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用于光学相干断层扫描的快速且可定制的图像形成模型。

Fast and customizable image formation model for optical coherence tomography.

作者信息

Mazzolani Andrea, Macdonald Callum, Munro Peter R T

机构信息

Department of Medical Physics and Biomedical Engineering, University College London, Malet Place, Gower Street, London WC1E 6BT, UK.

出版信息

Biomed Opt Express. 2024 Nov 13;15(12):6783-6798. doi: 10.1364/BOE.534263. eCollection 2024 Dec 1.

Abstract

Optical coherence tomography (OCT) is a technique that performs high-resolution, three-dimensional, imaging of semi-transparent scattering biological tissues. Models of OCT image formation are needed for applications such as aiding image interpretation and validating OCT signal processing techniques. Existing image formation models generally trade off between model realism and computation time. In particular, the most realistic models tend to be highly computationally demanding, which becomes a limiting factor when simulating C-scan generation. Here we present an OCT image formation model based on the first-order Born approximation that is significantly faster than existing models, whilst maintaining a high degree of realism. This model is made more powerful because it is amenable to simulation of phase sensitive OCT, thus making it applicable to scenarios where sample displacement is of interest, such as optical coherence elastography (OCE) or Doppler OCT. The low computational cost of the model also makes it suitable for creating large OCT data sets needed for training deep learning OCT signal processing models. We present details of our novel image formation model and demonstrate its accuracy and computational efficiency.

摘要

光学相干断层扫描(OCT)是一种对半透明散射生物组织进行高分辨率三维成像的技术。诸如辅助图像解读和验证OCT信号处理技术等应用需要OCT图像形成模型。现有的图像形成模型通常在模型逼真度和计算时间之间进行权衡。特别是,最逼真的模型往往计算要求很高,这在模拟C扫描生成时成为一个限制因素。在此,我们提出一种基于一阶玻恩近似的OCT图像形成模型,该模型比现有模型快得多,同时保持高度逼真度。该模型更强大,因为它适用于相敏OCT模拟,从而使其适用于诸如光学相干弹性成像(OCE)或多普勒OCT等对样本位移感兴趣的场景。该模型的低计算成本也使其适用于创建训练深度学习OCT信号处理模型所需的大型OCT数据集。我们展示了我们新颖的图像形成模型的细节,并证明了其准确性和计算效率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c477/11640576/a702a6a2d07f/boe-15-12-6783-g001.jpg

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