肺清除指数评估

数据集获取

源站：https://clinicaltrials.gov/study/NCT02342951

标准获取流程：

1. 访问源站链接，注册/登录账号；
2. 进入数据集详情页，按页面指引申请权限或直接下载；
3. 部分平台提供 SDK，例如：
   • OpenDataLab: pip install openxlab 后 openxlab.dataset.get(...)
   • ModelScope: pip install modelscope 后 modelscope download
   • 天池: 登录后页面提供直链下载
     以源站「数据下载/使用文档」页面为准。

数据说明

Conditions: Cystic Fibrosis. It is mandatory to detect as early as possible lung CF disease in the young child with CF to initiate active therapies limiting irreversible lesions. Lung Clearance Index (LCI) which evaluates gas clearance from the alveolar volume is an easy to-do technique in pre-school children. Main objective To evaluate correlation between LCI and thoracic low dose computed tomodensitometry (CT) endpoints at initial visit Secondary objectives 1. To evaluate correlation between LCI and respiratory function measurements at each visit 2. To evaluate correlation between the evolution of LCI and respiratory function endpoints and the evolution of CT only for the children for whom a thoracic low dose CT is requested by their referent doctor after two years. 3. To evaluate LCI predictive value for respiratory function 2 years later in preschool children. This is a prospective multicenter cohort study. Study visits will be performed each year during the annual check up for normal follow up of the child. Initial visit (Visit 1) takes place during an annual check-up during which a low dose CT was prescribed. It will include following tests: LCI, Lung function tests (LFTs) performed according to age (forced volumes and flows, plethysmographic specific airway resistances and interrupter resistances), and a low dose CT scan performed according a standardized protocol. Visit 2 will be performed 12 ± 3 months later and will include following tests: LCI , LFTs. Visit 3 will be performed 24 ± 3 months later and will include following tests: LCI , LFTs and, if judged necessary by the child’s referent doctor, a low dose CT scan performed according to a standardized protocol. Anthropometric data, infection history, treatment will be collected at each visit. Recruiting period: 1 year Study period: 2 years per patient, 3 years as a whole LCI will help to evaluate early ventilation inhomogeneity due to small bronchi abnormalities in young children with CF. Concordance between LCI and CT endpoints eva

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。