用于医疗成像的Kinect 3D传感器评估

Evaluation of Kinect 3D Sensor for Healthcare Imaging.

作者信息

Pöhlmann Stefanie T L, Harkness Elaine F, Taylor Christopher J, Astley Susan M

机构信息

Centre for Imaging Sciences, The University of Manchester, Stopford Building, Manchester, M13 9PT UK.

出版信息

J Med Biol Eng. 2016;36(6):857-870. doi: 10.1007/s40846-016-0184-2. Epub 2016 Dec 9.

Abstract

Microsoft Kinect is a three-dimensional (3D) sensor originally designed for gaming that has received growing interest as a cost-effective and safe device for healthcare imaging. Recent applications of Kinect in health monitoring, screening, rehabilitation, assistance systems, and intervention support are reviewed here. The suitability of available technologies for healthcare imaging applications is assessed. The performance of Kinect I, based on structured light technology, is compared with that of the more recent Kinect II, which uses time-of-flight measurement, under conditions relevant to healthcare applications. The accuracy, precision, and resolution of 3D images generated with Kinect I and Kinect II are evaluated using flat cardboard models representing different skin colors (pale, medium, and dark) at distances ranging from 0.5 to 1.2 m and measurement angles of up to 75°. Both sensors demonstrated high accuracy (majority of measurements <2 mm) and precision (mean point to plane error <2 mm) at an average resolution of at least 390 points per cm. Kinect I is capable of imaging at shorter measurement distances, but Kinect II enables structures angled at over 60° to be evaluated. Kinect II showed significantly higher precision and Kinect I showed significantly higher resolution (both  < 0.001). The choice of object color can influence measurement range and precision. Although Kinect is not a medical imaging device, both sensor generations show performance adequate for a range of healthcare imaging applications. Kinect I is more appropriate for short-range imaging and Kinect II is more appropriate for imaging highly curved surfaces such as the face or breast.

摘要

微软Kinect是一种最初为游戏设计的三维(3D)传感器,作为一种经济高效且安全的医疗成像设备,它越来越受到关注。本文综述了Kinect在健康监测、筛查、康复、辅助系统和干预支持方面的最新应用。评估了现有技术在医疗成像应用中的适用性。在与医疗应用相关的条件下,将基于结构光技术的Kinect I的性能与使用飞行时间测量的更新的Kinect II的性能进行了比较。使用代表不同肤色(浅色、中等色和深色)的平板硬纸板模型,在0.5至1.2米的距离和高达75°的测量角度下,评估了Kinect I和Kinect II生成的3D图像的准确性、精度和分辨率。两种传感器在平均分辨率至少为每厘米390个点时,都显示出高精度(大多数测量值<2毫米)和高精密性(平均点到平面误差<2毫米)。Kinect I能够在较短的测量距离下成像,但Kinect II能够评估角度超过60°的结构。Kinect II显示出显著更高的精度,而Kinect I显示出显著更高的分辨率(两者均P<0.001)。物体颜色的选择会影响测量范围和精度。尽管Kinect不是医疗成像设备,但两代传感器在一系列医疗成像应用中都表现出了足够的性能。Kinect I更适合近距离成像,而Kinect II更适合对面部或乳房等高曲面进行成像。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c8e/5216096/86195bdca4bc/40846_2016_184_Fig1_HTML.jpg

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