感染性角膜炎裂隙灯数据

眼病领域图像公开数据集,来源:figshare。

Figshare
2025-03-18 更新
浏览 18
图像分类Deep learningCorneal imagesInfectious KeratitisMultimodal

基本信息

模态
图像
大小
3.75 GB
数据量
904
任务类型
分类
许可
CC BY 4.0
创建/更新时间
2025-03-18
版本
v1

资源简介

感染性角膜炎裂隙灯数据

【数据集背景】

本数据集源站标题为《Infectious Keratitis Dataset Based on Multimodal Slit-Lamp Images》,为 Infectious Keratitis Dataset Based on Multimodal Slit-Lamp Images 的组成部分。项目资助方:National Natural Science Foundation of China (62276210)。源站首次发布:2025-03-18。

【数据内容】

源站原始描述:Dataset inclusion criteria: The dataset included slit-lamp images of all patients diagnosed with corneal diseases at two hospitals between 2018 and 2023. These images were captured using a digital slit-lamp camera with three illumination modalities: slit-beam imaging, diffuse white light, and diffuse cobalt blue light with fluorescein staining. Patients were included if they met any of the following criteria: (1) images from patients with active corneal infections; (2) patients diagnosed with he…

【数据结构与技术规格】

文件数 2 个,合计 4.02 GB。数据集 DOI:10.6084/m9.figshare.28578860.v1。

【主题与分类】

源站学科分类:Ophthalmology。主题标签:Deep learning、Corneal images、Infectious Keratitis、Multimodal。

【适用方向】

影像类数据可用于医学图像分析模型(检测、分割、分类)的训练与评测,也可用于标注质量与成像参数相关性的研究。

【获取与许可】

源站页面:https://figshare.com/articles/figure/Infectious_Keratitis_Dataset_Based_on_Multimodal_Slit-Lamp_Images/28578860

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Li, FenFen (2025). Infectious Keratitis Dataset Based on Multimodal Slit-Lamp Images. figshare. Figure

官方服务

专家保障全链路合规授权与标注交付

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从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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下载信息

注册下载

需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

暂未开放

公开下载

无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。

免登录

有偿下载

公开数据集受托下载与技术交付服务。

提供高速下载与技术交付服务(收技术服务费,非数据销售)

暂未开放

当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "AGEH_Dataset.zip" "https://ndownloader.figshare.com/files/53045702"
curl -L -o "ZEH_Dataset.zip" "https://ndownloader.figshare.com/files/53045831"

文件清单

  • AGEH_Dataset.zip(936.27 MB)
  • ZEH_Dataset.zip(3.09 GB)

文件总体积 4.02 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

Dataset inclusion criteria: The dataset included slit-lamp images of all patients diagnosed with corneal diseases at two hospitals between 2018 and 2023. These images were captured using a digital slit-lamp camera with three illumination modalities: slit-beam imaging, diffuse white light, and diffuse cobalt blue light with fluorescein staining. Patients were included if they met any of the following criteria: (1) images from patients with active corneal infections; (2) patients diagnosed with herpes simplex keratitis (HSK) by three corneal specialists based on medical history, clinical manifestations, and effective response to empirical antiviral therapy; (3) bacterial keratitis (BK), fungal keratitis (FK), and Acanthamoeba keratitis (AK), defined as having compatible clinical manifestations with at least one positive laboratory test (smear or microbial culture). In addition to the categories of corneal infections, images from patients with other corneal diseases that have similar visual features were classified into the “other” group, including various corneal dystrophies, filamentous keratitis, corneal opacities (COs), and corneal degeneration.
Dataset details: The dataset from Zhejiang Eye Hospital consists of 475 ocular images from 380 eyes. Among these, 124 were HSK, 35 were BK, 24 were FK, and 197 were other corneal abnormalities. The dataset from Aier Guangming Eye Hospital includes 429 ocular images from 239 patients. Among these, 74 were HSK, 27 were BK, 9 were FK, and 129 were other corneal abnormalities.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.28578860.v1(source: https://figshare.com/articles/figure/Infectious_Keratitis_Dataset_Based_on_Multimodal_Slit-Lamp_Images/28578860)。

数据缺失?

依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。

⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

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