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自动分析规范视网膜血氧计图像。

Automatic analysis of normative retinal oximetry images.

机构信息

Department of Electrical Engineering, Indian Institute of Science, Bangalore, India.

Department of Electrical and Electronics Engineering, Manipal Institute of Technology, MAHE, Manipal, India.

出版信息

PLoS One. 2020 May 18;15(5):e0231677. doi: 10.1371/journal.pone.0231677. eCollection 2020.

Abstract

Retinal oximetry is an important screening tool for early detection of retinal pathologies due to changes in the vasculature and also serves as a useful indicator of human-body-wide vascular abnormalities. We present an automatic technique for the measurement of oxygen saturation in retinal arterioles and venules using dual-wavelength retinal oximetry images. The technique is based on segmenting an optic-disc-centered ring-shaped region of interest and subsequent analysis of the oxygen saturation levels. We show that the two dominant peaks in the histogram of the oxygen saturation levels correspond to arteriolar and venular oxygen saturations from which the arterio-venous saturation difference (AVSD) can be calculated. For evaluation, we use a normative database of Asian Indian eyes containing 44 dual-wavelength retinal oximetry images. Validations against expert manual annotations of arterioles and venules show that the proposed technique results in an average arteriolar oxygen saturation (SatO2) of 87.48%, venular SatO2 of 57.41%, and AVSD of 30.07% in comparison with the expert ground-truth average arteriolar SatO2 of 89.41%, venular SatO2 of 56.32%, and AVSD of 33.09%, respectively. The results exhibit high consistency across the dataset indicating that the automated technique is an accurate alternative to the manual procedure.

摘要

视网膜血氧计是一种重要的筛查工具,可用于早期发现血管病变引起的视网膜病变,也可作为人体血管异常的有用指标。我们提出了一种使用双波长视网膜血氧计图像自动测量视网膜小动脉和小静脉血氧饱和度的技术。该技术基于对以视盘为中心的环形感兴趣区域进行分割,然后对血氧饱和度水平进行分析。我们表明,血氧饱和度水平直方图中的两个主要峰值对应于小动脉和小静脉的血氧饱和度,从中可以计算出动静脉血氧饱和度差 (AVSD)。为了进行评估,我们使用包含 44 个双波长视网膜血氧计图像的亚洲印度人眼规范数据库。对小动脉和小静脉的专家手动标注进行验证的结果表明,与专家的真实平均小动脉血氧饱和度 (SatO2) 为 89.41%、小静脉 SatO2 为 56.32%和 AVSD 为 33.09%相比,所提出的技术导致平均小动脉 SatO2 为 87.48%、小静脉 SatO2 为 57.41%和 AVSD 为 30.07%。结果在整个数据集上表现出高度一致性,表明自动技术是手动方法的准确替代。

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