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用于超高速、实时傅里叶域光学相干断层扫描的图形处理单元加速非均匀快速傅里叶变换

Graphics processing unit accelerated non-uniform fast Fourier transform for ultrahigh-speed, real-time Fourier-domain OCT.

作者信息

Zhang Kang, Kang Jin U

机构信息

Department of Electrical and Computer Engineering, The Johns Hopkins University, 3400 N. Charles St., Baltimore, Maryland 21218, USA.

出版信息

Opt Express. 2010 Oct 25;18(22):23472-87. doi: 10.1364/OE.18.023472.

Abstract

We implemented fast Gaussian gridding (FGG)-based non-uniform fast Fourier transform (NUFFT) on the graphics processing unit (GPU) architecture for ultrahigh-speed, real-time Fourier-domain optical coherence tomography (FD-OCT). The Vandermonde matrix-based non-uniform discrete Fourier transform (NUDFT) as well as the linear/cubic interpolation with fast Fourier transform (InFFT) methods are also implemented on GPU to compare their performance in terms of image quality and processing speed. The GPU accelerated InFFT/NUDFT/NUFFT methods are applied to process both the standard half-range FD-OCT and complex full-range FD-OCT (C-FD-OCT). GPU-NUFFT provides an accurate approximation to GPU-NUDFT in terms of image quality, but offers >10 times higher processing speed. Compared with the GPU-InFFT methods, GPU-NUFFT has improved sensitivity roll-off, higher local signal-to-noise ratio and immunity to side-lobe artifacts caused by the interpolation error. Using a high speed CMOS line-scan camera, we demonstrated the real-time processing and display of GPU-NUFFT-based C-FD-OCT at a camera-limited rate of 122 k line/s (1024 pixel/A-scan).

摘要

我们在图形处理单元(GPU)架构上实现了基于快速高斯网格化(FGG)的非均匀快速傅里叶变换(NUFFT),用于超高速、实时傅里叶域光学相干断层扫描(FD-OCT)。基于范德蒙德矩阵的非均匀离散傅里叶变换(NUDFT)以及带快速傅里叶变换的线性/三次插值(InFFT)方法也在GPU上实现,以比较它们在图像质量和处理速度方面的性能。GPU加速的InFFT/NUDFT/NUFFT方法被应用于处理标准半范围FD-OCT和复杂全范围FD-OCT(C-FD-OCT)。在图像质量方面,GPU-NUFFT提供了与GPU-NUDFT相当的精确近似,但处理速度提高了10倍以上。与GPU-InFFT方法相比,GPU-NUFFT具有改善后的灵敏度滚降、更高的局部信噪比以及对插值误差引起的旁瓣伪影的免疫力。使用高速CMOS线扫描相机,我们展示了基于GPU-NUFFT的C-FD-OCT以相机限制速率122 k线/秒(1024像素/A扫描)进行实时处理和显示。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b2ba/3408912/1d5ee29e55bc/oe-18-22-23472-g001.jpg

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