AIROGS
鹿特丹EyePACS AIROGS数据集包含完整的训练集和测试集，共包含来自60,357名受试者的113,893张彩色眼底图像，这些数据采集自约500个不同地点，涵盖多种族背景。所有图像均由人类专家标记为：可诊断青光眼、不可诊断青光眼或不可分级。训练集可从Zenodo平台下载。请注意下载该数据集需要手动接受Zenodo的使用条款，因此访问可能会延迟。
yanjing可视化图片
可视化图片 1
数据集元信息
| 维度 | 2D |
| 模态 | fundus |
| 任务类型 | classification |
| 解剖结构 | 眼睛 |
| 解剖区域 | 眼部 |
| 类别数 | 2 |
| 数据量 | 101442 |
| 文件格式 | JPG |
文件结构
AIROGS
├── images
│ ├── xxx.jpg
│ ├── xxx.jpg
│ │ ...
├── train.txt
├── test.txt图像尺寸统计
| 统计类型 | 间距 (mm) | 尺寸 |
|---|---|---|
| 最小值 | - |
(212, 320, 3) |
| 中位值 | - |
(2354, 3296, 3) |
| 最大值 | - |
(6000, 6000, 3) |
引用
@ARTICLE{10253652,
author={de Vente, Coen and Vermeer, Koenraad A. and Jaccard, Nicolas and Wang, He and Sun, Hongyi and Khader, Firas and Truhn, Daniel and Aimyshev, Temirgali and Zhanibekuly, Yerkebulan and Le, Tien-Dung and Galdran, Adrian and Ballester, Miguel Ángel González and Carneiro, Gustavo and Devika, R. G. and Sethumadhavan, Hrishikesh Panikkasseril and Puthussery, Densen and Liu, Hong and Yang, Zekang and Kondo, Satoshi and Kasai, Satoshi and Wang, Edward and Durvasula, Ashritha and Heras, Jónathan and Zapata, Miguel Ángel and Araújo, Teresa and Aresta, Guilherme and Bogunović, Hrvoje and Arikan, Mustafa and Lee, Yeong Chan and Cho, Hyun Bin and Choi, Yoon Ho and Qayyum, Abdul and Razzak, Imran and van Ginneken, Bram and Lemij, Hans G. and Sánchez, Clara I.},
journal={IEEE Transactions on Medical Imaging},
title={AIROGS: Artificial Intelligence for Robust Glaucoma Screening Challenge},
year={2024},
volume={43},
number={1},
pages={542-557},
keywords={Glaucoma;Artificial intelligence;Training;Robustness;Visualization;Image color analysis;Cameras;Color fundus photography;glaucoma screening;out-of-distribution detection;retina;robustness},
doi={10.1109/TMI.2023.3313786}}