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开发人工智能支持的自动三维表面头脑测量仪.

Chihiro Tanikawa1, Hiroyuki Nakamura2, Takaaki Mimura3

  • 1Department of Orthodontics and Dentofacial Orthopedics, Graduate School of Dentistry, Osaka University, Suita, Osaka, Japan.

Orthodontics & craniofacial research
|March 4, 2025
PubMed
概括
此摘要是机器生成的。

一个人工智能 (AI) 系统通过识别面地标来自动化3D表面头脑测量. 这种由人工智能驱动的网格配套方法证明了临床上可接受的准确性,用于分析患者解剖学.

关键词:
人工智能的人工智能是人工智能.这是头脑测量仪 (cephalometry).人类人类人类人类人类人类.螺旋圆束计算机断层扫描.

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科学领域:

  • 生物医学工程 生物医学工程
  • 医疗成像医学成像
  • 矯正牙科 矯正牙科是一種矯正牙科.

背景情况:

  • 基于表面的3D头脑测量提供了详细的面分析.
  • 自动化这个过程可以提高临床环境中的效率和准确性.

研究的目的:

  • 利用人工智能识别的地标和网格配套,开发一个自动化的3D表面头测量系统.
  • 为了评估这个新的系统对面结构分析的准确性.

主要方法:

  • 利用来自日本成年患者的185张CBCT图像进行系统培训和评估.
  • 开发了一个人工智能系统 (PointNet++),用于识别头骨和下表面的3D地标.
  • 使用人工智能识别的地标和评估的安装错误进行了网格安装.

主要成果:

  • 该系统的平均误差为部0.80 ± 0.57毫米,下部1.45 ± 0.34毫米.
  • 这些结果表明,自动头脑测量系统的临床准确性是可以接受的.

结论:

  • 成功开发了一种基于人工智能的系统,用于3D表面头脑测量中的地标识别和网格拟合.
  • 该系统证明了临床上可接受的准确性,使得对临床应用的面结构的有效量化和可视化.