改良根治性内镜鼻窦手术对伴鼻息肉的嗜酸性慢性鼻窦炎的影响

数据集获取

源站：https://clinicaltrials.gov/study/NCT04852562

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: Chronic Sinusitis, Endoscopic Sinus Surgery, Nasal Polyps. Chronic rhinosinusitis with nasal polyps (CRSwNP) is a multifactorial inflammatory disorder that causes various symptoms including nasal obstruction, rhinorrhea, olfactory dysfunction, facial pain, and headache. Patients with significant eosinophilic inflammation usually accompanied with a higher recurrence rate and more severe clinical symptoms. Endoscopic sinus surgery (ESS) is recommended to patients who do not response well to conservative treatments. A retrospective study showed that postoperative polyp recurrence rate of patients with severe eosinophilic inflammation was significantly reduced by rebooting sinus mucosa. In this study, the experimental group intends to adopt a modified radical surger to remove the mucosa including ethmoid sinus and maxillary sinus, as well as a completly middle turbinate resection to achieve a extensive treatment of ethmoid sinus. Antrostomies of frontal and sphenoid sinuses were then performed with meticulous operation and preserve the mucosa intactly.

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。