Benfield Kate J, Burruel Dylan E, Lujan Trevor J
Biomedical Engineering Doctoral Program, Boise State University, Boise, ID 83725, USA.
Department of Mechanical and Biomedical Engineering, Boise State University, Boise, ID 83725, USA.
J Imaging. 2023 Feb 14;9(2):43. doi: 10.3390/jimaging9020043.
Changes in object morphology can be quantified using 3D optical scanning to generate 3D models of an object at different time points. This process requires registration techniques that align target and reference 3D models using mapping functions based on common object features that are unaltered over time. The goal of this study was to determine guidelines when selecting these localized features to ensure robust and accurate 3D model registration. For this study, an object of interest (tibia bone replica) was 3D scanned at multiple time points, and the acquired 3D models were aligned using a simple cubic registration block attached to the object. The size of the registration block and the number of planar block surfaces selected to calculate the mapping functions used for 3D model registration were varied. Registration error was then calculated as the average linear surface variation between the target and reference tibial plateau surfaces. We obtained very low target registration errors when selecting block features with an area equivalent to at least 4% of the scanning field of view. Additionally, we found that at least two orthogonal surfaces should be selected to minimize registration error. Therefore, when registering 3D models to measure multi-temporal morphological change (e.g., mechanical wear), we recommend selecting multiplanar features that account for at least 4% of the scanning field of view. For the first time, this study has provided guidelines for selecting localized object features that can provide accurate 3D model registration for 3D scanned objects.
物体形态的变化可以通过三维光学扫描进行量化,以生成物体在不同时间点的三维模型。这个过程需要配准技术,即基于随时间不变的共同物体特征,使用映射函数将目标三维模型和参考三维模型对齐。本研究的目的是确定选择这些局部特征时的指导原则,以确保三维模型配准的稳健性和准确性。在本研究中,对感兴趣的物体(胫骨骨复制品)在多个时间点进行三维扫描,并使用附着在物体上的简单立方配准块对获取的三维模型进行对齐。改变配准块的大小以及选择用于计算三维模型配准的映射函数的平面块表面数量。然后将配准误差计算为目标胫骨平台表面和参考胫骨平台表面之间的平均线性表面变化。当选择面积至少相当于扫描视野4%的块特征时,我们获得了非常低的目标配准误差。此外,我们发现应至少选择两个正交表面以最小化配准误差。因此,在配准三维模型以测量多时间形态变化(例如机械磨损)时,我们建议选择占扫描视野至少为4%的多平面特征。本研究首次提供了选择局部物体特征的指导原则,这些特征可为三维扫描物体提供准确的三维模型配准。