基于智能手机的创新近视筛查平台数据表2

数据集获取（Figshare）

• 源站标题：Data Sheet 2_Innovative myopic screening platform based on smartphones.pdf
• DOI：10.3389/fbioe.2025.1678800.s002
• 发布日期：2025-10-20
• 文件数：1 个
• 文件总体积：1.40 MB
• 源站页面：https://frontiersin.figshare.com/articles/dataset/Data_Sheet_2_Innovative_myopic_screening_platform_based_on_smartphones_pdf/30399343

命令行下载

curl -L -o "Data Sheet 2_Innovative myopic screening platform based on smartphones.pdf" "https://ndownloader.figshare.com/files/58883023"

文件清单

• Data Sheet 2_Innovative myopic screening platform based on smartphones.pdf（1.40 MB）

文件总体积 1.40 MB（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

IntroductionTo validate a novel smartphone-based approach for subjective refraction, specifically for myopia screening, offering a cost-effective and accessible tool for at-home vision assessment.
MethodsA total of 230 healthy volunteers, encompassing 460 eyes, aged between 7 and 40 years (mean ± SD: 21.04 ± 7.76), and exhibiting refractive error (RE) ranging from −6.25 to +0.50 diopter (D), were deemed eligible subjects in this research. Subjective refraction assessments were conducted on all subjects, involving both the conventional phoropter examination by experienced optometrists which served as the clinical gold-standard, and the smartphone-based methodology. During smartphone measurement, the screen was gradually moved toward the eye until achieving clear differentiation of the ‘E’ optotypes and the astigmatic dial. The eye-to-smartphone screen distances (ESD) were calculated based on the image of iris diameter (ID) acquired by the front-facing camera of the smartphone. Applying the definitions of the far point and the rule of thirty, this allowed for the computation of sphere (S), cylinder ©, and astigmatism axis (α) values. The concordance between the two methods was assessed by establishing the Limits of Agreement (LOAs), which were calculated as the mean difference ± 1.96 times the standard deviation of the differences.
ResultsThe smartphone-based screening technique showed that it closely matched the gold-standard subjective refraction used in clinical practice. The LOAs for S, C, and spherical equivalent refraction (SER) were 0.11 ± 0.89 D, −0.03 ± 0.82 D, and 0.10 ± 0.89 D, respectively. The average deviation in measuring the α was 4.72°, with 64.35% of deviations falling within the ±15° range. Additionally, the technique demonstrated impressive areas under the receiver operating characteristic curve (AUC) of 0.973 for the range of −3.00 D The innovative vision screening through smartphones can expand access to measuring RE, especially in home. The study confirms the validity of an innovative vision-screening approach for myopia. Its effectiveness and accessibility make it a valuable tool for opportunistic or large-scale myopia screening programs.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fbioe.2025.1678800.s002（source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_2_Innovative_myopic_screening_platform_based_on_smartphones_pdf/30399343）。