深度学习在牙颌面畸形诊疗中的应用及研究进展

数字化技术为牙颌面畸形的诊疗提供了一种理想的辅助方法,但由于技术限制,目前的数字化正颌外科存在影像数据处理自动化不足,三维影像数据利用率低等问题。在提高效率、优化诊疗能力的迫切需求下,催生了一系列基于深度学习技术辅助牙颌面畸形临床诊疗的研究,展现了深度学习在该领域应用的巨大潜力。本文回顾深度学习-医学交叉研究发展历史,着重对深度学习在牙颌面畸形诊疗中的应用及研究进展进行综述,探讨牙颌面畸形的智能化诊疗。

Application and research advance of deep learning in the diagnosis and treatment of dento-maxillofacial deformities

Digital technology provides an ideal auxiliary method for the diagnosis and treatment of dento-maxillofacial deformities. However, due to technical limitations, current digital orthognathic surgery has problems such as semi-automated image processing and insufficient utilization of 3D images. The urgent need for clinicians to improve efficiency and optimize the diagnosis and treatment has prompted a series of researches on deep learning-assisted diagnosis and treatment of dento-maxillofacial deformities, which demonstrated the great potential of applying deep learning in this field. Therefore, this paper reviewed the development history of interdisciplinary researches between deep learning and medicine at first, and then focused on the application and research advance of deep learning in the diagnosis and treatment of dento-maxillofacial deformities, and furthermore exploring the intelligent diagnosis and treatment.