Ma Guangying, Son Taeyoon, Adejumo Tobiloba, Yao Xincheng
Department of Biomedical Engineering, University of Illinois Chicago, Chicago, IL 60607, USA.
Department of Ophthalmology and Visual Sciences, University of Illinois Chicago, Chicago, IL 60612, USA.
Bioengineering (Basel). 2023 Mar 1;10(3):313. doi: 10.3390/bioengineering10030313.
Accurate image registration is essential for eye movement compensation in optical coherence tomography (OCT) and OCT angiography (OCTA). The spatial resolution of an OCT instrument is typically anisotropic, i.e., has different resolutions in the lateral and axial dimensions. When OCT images have anisotropic pixel resolution, residual distortion (RD) and false translation (FT) are always observed after image registration for rotational movement. In this study, RD and FT were quantitively analyzed over different degrees of rotational movement and various lateral and axial pixel resolution ratio (RL/RA) values. The RD and FT provide the evaluation criteria for image registration. The theoretical analysis confirmed that the RD and FT increase significantly with the rotation degree and RL/RA. An image resizing assisting registration (RAR) strategy was proposed for accurate image registration. The performance of direct registration (DR) and RAR for retinal OCT and OCTA images were quantitatively compared. Experimental results confirmed that unnormalized RL/RA causes RD and FT; RAR can effectively improve the performance of OCT and OCTA image registration and distortion compensation.
精确的图像配准对于光学相干断层扫描(OCT)和 OCT 血管造影(OCTA)中的眼动补偿至关重要。OCT 仪器的空间分辨率通常是各向异性的,即在横向和轴向维度上具有不同的分辨率。当 OCT 图像具有各向异性像素分辨率时,对于旋转运动的图像配准后总会观察到残余失真(RD)和错误平移(FT)。在本研究中,对不同程度的旋转运动以及各种横向和轴向像素分辨率比(RL/RA)值进行了 RD 和 FT 的定量分析。RD 和 FT 为图像配准提供了评估标准。理论分析证实,RD 和 FT 随着旋转程度和 RL/RA 显著增加。提出了一种图像缩放辅助配准(RAR)策略用于精确图像配准。对视网膜 OCT 和 OCTA 图像的直接配准(DR)和 RAR 的性能进行了定量比较。实验结果证实,未归一化的 RL/RA 会导致 RD 和 FT;RAR 可以有效提高 OCT 和 OCTA 图像配准及失真补偿的性能。