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利用具有牙周特征识别的旋转式换能器的口腔内超声成像。

Intraoral Ultrasound Imaging Using a Rotational Transducer with Periodontal Feature Identification by Machine Learning.

机构信息

Department of Radiology and Diagnostic Imaging, University of Alberta, Edmonton, Alberta, Canada T6G 2R7.

Department of Biomedical Engineering, University of Alberta, Edmonton, Alberta, Canada T6G 2 V2.

出版信息

ACS Sens. 2024 Aug 23;9(8):3898-3906. doi: 10.1021/acssensors.4c00124. Epub 2024 Aug 14.

DOI:10.1021/acssensors.4c00124
PMID:39175386
Abstract

Innovative intraoral ultrasound devices with smart artificial intelligence-based identification for dento-anatomy could provide crucial information for oral health diagnosis and treatment and shed light on real-time detection of developmental dentistry. However, the grand challenge is that the current ultrasound technologies are meant for external use due to their bulkiness and low frequency. We report a compact versatile ultrasound intraoral device that consists of a rotational probe head robustly pivoted around a hand-held and portable handle for real-time imaging of intraoral anatomy using high-frequency ultrasonography (up to 25 MHz). The intraoral ultrasound device that could be adjusted for various orientations of the imaging planes by rotating the head provides real-time, high-resolution ultrasonograms of intraoral structures, including dento-periodontium of most tooth types and maxillary palate. Machine learning-based algorithms are integrated to automate the identification of important structures, including alveolar bone and cementum-enamel junction. The intraoral ultrasound device smartened with artificial intelligence could innovate oral health diagnosis and treatment plans toward precision health and patient care.

摘要

具有基于智能人工智能的 dento-anatomy 识别功能的创新口腔内超声设备可为口腔健康诊断和治疗提供关键信息,并为发育牙科学的实时检测提供线索。然而,巨大的挑战在于,由于其体积大和低频,当前的超声技术仅适用于外部使用。我们报告了一种紧凑的多功能口腔内超声设备,该设备由旋转探头头组成,该探头头通过坚固的枢轴围绕手持式和便携式手柄旋转,以使用高频超声(高达 25 MHz)实时成像口腔内解剖结构。可以通过旋转头部来调整探头头的各种成像平面方向的口腔内超声设备可提供包括大多数牙齿类型的 dento-periodontium 和上颌腭在内的口腔内结构的实时高分辨率超声图像。已集成基于机器学习的算法来自动识别重要结构,包括牙槽骨和牙骨质-牙釉质交界处。人工智能智能化的口腔内超声设备可以革新口腔健康诊断和治疗计划,实现精准健康和患者护理。

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Intraoral Ultrasound Imaging Using a Rotational Transducer with Periodontal Feature Identification by Machine Learning.利用具有牙周特征识别的旋转式换能器的口腔内超声成像。
ACS Sens. 2024 Aug 23;9(8):3898-3906. doi: 10.1021/acssensors.4c00124. Epub 2024 Aug 14.
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引用本文的文献

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Advancements in Diagnostic Methods and Imaging Technologies in Dentistry: A Literature Review of Emerging Approaches.牙科诊断方法与成像技术的进展:新兴方法的文献综述
J Clin Med. 2025 Feb 14;14(4):1277. doi: 10.3390/jcm14041277.
2
Machine learning for automated identification of anatomical landmarks in ultrasound periodontal imaging.用于超声牙周成像中解剖标志自动识别的机器学习
Dentomaxillofac Radiol. 2025 Mar 1;54(3):210-221. doi: 10.1093/dmfr/twaf001.