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本文引用的文献

1
Registration of fluorescein angiography and optical coherence tomography images of curved retina via scanning laser ophthalmoscopy photographs.通过扫描激光检眼镜照片对弯曲视网膜的荧光素血管造影和光学相干断层扫描图像进行配准。
Biomed Opt Express. 2020 Jun 2;11(7):3455-3476. doi: 10.1364/BOE.395784. eCollection 2020 Jul 1.
2
Multi-modal and multi-vendor retina image registration.多模态和多供应商视网膜图像配准。
Biomed Opt Express. 2018 Jan 3;9(2):410-422. doi: 10.1364/BOE.9.000410. eCollection 2018 Feb 1.
3
Non-rigid registration of Fluorescein Angiography and Optical Coherence Tomography via scanning laser ophthalmoscope imaging.通过扫描激光检眼镜成像实现荧光素血管造影与光学相干断层扫描的非刚性配准。
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:4415-4418. doi: 10.1109/EMBC.2017.8037835.
4
Multimodal registration of SD-OCT volumes and fundus photographs using histograms of oriented gradients.使用定向梯度直方图对频域光学相干断层扫描(SD-OCT)容积数据和眼底照片进行多模态配准。
Biomed Opt Express. 2016 Nov 23;7(12):5252-5267. doi: 10.1364/BOE.7.005252. eCollection 2016 Dec 1.
5
A review of optical coherence tomography angiography (OCTA).光学相干断层扫描血管造影术(OCTA)综述。
Int J Retina Vitreous. 2015 Apr 15;1:5. doi: 10.1186/s40942-015-0005-8. eCollection 2015.
6
OCT Angiography Findings in Acute Central Serous Chorioretinopathy.急性中心性浆液性脉络膜视网膜病变的光学相干断层扫描血管造影表现
Ophthalmic Surg Lasers Imaging Retina. 2016 Apr 1;47(4):322-7. doi: 10.3928/23258160-20160324-03.
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Fully automatic segmentation of fluorescein leakage in subjects with diabetic macular edema.糖尿病性黄斑水肿患者荧光素渗漏的全自动分割
Invest Ophthalmol Vis Sci. 2015 Jan 29;56(3):1482-92. doi: 10.1167/iovs.14-15457.
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Evaluating and comparing algorithms for respiratory motion prediction.评估和比较呼吸运动预测算法。
Phys Med Biol. 2013 Jun 7;58(11):3911-29. doi: 10.1088/0031-9155/58/11/3911. Epub 2013 May 16.
9
Influence of the eye-tracking-based follow-up function in retinal nerve fiber layer thickness using fourier-domain optical coherence tomography.基于眼动追踪的随访功能对使用傅里叶域光学相干断层扫描测量视网膜神经纤维层厚度的影响。
Invest Ophthalmol Vis Sci. 2013 Apr 30;54(4):3045. doi: 10.1167/iovs.13-12073.
10
Retinal image registration and comparison for clinical decision support.用于临床决策支持的视网膜图像配准与比较
Australas Med J. 2012;5(9):507-12. doi: 10.4066/AMJ.2012.1364.. Epub 2012 Oct 14.

糖尿病视网膜病变患者视网膜荧光血管造影与光学相干断层扫描图像的混合配准

Hybrid registration of retinal fluorescein angiography and optical coherence tomography images of patients with diabetic retinopathy.

作者信息

Golkar Ehsan, Rabbani Hossein, Dehghani Alireza

机构信息

Medical Image and Signal Processing Research Center, School of Advanced Technologies in Medicine, Isfahan University of Medical Sciences, Isfahan, Iran.

Eye Research Center, Isfahan University of Medical Sciences, Isfahan, Iran and Didavaran Eye Clinic, Isfahan, Iran.

出版信息

Biomed Opt Express. 2021 Mar 1;12(3):1707-1724. doi: 10.1364/BOE.415939.

DOI:10.1364/BOE.415939
PMID:33796382
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7984788/
Abstract

Diabetic retinopathy (DR) is a common ophthalmic disease among diabetic patients. It is essential to diagnose DR in the early stages of treatment. Various imaging systems have been proposed to detect and visualize retina diseases. The fluorescein angiography (FA) imaging technique is now widely used as a gold standard technique to evaluate the clinical manifestations of DR. Optical coherence tomography (OCT) imaging is another technique that provides 3D information of the retinal structure. The FA and OCT images are captured in two different phases and field of views and image fusion of these modalities are of interest to clinicians. This paper proposes a hybrid registration framework based on the extraction and refinement of segmented major blood vessels of retinal images. The newly extracted features significantly improve the success rate of global registration results in the complex blood vessel network of retinal images. Afterward, intensity-based and deformable transformations are utilized to further compensate the motion magnitude between the FA and OCT images. Experimental results of 26 images of the various stages of DR patients indicate that this algorithm yields promising registration and fusion results for clinical routine.

摘要

糖尿病性视网膜病变(DR)是糖尿病患者中常见的眼科疾病。在治疗的早期阶段诊断DR至关重要。已经提出了各种成像系统来检测和可视化视网膜疾病。荧光素血管造影(FA)成像技术目前被广泛用作评估DR临床表现的金标准技术。光学相干断层扫描(OCT)成像是另一种提供视网膜结构三维信息的技术。FA和OCT图像是在两个不同的阶段和视野中采集的,这些模态的图像融合是临床医生感兴趣的。本文提出了一种基于视网膜图像分割主要血管提取和细化的混合配准框架。新提取的特征显著提高了视网膜图像复杂血管网络中全局配准结果的成功率。随后,利用基于强度的和可变形的变换来进一步补偿FA和OCT图像之间的运动幅度。26例不同阶段DR患者图像的实验结果表明,该算法在临床常规应用中产生了有前景的配准和融合结果。