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首页> 外文期刊>Computer Assisted Surgery >Fast GPU-based CT reconstruction applied in ablation treatment for hepatocellular carcinoma
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Fast GPU-based CT reconstruction applied in ablation treatment for hepatocellular carcinoma

机译:基于GPU的快速CT重建在肝细胞癌消融治疗中的应用

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Objective : To develop an image visualization system based on graphic processing unit (GPU) hardware acceleration for clinical use in hepatocellular carcinoma (HCC) interventional planning.Methods : We developed a liver tumor planning tool to assist the physician in providing patient-specific analysis and visualization. We employed a spatial distance computation algorithm to determine the spatial location of tumors and their relation to the main hepatic vessels. GPU hardware acceleration was implemented for rapid calculation of the spatial distance from the tumor surface to the surrounding vascular territories.Results : The algorithm for spatial distance provided an accurate minimum value for the distance from the tumor surface to the surrounding duct system as well as the region of interest (ROI). Analyzing the data (mean CPU time?=?43.14?±?29.34; mean GPU time?=?0.41?±?0.38) using an independent samples t -test, the result showed a remarkable difference (p ??0.001). Thus, GPU hardware acceleration performed the distance arithmetic at higher rates than conventional CPUs.Conclusions : The visual assistance tool performs as an intuitive and objective module in clinical cases, and is expected to help physicians achieve a more reliable treatment in liver tumor patients. As such, we believe it represents an improvement in image guided preoperative planning.
机译:目的:开发基于图形处理单元(GPU)硬件加速的图像可视化系统,以用于肝细胞癌(HCC)介入计划的临床使用。方法:我们开发了一种肝肿瘤计划工具来协助医师提供针对患者的分析和可视化。我们采用空间距离计算算法来确定肿瘤的空间位置及其与主要肝血管的关系。实现了GPU硬件加速,以快速计算从肿瘤表面到周围血管区域的空间距离。结果:空间距离算法为从肿瘤表面到周围导管系统的距离提供了一个精确的最小值,如下所示:以及感兴趣的区域(ROI)。使用独立样本t检验分析数据(平均CPU时间?=?43.14?±?29.34;平均GPU时间?=?0.41?±?0.38),结果显示出显着差异( p << 0.001)。因此,GPU硬件加速以比常规CPU更高的速率执行距离算术。结论:视觉辅助工具在临床情况下可作为直观,客观的模块发挥作用,有望帮助医生在肝肿瘤中获得更可靠的治疗耐心。因此,我们认为这代表了图像引导的术前计划的改进。

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