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茶苦素:一种青光眼专用眼底图像数据库。

Chákṣu: A glaucoma specific fundus image database.

机构信息

Department of Electrical and Electronics Engineering, Manipal Institute of Technology Manipal, Manipal Academy of Higher Education, Manipal, 576104, India.

Department of Electrical Engineering, Indian Institute of Science, Bangalore, 560012, India.

出版信息

Sci Data. 2023 Feb 3;10(1):70. doi: 10.1038/s41597-023-01943-4.

Abstract

We introduce Chákṣu-a retinal fundus image database for the evaluation of computer-assisted glaucoma prescreening techniques. The database contains 1345 color fundus images acquired using three brands of commercially available fundus cameras. Each image is provided with the outlines for the optic disc (OD) and optic cup (OC) using smooth closed contours and a decision of normal versus glaucomatous by five expert ophthalmologists. In addition, segmentation ground-truths of the OD and OC are provided by fusing the expert annotations using the mean, median, majority, and Simultaneous Truth and Performance Level Estimation (STAPLE) algorithm. The performance indices show that the ground-truth agreement with the experts is the best with STAPLE algorithm, followed by majority, median, and mean. The vertical, horizontal, and area cup-to-disc ratios are provided based on the expert annotations. Image-wise glaucoma decisions are also provided based on majority voting among the experts. Chákṣu is the largest Indian-ethnicity-specific fundus image database with expert annotations and would aid in the development of artificial intelligence based glaucoma diagnostics.

摘要

我们引入了 Chákṣu 视网膜眼底图像数据库,用于评估计算机辅助青光眼筛查技术。该数据库包含了使用三种市售眼底相机采集的 1345 张彩色眼底图像。每张图像都提供了使用平滑封闭轮廓的视盘 (OD) 和视杯 (OC) 的轮廓,以及五位专家眼科医生对正常与青光眼的判断。此外,通过使用均值、中位数、多数和 Simultaneous Truth and Performance Level Estimation (STAPLE) 算法融合专家注释,提供了 OD 和 OC 的分割真实值。性能指标表明,与专家注释的真实值一致性最好的是 STAPLE 算法,其次是多数、中位数和均值。基于专家注释,还提供了垂直、水平和面积杯盘比。还基于多数投票提供了图像级别的青光眼决策。Chákṣu 是具有专家注释的最大的印度裔特定眼底图像数据库,将有助于基于人工智能的青光眼诊断的发展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba63/9898274/f19aa63ba3f0/41597_2023_1943_Fig1_HTML.jpg

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