Multi-LabelRetinalDiseases
多标签视网膜疾病(Multi-Label Retinal Diseases, MuReD)数据集包含2,451张多标签视网膜眼底图像，涵盖20个疾病类别。这些类别包括：糖尿病视网膜病变(Diabetic Retinopathy, DR)、正常图像(NORMAL)、介质混浊(Media Haze, MH)、视盘凹陷(Optic Disc Cupping, ODC)、视网膜网格样变性(Tessellation, TSLN)、年龄相关性黄斑变性(Age-Related Macular Degeneration, ARMD)、玻璃膜疣(Drusen, DN)、近视(Myopia, MYA)、视网膜分支静脉阻塞(Branch Retinal Vein Occlusion, BRVO)、视盘苍白(Optic Disc Pallor, ODP)、视网膜中央静脉阻塞(Central Retinal Vein Occlusion, CRVO)、脉络膜新生血管(Choroidal Neovascularization, CNV)、视网膜炎(Retinitis, RS)、视盘水肿(Optic Disc Ed
yanjing可视化图片
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数据集元信息
| 维度 | 2D |
| 模态 | fundus |
| 任务类型 | classification |
| 解剖结构 | 视网膜 |
| 解剖区域 | 眼部 |
| 类别数 | 20 |
| 数据量 | 2451 |
| 文件格式 | .tif, .png |
文件结构
Multi-Label Retinal Diseases Dataset
├── images
│ ├── (0001)aria_d_26.tif
│ ├── (0001)aria_d_27.tif
│ ├── ...
├── train_data.csv
├── val_data.csv图像尺寸统计
| 统计类型 | 间距 (mm) | 尺寸 |
|---|---|---|
| 最小值 | - |
[519,547] |
| 中位值 | - |
[1389,1392] |
| 最大值 | - |
[3925,2847] |
引用
@article{rodriguez2022multi,
title={Multi-label retinal disease classification using transformers},
author={Rodr{\'\i}guez, Manuel Alejandro and AlMarzouqi, Hasan and Liatsis, Panos},
journal={IEEE Journal of Biomedical and Health Informatics},
year={2022},
publisher={IEEE}
}