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A Grid Computing Framework for High-Performance Medical Imaging

机译:高性能医学成像的网格计算框架

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摘要

Current medical image processing has become a complex mixture of many scientific disciplines including mathematics, statistics, physics, and algorithmics, to perform tasks such as registration, segmentation, and visualization, with the ultimate purpose of helping clinicians in their daily routine. This requires high performance computing capabilities that can be achieved in several ways, usually unaffordable for most medical institutions. This paper presents a space-based computational grid that uses the otherwise wasted CPU cycles of a set of personal computers, to provide high-performance medical imaging services over the Internet. By using an existing hardware infrastructure and software of free distribution, the proposed approach is apt for university hospitals and other low-budget institutions. This will be illustrated by the use of three real case studies of services where an important speedup factor has been obtained and whose performance has become suitable for use in real clinical scenarios.
机译:当前的医学图像处理已经成为包括数学,统计学,物理学和算法学在内的许多科学学科的复杂混合物,以执行诸如配准,分割和可视化之类的任务,其最终目的是帮助临床医生进行日常工作。这就需要高性能的计算功能,可以通过多种方式实现这些功能,这通常对于大多数医疗机构而言是无法承受的。本文提出了一种基于空间的计算网格,该网格使用了否则浪费了一组个人计算机的CPU周期,以通过Internet提供高性能的医学成像服务。通过使用现有的免费分发的硬件基础结构和软件,该方法适用于大学医院和其他低预算机构。这将通过使用三个服务的实际案例研究来说明,其中获得了重要的加速因素,并且其性能已变得适合在实际的临床场景中使用。

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