数据集导航 · 呼吸道疾病

呼吸道疾病数据集（第 8 页）

思陌医疗数据服务整理的呼吸道疾病公开数据集，共 456 个，覆盖该领域多模态数据，助力医疗AI研发选型。

共 245 个数据集 · 第 8 / 9 页
数据集名称 系统分类 病种 数据模态 任务类型 描述 来源 原始地址 操作
HiRID重症监护数据集呼吸道疾病皮克威克综合征时序HiRID是高时间分辨率ICU数据库，含生命体征、实验室和治疗信息，可用于呼吸衰竭早期预警和生理状态建模。 数据包含真实病例或专家标注信息，适用于围绕相关疾病开展模型训练、表型抽取、影像识别、分割、预后评估或临床自然语言处理等研究。Bern University Hospitalhttps://physionet.org/content/hirid/1.1.1/访问
MIMIC-CXR 胸部X光影像与结构化报告呼吸道疾病胸部多病种分类、影像报告自动生成、图文检索MIT / 贝斯以色列女执事医疗中心https://physionet.org/content/mimic-cxr/访问
CheXpert 胸部X光多标签分类呼吸道疾病14类胸部观察项多标签分类、不确定性标签学习斯坦福大学https://stanfordmlgroup.github.io/competitions/chexpert/访问
NIH ChestX-ray14 胸部X光14种疾病呼吸道疾病14种胸部疾病分类、弱监督定位美国国立卫生研究院（NIH）https://nihcc.app.box.com/v/ChestXray-NIHCC访问
RSNA Pneumonia Detection 肺炎检测挑战呼吸道疾病肺炎病灶检测框、定位任务北美放射学会（RSNA）https://www.kaggle.com/c/rsna-pneumonia-detection-challenge访问
LIDC-IDRI 肺部影像数据库呼吸道疾病肺结节检测、分割、放射组学美国国家癌症研究所（NCI）https://www.cancerimagingarchive.net/collection/lidc-idri/访问
COVID-CT / STOIC 新冠胸部CT呼吸道疾病COVID-19 肺炎检测、预后分型多机构联合https://stoic2021.grand-challenge.org/访问
ReXGradient-160K呼吸道疾病医学影像报告生成Large-scale publicly available dataset of chest radiographs with free-text reports, 160K+Hugging Facehttps://arxiv.org/pdf/2505.00228v2访问
IU-Xray呼吸道疾病多模态报告生成7470 Frontal or Lateral Chest X-ray Images with 3955 Corresponding ReportsPaperWithCodehttps://paperswithcode.com/dataset/iu-x-ray访问
BrixIA COVID19 severity score assessment database呼吸道疾病X光病情评估4703 CXR of COVID19 patients, manually annotated Brixia scoreGitHubhttps://brixia.github.io/访问
Penumonia X-Ray呼吸道疾病X光肺炎检测~5000 chest x-rays for pneumonia detectionKagglehttps://www.kaggle.com/paultimothymooney/chest-xray-pneumonia访问
BIMCV-COVID19呼吸道疾病多模态COVID检测1350+ Xrays, 150+ CTs, 800 diagnoses, COVID19 datasetGitHubhttp://bimcv.cipf.es/bimcv-projects/bimcv-covid19/访问
MosMedData Covid19呼吸道疾病CTCOVID分割1000+ CTs of COVID19 patients, 50 annotated per pixelGitHubhttps://mosmed.ai/en/访问
COVID-19 LUNG CT LESION SEGMENTATION CHALLENGE呼吸道疾病CT病灶分割~250 chest CTs with positive RT-PCR, annotations of COVID-19 lesionsGrand Challengehttps://covid-segmentation.grand-challenge.org/Data/访问
MedSeg COVID-19 CT呼吸道疾病CT病灶分割~100 segmented CT slices for COVID-19GitHubhttp://medicalsegmentation.com/covid19/访问
COVID-Chest XRay呼吸道疾病X光COVID检测~150 xrays, ongoing, some hospital data, COVID-19GitHubhttps://github.com/ieee8023/covid-chestxray-dataset访问
BSTI COVID19呼吸道疾病CTCOVID检测Ongoing, about 60 patients, CT imaging for COVID19GitHubhttps://bsticovid19.cimar.co.uk/worklist/?embedded=访问
PhysioNet Pulmonary Edema Severity Grades Based on MIMIC-CXR呼吸道疾病多模态病情分级Pulmonary edema severity grades from MIMIC-CXR via regex, expert labeling, consensus labelingPhysioNethttps://physionet.org/content/mimic-cxr-pe-severity/访问
COVID-19 Radiography Database呼吸道疾病X光疾病检测Chest X-ray images for COVID-19 and pneumonia detectionKagglehttps://www.kaggle.com/tawsifurrahman/covid19-radiography-database访问
CORD-19呼吸道疾病文本文献检索Scientific literature corpus with 1M+ COVID-19 research papersAllen AIhttps://www.kaggle.com/datasets/allen-institute-for-ai/CORD-19-research-challenge访问
XBench呼吸道疾病多模态视觉问答12601 chest X-ray cases with localization and textual explanations, grounding & explanation 2025GitHubhttps://arxiv.org/pdf/2510.19599访问
GEMeX呼吸道疾病多模态胸部X光问答151025 images and 1605575 QA, large-scale groundable explainable medical VQA for chest X-ray diagnosis ICCV 2025Hugging Facehttps://arxiv.org/pdf/2411.16778访问
CT-RATE呼吸道疾病CT异常分类25,692 non-contrast chest CT volumes expanded to 50,188, 21,304 patients, radiology reports, multi-abnormality labelsHugging Facehttps://huggingface.co/datasets/ibrahimhamamci/CT-RATE访问
LUNA25 Lung Nodule Analysis 2025呼吸道疾病CT肺结节分割Chest CT scans (MHA format), CSV files with lesion center coordinates, point-prompted segmentation 2025Grand Challengehttps://deepwiki.com/bowang-lab/MedSAM2/4.1-medical-imaging-datasets访问
Lung-PET-CT-Dx呼吸道疾病肺癌诊断355 subjects, CT + PET/CT DICOM, tumour bounding boxes + clinical dataTCIAhttps://www.cancerimagingarchive.net/collection/lung-pet-ct-dx/访问
LNDb Lung Nodule Database呼吸道疾病CT肺结节检测294 CT scans, lung nodules with two radiologist annotationsLNDbhttps://lndb.grand-challenge.org/访问
RSNA Pneumonia Detection呼吸道疾病X光肺炎检测30,000 frontal-view chest X-rays, pneumonia detection challengeKagglehttps://www.kaggle.com/c/rsna-pneumonia-detection-challenge访问
VinDr-CXR Vietnamese Chest X-ray呼吸道疾病X光胸片病变检测18,000 chest X-ray images with annotations, Vietnamese datasetVinDrhttps://vindr.ai/datasets/cxr访问
RadChest-CT呼吸道疾病CT胸部疾病检测Large-scale collection of chest CT scans for thoracic disease detection and diagnosis, thousands of high-resolution CTsZenodohttps://zenodo.org/record/6406114/访问
ReXGroundingCT呼吸道疾病CT报告引导分割3D Chest CT dataset for segmentation of findings from free-text reports 2025arXivhttps://www.zhuanzhiai.com/paper/8f6d047ce1511936d38a09031d4c376b访问