Validation and Reliability of Sizestream 3D scanner using Regression modeling

M. Tiwari, Noopur Anand
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Abstract

3D scanning has evolved as one of the most advanced and accurate technology to measure humans and products. Quick and reliable results achieved by 3D scanning over manual measurements, make it the most preferred tool for measurement. 3D scanning has been extensively used in various national sizing surveys worldwide. The 3D scan results are compared to the manual measurements to establish the accuracy of the scanner. This research paper describes a novel and alternative approach to check the reliability and validity of the measures derived from 3D Body Scanner in comparison to measures provided by the manual measures.The 3-D Body scanning was done by Sizestream 3D Body Scanner - SS14. The manual body measurements were taken by experienced experts using an anthropometer, stadiometer, and certified flexible non-stretchable steel tape. In total 133 subjects (68 male and 65 female subjects) covering 102 body dimensions were taken manually and were used while comparing 3D scan measurements to establish the validity and reliability of the scanner. The procedure adopted for validation and reliability check for the 3D scanner was as prescribed in the ISO 20685(2005) and ISO 20685(2018). It was observed that the Sizestream - SS14 scanners used were highly consistent in measuring the subjects, though a systematic error was reported in the process failing some of the measurements in terms of accuracy levels (as per ISO 8559 and ISO 20685(2005)) achieved against manual measurements used as the gold standards. Subsequently, a novel approach based on regression modeling was applied to establish scanning accuracy.This research paper describes the validation and reliability procedure as per ISO protocols. It also discusses the regression-based statistical procedure adopted to confirm the desired measurement accuracy of the scanners within the permissible error limits of ISO 20685and ISO 8559.
Sizestream三维扫描仪的回归模型验证与可靠性研究
3D扫描已经发展成为测量人体和产品的最先进、最准确的技术之一。与手动测量相比,3D扫描可实现快速可靠的结果,使其成为测量的首选工具。三维扫描已广泛应用于世界各国的尺寸调查中。将3D扫描结果与手动测量结果进行比较,以确定扫描仪的精度。本研究论文描述了一种新颖的替代方法来检查从3D人体扫描仪衍生的测量与人工测量提供的测量的可靠性和有效性。3-D人体扫描由sizeststream 3D人体扫描仪- SS14完成。手动身体测量由经验丰富的专家使用人体测量仪,运动测量仪和经过认证的柔性不可拉伸钢带进行。总共133名受试者(男性68名,女性65名),覆盖102个身体尺寸,并与3D扫描测量结果进行比较,以建立扫描仪的有效性和可靠性。采用的3D扫描仪验证和可靠性检查程序按照ISO 20685(2005)和ISO 20685(2018)的规定进行。据观察,使用的sizeststream - SS14扫描仪在测量受试者时高度一致,尽管在测量过程中出现了系统错误,但在精度水平(按照ISO 8559和ISO 20685(2005))方面,与用作金标准的手动测量相比,有些测量失败。在此基础上,提出了一种基于回归模型的扫描精度确定方法。本研究报告描述了根据ISO协议的验证和可靠性程序。本文还讨论了采用基于回归的统计程序来确定扫描仪在ISO 20685和ISO 8559允许误差范围内的期望测量精度。
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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