R China; 8.Univ Sci & Technol Liaoning, Sch Comp Sci & Software Engn, Anshan 114051, Peoples R China; 9.Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou 325000, Peoples R China; 10.Wenzhou Sixth Peoples Hosp, Dept Infect Dis, Wenzhou 325000, Peoples R China; 11.Wenzhou Key Lab Diag & Treatment Emerging & Recurr, Wenzhou 325000, Peoples R China
第一作者单位	第一临床医学院（信息与工程学院）、附属第一医院
通讯作者单位	附属第三医院（瑞安市人民医院）; 温州市第三临床学院（温州市人民医院）
推荐引用方式 GB/T 7714	Zhu, Jiaqian,Zeng, Li,Mo, Zefei,et al. LMCD-OR: a large-scale, multilevel categorized diagnostic dataset for oral radiography[J]. Journal of Translational Medicine,2024,22(1).
APA	Zhu, Jiaqian., Zeng, Li., Mo, Zefei., Cao, Luhuan., Wu, Yanchan., ... & Su, Feifei. (2024). LMCD-OR: a large-scale, multilevel categorized diagnostic dataset for oral radiography. Journal of Translational Medicine, 22(1).
MLA	Zhu, Jiaqian,et al."LMCD-OR: a large-scale, multilevel categorized diagnostic dataset for oral radiography".Journal of Translational Medicine 22.1(2024).