FOVEA：术前与术中视网膜眼底图像及视盘和视网膜血管标注

数据集获取（Figshare）

• 源站标题：FOVEA: Preoperative and intraoperative fetinal fundus images with optic disc and retinal vessel annotations
• DOI：10.6084/m9.figshare.28329338.v1
• 发布日期：2025-04-27
• 文件数：1 个
• 文件总体积：3.10 GB
• 源站页面：https://springernature.figshare.com/articles/dataset/FOVEA_Preoperative_and_intraoperative_fetinal_fundus_images_with_optic_disc_and_retinal_vessel_annotations/28329338

命令行下载

curl -L -o "FOVEA.zip" "https://ndownloader.figshare.com/files/52512728"

文件清单

• FOVEA.zip（3.10 GB）

文件总体积 3.10 GB（源站 API 实测）。

数据加载示例（图像类）

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

The performance and scope of computer vision methods applied to ophthalmic images is highly dependent on the availability of labelled training data. While there are a number of colour fundus photography datasets, FOVEA is to the best of our knowledge the first dataset that matches high-quality annotations in the intraoperative domain with those in the preoperative one. It comprises data from 40 patients collected at Moorfields Eye Hospital (London, UK) and includes preoperative and intraoperative retinal vessel and optic disc annotations performed by two independent clinical research fellows, as well as short video clips showing the retinal fundus though biomicroscopy imaging in the intraoperative setting. The annotations were validated and converted into binary segmentation masks, with the code used available on GitHub. We expect this data to be useful for deep learning applications aimed at supporting surgeons during vitreoretinal surgery procedures e.g. by localising points of interest or registering additional imaging modalities.

许可

CC BY

引用

学术使用请引用 DOI 10.6084/m9.figshare.28329338.v1（source: https://springernature.figshare.com/articles/dataset/FOVEA_Preoperative_and_intraoperative_fetinal_fundus_images_with_optic_disc_and_retinal_vessel_annotations/28329338）。