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病理学中高效且高精度的三维光学相干断层扫描血管造影运动校正

Efficient and high accuracy 3-D OCT angiography motion correction in pathology.

作者信息

Ploner Stefan B, Kraus Martin F, Moult Eric M, Husvogt Lennart, Schottenhamml Julia, Yasin Alibhai A, Waheed Nadia K, Duker Jay S, Fujimoto James G, Maier Andreas K

机构信息

Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Martensstr. 3, Erlangen, 91058, Germany.

Department of Electrical Engineering and Computer Science and Research Laboratory of Electronics, Massachusetts Institute of Technology, 77 Massachusetts Ave, Cambridge, MA 02139, USA.

出版信息

Biomed Opt Express. 2020 Dec 8;12(1):125-146. doi: 10.1364/BOE.411117. eCollection 2021 Jan 1.

Abstract

We describe a novel method for non-rigid 3-D motion correction of orthogonally raster-scanned optical coherence tomography angiography volumes. This is the first approach that aligns predominantly axial structural features such as retinal layers as well as transverse angiographic vascular features in a joint optimization. Combined with orthogonal scanning and favorization of kinematically more plausible displacements, subpixel alignment and micrometer-scale distortion correction is achieved in all 3 dimensions. As no specific structures are segmented, the method is by design robust to pathologic changes. Furthermore, the method is designed for highly parallel implementation and short runtime, allowing its integration into clinical workflow even for high density or wide-field scans. We evaluated the algorithm with metrics related to clinically relevant features in an extensive quantitative evaluation based on 204 volumetric scans of 17 subjects, including patients with diverse pathologies and healthy controls. Using this method, we achieve state-of-the-art axial motion correction and show significant advances in both transverse co-alignment and distortion correction, especially in the subgroup with pathology.

摘要

我们描述了一种用于正交光栅扫描光学相干断层扫描血管造影体积的非刚性三维运动校正的新方法。这是第一种在联合优化中对齐主要轴向结构特征(如视网膜层)以及横向血管造影血管特征的方法。结合正交扫描和对运动学上更合理位移的偏好,在所有三个维度上实现了亚像素对齐和微米级失真校正。由于未分割特定结构,该方法在设计上对病理变化具有鲁棒性。此外,该方法专为高度并行实现和短运行时间而设计,即使对于高密度或宽视野扫描,也能将其集成到临床工作流程中。我们在基于17名受试者的204次体积扫描的广泛定量评估中,使用与临床相关特征相关的指标对该算法进行了评估,其中包括患有各种疾病的患者和健康对照。使用这种方法,我们实现了先进的轴向运动校正,并在横向共对齐和失真校正方面取得了显著进展,尤其是在患有疾病的亚组中。

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