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通过结合形状、强度和复相关去相关的特征实现高性能 OCTA。

High performance OCTA enabled by combining features of shape, intensity, and complex decorrelation.

出版信息

Opt Lett. 2021 Jan 15;46(2):368-371. doi: 10.1364/OL.405751.

DOI:10.1364/OL.405751
PMID:33449031
Abstract

Motion contrast optical coherence tomography angiography (OCTA) entails a precise identification of dynamic flow signals from the static background, but an intermediate region with voxels exhibiting a mixed distribution of dynamic and static scatterers is almost inevitable in practice, which degrades the vascular contrast and connectivity. In this work, the static-dynamic intermediate region was pre-defined according to the asymptotic relation between inverse signal-to-noise ratio (iSNR) and decorrelation, which was theoretically derived for signals with different flow rates based on a multi-variate time series (MVTS) model. Then the ambiguous voxels in the intermediate region were further differentiated using a shape mask with adaptive threshold. Finally, an improved OCTA classifier was built by combining shape, iSNR, and decorrelation features, termed as SID-OCTA, and the performance of the proposed SID-OCTA was validated experimentally through mouse retinal imaging.

摘要

运动对比度光相干断层扫描血管造影术(OCTA)需要从静态背景中准确识别动态血流信号,但在实际中,几乎不可避免地会出现中间区域,其中体素表现出动态和静态散射体的混合分布,这会降低血管对比度和连通性。在这项工作中,根据反向信噪比(iSNR)与去相关之间的渐近关系,预先定义了静态-动态中间区域,该关系是基于多变量时间序列(MVTS)模型针对不同流速的信号从理论上推导出来的。然后,使用具有自适应阈值的形状掩模进一步区分中间区域中的模糊体素。最后,通过结合形状、iSNR 和去相关特征构建了改进的 OCTA 分类器,称为 SID-OCTA,并通过小鼠视网膜成像实验验证了所提出的 SID-OCTA 的性能。

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