Deep learning and sub-band fluorescence imaging-based method for caries and calculus diagnosis embeddable on different smartphones
文献类型：期刊论文
| 作者 | C. Wang, R. Zhang, X. Wei, L. Wang, P. Wu and Q. Yao |
| 刊名 | Biomedical Optics Express
 |
| 出版日期 | 2023 |
| 卷号 | 14期号:2页码:866-882 |
| ISSN号 | 21567085 |
| DOI | 10.1364/BOE.479818 |
| 英文摘要 | Popularizing community and home early caries screening is essential for caries prevention and treatment. However, a high-precision, low-cost, and portable automated screening tool is currently lacking. This study constructed an automated diagnosis model for dental caries and calculus using fluorescence sub-band imaging combined with deep learning. The proposed method is divided into two stages: the first stage collects imaging information of dental caries in different fluorescence spectral bands and obtains six-channel fluorescence images. The second stage employs a 2-D-3-D hybrid convolutional neural network combined with the attention mechanism for classification and diagnosis. The experiments demonstrate that the method has competitive performance compared to existing methods. In addition, the feasibility of transferring this approach to different smartphones is discussed. This highly accurate, low-cost, portable method has potential applications in community and at-home caries detection. © 2023 Optica Publishing Group. |
| URL标识 | 查看原文 |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/67914]  |
| 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. Zhang, X. Wei, L. Wang, P. Wu and Q. Yao. Deep learning and sub-band fluorescence imaging-based method for caries and calculus diagnosis embeddable on different smartphones[J]. Biomedical Optics Express,2023,14(2):866-882. |
| APA | C. Wang, R. Zhang, X. Wei, L. Wang, P. Wu and Q. Yao.(2023).Deep learning and sub-band fluorescence imaging-based method for caries and calculus diagnosis embeddable on different smartphones.Biomedical Optics Express,14(2),866-882. |
| MLA | C. Wang, R. Zhang, X. Wei, L. Wang, P. Wu and Q. Yao."Deep learning and sub-band fluorescence imaging-based method for caries and calculus diagnosis embeddable on different smartphones".Biomedical Optics Express 14.2(2023):866-882. |
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