Fast and customizable image formation model for optical coherence tomography.

IF 2.9 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS
Biomedical optics express Pub Date : 2024-11-13 eCollection Date: 2024-12-01 DOI:10.1364/BOE.534263
Andrea Mazzolani, Callum Macdonald, Peter R T Munro
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引用次数: 0

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.

快速、可定制的光学相干断层扫描图像形成模型。
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。OCT 图像形成模型需要用于辅助图像解读和验证 OCT 信号处理技术等应用。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,最逼真的模型往往对计算要求很高,这成为模拟 C 扫描生成时的一个限制因素。在此,我们提出了一种基于一阶博恩近似的 OCT 图像形成模型,该模型的速度明显快于现有模型,同时保持了高度的真实性。该模型的强大之处在于它可以模拟相敏 OCT,因此适用于光学相干弹性成像(OCE)或多普勒 OCT 等需要关注样本位移的情况。该模型的计算成本较低,因此也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。我们将详细介绍我们的新型图像形成模型,并展示其准确性和计算效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Biomedical optics express
Biomedical optics express BIOCHEMICAL RESEARCH METHODS-OPTICS
CiteScore
6.80
自引率
11.80%
发文量
633
审稿时长
1 months
期刊介绍: The journal''s scope encompasses fundamental research, technology development, biomedical studies and clinical applications. BOEx focuses on the leading edge topics in the field, including: Tissue optics and spectroscopy Novel microscopies Optical coherence tomography Diffuse and fluorescence tomography Photoacoustic and multimodal imaging Molecular imaging and therapies Nanophotonic biosensing Optical biophysics/photobiology Microfluidic optical devices Vision research.
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