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Enabling Real-Time Volume Rendering of Functional Magnetic Resonance Imaging on an iOS Device

机译:在iOS设备上启用功能磁共振成像的实时体绘制

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摘要

Powerful non-invasive imaging technologies like computed tomography (CT), ultrasound, and magnetic resonance imaging (MRI) are used daily by medical professionals to diagnose and treat patients. While 2D slice viewers have long been the standard, many tools allowing 3D representations of digital medical data are now available. The newest imaging advancement, functional MRI (fMRI) technology, has changed medical imaging from viewing static to dynamic physiology (4D) over time, particularly to study brain activity. Add this to the rapid adoption of mobile devices for everyday work and the need to visualize fMRI data on tablets or smartphones arises. However, there are few mobile tools available to visualize 3D MRI data, let alone 4D fMRI data. Building volume rendering tools on mobile devices to visualize 3D and 4D medical data is challenging given the limited computational power of the devices. This paper describes research that explored the feasibility of performing real-time 3D and 4D volume raycasting on a tablet device. The prototype application was tested on a 9.7” iPad Pro using two different fMRI datasets of brain activity. The results show that mobile raycasting is able to achieve between 20 and 40 frames per second for traditional 3D datasets, depending on the sampling interval, and up to 9 frames per second for 4D data. While the prototype application did not always achieve true real-time interaction, these results clearly demonstrated that visualizing 3D and 4D digital medical data is feasible with a properly constructed software framework.
机译:医疗专业人员每天都会使用功能强大的非侵入性成像技术,例如计算机断层扫描(CT),超声和磁共振成像(MRI)来诊断和治疗患者。尽管2D切片查看器长期以来一直是标准,但是现在有许多工具可以使用3D表示数字医学数据。随着时间的流逝,功能性MRI(fMRI)技术是最新的成像技术,随着时间的推移,医学成像已从查看静态图像转变为动态生理图像(4D),特别是用于研究大脑活动。再加上移动设备在日常工作中的迅速采用,就需要在平板电脑或智能手机上可视化fMRI数据。但是,几乎没有可用于可视化3D MRI数据的移动工具,更不用说4D fMRI数据了。鉴于设备的计算能力有限,在移动设备上构建体积渲染工具以可视化3D和4D医学数据具有挑战性。本文介绍了探索在平板设备上执行实时3D和4D体积射线广播的可行性的研究。使用两个不同的大脑活动fMRI数据集在9.7英寸iPad Pro上测试了原型应用程序。结果表明,根据采样间隔,传统3D数据集的移动射线广播每秒可以达到20到40帧,而4D数据则可以达到每秒9帧。尽管原型应用程序并不总是能够实现真正的实时交互,但这些结果清楚地表明,使用正确构建的软件框架,可视化3D和4D数字医学数据是可行的。

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