Machine learning-based automatic identification and diagnosis of dental caries and calculus using hyperspectral fluorescence imaging

doi:10.1016/j.pdpdt.2022.103217

CIOMP OpenIR

	Machine learning-based automatic identification and diagnosis of dental caries and calculus using hyperspectral fluorescence imaging
	C. Wang, R. J. Zhang, X. L. Wei, L. Wang, W. Q. Xu and Q. Yao
	2023
发表期刊	Photodiagnosis and Photodynamic Therapy
ISSN	1572-1000
卷号	41 页码:9
摘要	Purpose: Precise diagnosis and identification of early dental caries facilitates timely intervention and reverses the progression of the disease. Developing an objective, accurate and rapid caries and calculus automatic identifi-cation method advances clinical application and facilitates the promotion and screening of oral health in the community and family.Methods: In this study, based on 122 dental surfaces labeled by professional dentists, hyperspectral fluorescence imaging combined with machine learning algorithms was employed to construct a model for simultaneously diagnosing dental caries and calculus. Model trained by fusion features based on spectra, textures, and colors with the integrated learning algorithm has better performance and stronger generalization capabilities.Results: The experimental results showed that the diagnostic model's accuracy, sensitivity, and specificity for identifying four different caries stages and calculus were 98.6%, 98.4%, and 99.6%, respectively.Conclusions: The proposed method can evaluate the whole tooth surface at the pixel level and provides discrimination enhancement and a quantitative parameter, which is expected to be a new approach for early caries diagnosis.
DOI	10.1016/j.pdpdt.2022.103217
URL	查看原文
收录类别	sci
语种	英语
引用统计	被引频次：5[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/67915
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	C. Wang, R. J. Zhang, X. L. Wei, L. Wang, W. Q. Xu and Q. Yao. Machine learning-based automatic identification and diagnosis of dental caries and calculus using hyperspectral fluorescence imaging[J]. Photodiagnosis and Photodynamic Therapy,2023,41:9.
APA	C. Wang, R. J. Zhang, X. L. Wei, L. Wang, W. Q. Xu and Q. Yao.(2023).Machine learning-based automatic identification and diagnosis of dental caries and calculus using hyperspectral fluorescence imaging.Photodiagnosis and Photodynamic Therapy,41,9.
MLA	C. Wang, R. J. Zhang, X. L. Wei, L. Wang, W. Q. Xu and Q. Yao."Machine learning-based automatic identification and diagnosis of dental caries and calculus using hyperspectral fluorescence imaging".Photodiagnosis and Photodynamic Therapy 41(2023):9.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Machine learning-bas（6102KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载