Blueprint for a Semi-automated Image Processing Tool to Characterize Stent Features: Application to a Pediatric Growth-Adaptive Stent

IF 3 2区 医学 Q3 ENGINEERING, BIOMEDICAL
Ava E. Giorgianni, Giselle Ventura, Joseph Hollmann, Corin Williams
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引用次数: 0

Abstract

The goal of this work was to develop a general blueprint for a semi-automated image processing tool (SIPT) to measure small, complex features of stent prototypes that can replace the current gold standard of manual measurements. The stents were designed using CAD software and manufactured via laser cutting. Stent prototypes were imaged using a Keyence microscope in top and side view orientations. The SIPT algorithm was developed in MATLAB to extract and measure 4 dimensions of the stent (inner and outer diameter, spring bend outer radius, spring bend width). The same dimensions were also manually measured by an experienced metrology technician as a gold standard comparison. We successfully made over 5000 unique measurements across the 4 key dimensions of 15 stents using the SIPT algorithm. Compared to the gold standard manual method, SIPT reduced measurement time by nearly 90% and increased the total number of measurements captured by over 2300%. The two one-sided test and Bland–Altman analysis demonstrated that SIPT achieved equivalency against the manual method of measurement for all 4 dimensions. In summary, we found that our SIPT software could be used to replace manual measurements and provided substantial time savings with consistent accuracy. Overall, this paper presents a generalizable workflow to isolate and measure critical features of stent prototypes that we believe will provide a valuable, cost-effective tool to other medical device designers seeking to rapidly iterate on unique stent designs or other manufactured parts with small and complex structures.

Abstract Image

Abstract Image

描述支架特征的半自动图像处理工具蓝图:应用于小儿生长适应性支架。
这项工作的目标是为半自动图像处理工具(SIPT)开发一个总体蓝图,用于测量支架原型的小型复杂特征,以取代目前的人工测量黄金标准。支架使用 CAD 软件设计,并通过激光切割制造。使用 Keyence 显微镜对支架原型进行俯视和侧视成像。在 MATLAB 中开发了 SIPT 算法,用于提取和测量支架的 4 个尺寸(内径和外径、弹簧弯曲外半径、弹簧弯曲宽度)。同样的尺寸也由一名经验丰富的计量技术人员进行人工测量,作为黄金标准对比。我们使用 SIPT 算法成功地对 15 个支架的 4 个关键尺寸进行了 5000 多次独特测量。与金标准人工方法相比,SIPT 将测量时间缩短了近 90%,测量总数增加了 2300%。两个单侧测试和 Bland-Altman 分析表明,SIPT 在所有 4 个维度上都与人工测量方法实现了等效。总之,我们发现,我们的 SIPT 软件可以用来替代人工测量,并在保证准确性的同时节省大量时间。总之,本文介绍了一种可通用的工作流程,用于分离和测量支架原型的关键特征,我们相信这将为其他寻求快速迭代独特支架设计或其他具有小型复杂结构的制造部件的医疗设备设计者提供一种有价值、经济高效的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Annals of Biomedical Engineering
Annals of Biomedical Engineering 工程技术-工程:生物医学
CiteScore
7.50
自引率
15.80%
发文量
212
审稿时长
3 months
期刊介绍: Annals of Biomedical Engineering is an official journal of the Biomedical Engineering Society, publishing original articles in the major fields of bioengineering and biomedical engineering. The Annals is an interdisciplinary and international journal with the aim to highlight integrated approaches to the solutions of biological and biomedical problems.
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