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Approaches to General Purpose GPU Acceleration of Digital Signal Processing in Optical Coherence Tomography Systems

机译:相干层析成像系统中数字信号处理的通用GPU加速方法

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摘要

This paper explores and evaluates two approaches designed to improve the performance of digital signal processing within optical coherency tomography systems. Such systems rely on high-speed cameras or fast photo detectors to capture data, that is then processed using established techniques (typically Fourier transforms) and results presented to the user. In certain applications of these systems, medical imaging in ophthalmology for instance, performance is an issue. CPU processing cannot keep pace with data capture, resulting in lost frames and longer latencies from scan to results. To address these issues, this research explores the use of commonly available graphics processors for the bulk of data processing in such systems. We have integrated this within an existing system, developed using National Instruments' LabVIEW software, and report on the results.
机译:本文探讨和评估了两种旨在提高光学相干断层扫描系统中数字信号处理性能的方法。这样的系统依靠高速相机或快速光电检测器来捕获数据,然后使用已建立的技术(通常是傅立叶变换)对其进行处理,并将结果呈现给用户。在这些系统的某些应用中,例如眼科医学成像,性能是一个问题。 CPU处理无法跟上数据捕获的步伐,从而导致丢失帧以及从扫描到结果的更长等待时间。为了解决这些问题,本研究探索了在此类系统中将常用的图形处理器用于大量数据处理。我们已将其集成到使用National Instruments的LabVIEW软件开发的现有系统中,并报告结果。

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