数据集导航 · 通用医学数据集

通用医学数据集数据集（第 2 页）

思陌医疗数据服务整理的通用医学数据集公开数据集，共 200 个，覆盖该领域多模态数据，助力医疗AI研发选型。

共 136 个数据集 · 第 2 / 5 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
MIMIC-IV 重症监护电子病历（新版）通用医学数据集电子病历大规模临床预测、多模态时序分析MIT / 贝斯以色列女执事医疗中心https://physionet.org/content/mimiciv/访问
eICU Collaborative 多中心重症监护数据库通用医学数据集电子病历跨中心泛化、ICU 结局预测飞利浦 / MIThttps://physionet.org/content/eicu-crd/访问
MIMIC-CXR + MIMIC-IV 影像-报告-临床对齐通用医学数据集多模态预训练、报告生成、图文对齐MIT / 贝斯以色列女执事医疗中心https://physionet.org/content/mimic-cxr/访问
ROCO 放射图像标题数据集通用医学数据集图像-文本对齐、医学视觉语言预训练开放医学图像收集https://github.com/razorx89/roco-dataset访问
MedICaT 医学图像标题与子图通用医学数据集医学图文理解、子图关联、标题生成艾伦人工智能研究所https://github.com/allenai/medicat访问
MedQA (USMLE) 美国执业医师考试题库通用医学数据集医学知识问答、LLM临床知识评测多机构收集https://github.com/jind11/MedQA访问
CMB 中文医学基准通用医学数据集中文医学知识评测、临床应用评估北京协和医院等https://github.com/FreedomIntelligence/CMB访问
CA Hospital Dataset Q1 2025通用医学数据集数据分析Synthetic dataset simulating California hospital operations for Q1 2025, over 126,000 rows across 9 tablesKagglehttps://www.kaggle.com/datasets/rajkumarpadmanabhan/ca-hospital-dataset-q1-2025/data访问
Equity in Healthcare Clean Datasets通用医学数据集公平性分析39k record dataset with patient characteristics, diagnosis/treatment info, geo demographic data, and air quality dataKagglehttps://www.kaggle.com/datasets/anopsy/equity-in-healthcare-clean-datasets访问
Health Record Dataset in Sri Lanka通用医学数据集诊断预测Synthetic Medical Symptoms & Diagnosis DatasetKagglehttps://www.kaggle.com/datasets/dewminimnaadi/health-record-dataset-in-sri-lanka访问
CT-ORG通用医学数据集CT器官分割3D CT, 140 Cases, 6 Categories of Organ SegmentationGitHubhttps://github.com/bbrister/ctOrganSegmentation访问
TotalSegmentator通用医学数据集CT器官分割3D CT, 1204 Cases, 104 Categories of Whole Body Organ SegmentationGitHubhttps://github.com/wasserth/TotalSegmentator访问
TotalSegmentator V2通用医学数据集CT器官分割3D CT, 1228 Cases, 117 Categories of Whole Body Organ SegmentationGitHubhttps://github.com/wasserth/TotalSegmentator访问
StructSeg2019 Task1通用医学数据集CT器官分割3D CT, 50 Cases, 22 Categories of Head and Neck Organs Segmentation, MICCAI 2019Grand Challengehttps://structseg2019.grand-challenge.org/访问
ACDC通用医学数据集MRI心脏分割3D MRI, 150 Cases, Left and Right Ventricles and Myocardial Segmentation, MICCAI 2017Project Homepagehttps://www.creatis.insa-lyon.fr/Challenge/acdc/访问
MyoPS 2020通用医学数据集MRI心肌分割3D MRI, 45 Cases, 5 Categories of Myocardial Pathology Segmentation, MICCAI 2020GitHubhttps://zmiclab.github.io/zxh/0/myops20/访问
MoNuSeg通用医学数据集细胞核分割2D Microscopic Imaging, 53 Cases, Nucleus Segmentation, MICCAI 2018Grand Challengehttps://www.kaggle.com/datasets/salmanmaq/m2caiseg访问
PanNuke通用医学数据集病理图像细胞核分割2D Pathology, 7904 Cases, 6 Categories of Nuclear SegmentationProject Homepagehttps://warwick.ac.uk/fac/sci/dcs/research/tia/data/pannuke访问
MitoEM2021通用医学数据集细胞器分割3D Histopathology Imaging, 2 Cases, Mitochondria SegmentationISBIhttps://mitoem.grand-challenge.org/访问
ARCH通用医学数据集多模态图文检索2D Pathological Imaging, 11816 Cases, Pathological Images and Text DescriptionsProject Homepagehttps://warwick.ac.uk/fac/cross_fac/tia/data/arch访问
CoNIC2022通用医学数据集病理图像细胞核分割2D Pathological Imaging, 4981 Cases, 7 Categories of Nuclei within Tissues Segmentation, ISBI 2022Grand Challengehttps://conic-challenge.grand-challenge.org/访问
NeurIPS 2022 Cell Seg通用医学数据集细胞分割2D Microscopic Imaging, 3022 Cases, Cell Instance Segmentation, NeurIPS 2022Grand Challengehttps://neurips22-cellseg.grand-challenge.org/访问
MIST-HER2通用医学数据集病理图像图像转换2D Pathological Imaging, 22688 Cases, 4 Categories of HER2 Biomarkers Image TransformationProject Homepagehttps://www.kaggle.com/datasets/salmanmaq/m2caiseg访问
KPIs通用医学数据集病理图像组织分割2D Pathological Imaging, 10428 Patches, Glomerular Tissue Segmentation, MICCAI 2024Project Homepagehttps://sites.google.com/view/kpis2024访问
Neurite-OASIS通用医学数据集MRI脑部分割414 T1 MRIs from OASIS, processed with FreeSurfer and SAMSEG, anatomical segmentation mapsGitHubhttps://github.com/adalca/medical-datasets/blob/master/neurite-oasis.md访问
DeepLesion通用医学数据集CT病灶检测32000+ CT scans with annotations, metadata, semantic labels from radiological reportsNIHhttps://nihcc.app.box.com/v/DeepLesion访问
ABCD Neurocognitive Prediction Challenge通用医学数据集MRI认知预测MRI for 8500 young subjects (9-10yo), neurocognitive predictionGitHubhttps://sibis.sri.com/abcd-np-challenge/访问
AAPM Sparse-View CT Reconstruction Challenge通用医学数据集CT图像重建4,000 simulated sinogram/image pairs of 2D breast CTsAAPMhttps://www.aapm.org/GrandChallenge/DL-sparse-view-CT/访问
VISCERAL通用医学数据集器官分割~120 image volumes (whole body CT and MRI), 1900+ annotated anatomical structuresGitHubhttp://www.visceral.eu/访问
SIMON通用医学数据集MRI纵向研究Single volunteer, 73 Sessions at multiple sites over ~17 years, MRI with phenotype fileGitHubhttp://fcon_1000.projects.nitrc.org/indi/retro/SIMON.html访问