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眼科光学相干断层扫描中基于图形处理器加速的图像配准算法

GPU-accelerated image registration algorithm in ophthalmic optical coherence tomography.

作者信息

Bian Haiyi, Wang Jingtao, Hong Chengjian, Liu Lei, Ji Rendong, Cao Suqun, Abdalla Ahmed N, Chen Xinjian

机构信息

Faculty of Electronic Information Engineering, Huaiyin Institute of Technology, Huai'an, Jiangsu, 223003, China.

School of Electronic and Information Engineering, Soochow University, 215006, Suzhou, China.

出版信息

Biomed Opt Express. 2022 Dec 15;14(1):194-207. doi: 10.1364/BOE.479343. eCollection 2023 Jan 1.

Abstract

Limited to the power of the light source in ophthalmic optical coherence tomography (OCT), the signal-to-noise ratio (SNR) of the reconstructed images is usually lower than OCT used in other fields. As a result, improvement of the SNR is required. The traditional method is averaging several images at the same lateral position. However, the image registration average costs too much time, which limits its real-time imaging application. In response to this problem, graphics processing unit (GPU)-side kernel functions are applied to accelerate the reconstruction of the OCT signals in this paper. The SNR of the images reconstructed from different numbers of A-scans and B-scans were compared. The results demonstrated that: 1) There is no need to realize the axial registration with every A-scan. The number of the A-scans used to realize axial registration is suitable to set as ∼25, when the A-line speed was set as ∼12.5kHz. 2) On the basis of ensuring the quality of the reconstructed images, the GPU can achieve 43× speedup compared with CPU.

摘要

由于眼科光学相干断层扫描(OCT)中光源功率的限制,重建图像的信噪比(SNR)通常低于其他领域使用的OCT。因此,需要提高信噪比。传统方法是对同一横向位置的多个图像进行平均。然而,图像配准平均花费的时间过多,这限制了其在实时成像中的应用。针对这一问题,本文应用图形处理单元(GPU)侧内核函数来加速OCT信号的重建。比较了从不同数量的A扫描和B扫描重建的图像的信噪比。结果表明:1)无需对每个A扫描进行轴向配准。当A线速度设置为12.5kHz时,用于实现轴向配准的A扫描数量适合设置为25。2)在确保重建图像质量的基础上,与CPU相比,GPU可实现43倍的加速。

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