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在不同信噪比条件下采集的光学相干断层扫描图像中,通过不同分割算法获取的视网膜层厚度。

Retinal layer thicknesses retrieved with different segmentation algorithms from optical coherence tomography scans acquired under different signal-to-noise ratio conditions.

作者信息

Heikka Tuomas, Cense Barry, Jansonius Nomdo M

机构信息

Department of Ophthalmology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.

Department of Mechanical Engineering, Yonsei University, Seoul 03722, Republic of Korea.

出版信息

Biomed Opt Express. 2020 Nov 10;11(12):7079-7095. doi: 10.1364/BOE.399949. eCollection 2020 Dec 1.

Abstract

Glaucomatous damage can be quantified by measuring the thickness of different retinal layers. However, poor image quality may hamper the accuracy of the layer thickness measurement. We determined the effect of poor image quality (low signal-to-noise ratio) on the different layer thicknesses and compared different segmentation algorithms regarding their robustness against this degrading effect. For this purpose, we performed OCT measurements in the macular area of healthy subjects and degraded the image quality by employing neutral density filters. We also analysed OCT scans from glaucoma patients with different disease severity. The algorithms used were: The Canon HS-100's built-in algorithm, DOCTRAP, IOWA, and FWHM, an approach we developed. We showed that the four algorithms used were all susceptible to noise at a varying degree, depending on the retinal layer assessed, and the results between different algorithms were not interchangeable. The algorithms also differed in their ability to differentiate between young healthy eyes and older glaucoma eyes and failed to accurately separate different glaucoma stages from each other.

摘要

青光眼性损伤可通过测量不同视网膜层的厚度来量化。然而,图像质量差可能会妨碍层厚度测量的准确性。我们确定了图像质量差(低信噪比)对不同层厚度的影响,并比较了不同分割算法在抵抗这种退化效应方面的稳健性。为此,我们对健康受试者的黄斑区进行了光学相干断层扫描(OCT)测量,并通过使用中性密度滤光片降低图像质量。我们还分析了不同疾病严重程度的青光眼患者的OCT扫描结果。所使用的算法有:佳能HS - 100的内置算法、DOCTRAP、IOWA以及我们开发的一种方法FWHM。我们表明,所使用的这四种算法在不同程度上都易受噪声影响,这取决于所评估的视网膜层,并且不同算法之间的结果不可互换。这些算法在区分年轻健康眼睛和老年青光眼眼睛的能力方面也存在差异,并且无法准确地将不同的青光眼阶段相互区分开来。

相似文献

3
Macular segmentation with optical coherence tomography.利用光学相干断层扫描进行黄斑分割
Invest Ophthalmol Vis Sci. 2005 Jun;46(6):2012-7. doi: 10.1167/iovs.04-0335.

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