数据集导航 · 通用医学数据集
通用医学数据集数据集(第 4 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。
全部
肿瘤 579
神经系统疾病 507
心血管系统疾病 462
耳鼻咽喉疾病 451
眼病 412
皮肤与结缔组织疾病 399
泌尿生殖系统疾病 362
内分泌系统疾病 352
医学文本与大模型 285
呼吸道疾病 245
口颌系统疾病 219
消化系统疾病 200
免疫系统疾病 137
通用医学数据集 136
血液与淋巴系统疾病 106
感染 96
创伤与损伤 66
肌肉骨骼疾病 14
化学诱发性障碍 4
环境因素所致疾病 3
共 136 个数据集 · 第 4 / 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 |
|---|---|---|---|---|---|---|---|---|
| MedIMeta Medical Imaging Meta-dataset | 通用医学数据集 | 多模态 | 元学习 | 19 datasets, 54 tasks, medical imaging meta-dataset for few-shot learning | Nature | https://www.nature.com/articles/s41597-025-04866-4 | 访问 | |
| MORE Multi-Organ Medical Image Reconstruction | 通用医学数据集 | CT | 图像重建 | CT scans across 9 diverse anatomies with 15 lesion types, for CT reconstruction and generalization evaluation | arXiv | https://arxiv.org/html/2510.26759v1/ | 访问 | |
| MIMIC-IV-Echo | 通用医学数据集 | 超声 | 超声心动图 | Structured measurements from 200,000+ echocardiograms and 500,000+ DICOM files, matched to MIMIC-IV | PhysioNet | https://www.physionet.org/content/?topic=MIMIC-IV | 访问 | |
| MIMIC-IV-Ext-22MCTS | 通用医学数据集 | 临床时间序列 | 22 Millions-Event Temporal Clinical Time-Series Dataset with Relative Timestamp from MIMIC-IV | PhysioNet | https://physionet.org/content/?topic=model&page=11 | 访问 | ||
| MIMIC-IV MEDS Demo | 通用医学数据集 | 临床数据标准 | MIMIC-IV Clinical Database Demo in MEDS (Medical Event Data Standard) format | PhysioNet | https://physionet.org/content/?topic=minimed | 访问 | ||
| NPA-CP | 通用医学数据集 | 临床预测 | Freely accessible dataset derived from EHR information at MGB between 2015 and 2024 | PhysioNet | https://alpha.physionet.org/content/?topic=common+data+model | 访问 | ||
| ALOTT Alarms Outcomes Telemetry | 通用医学数据集 | 监护报警分析 | Bedside-EMR Database: 9 month period of high resolution telemetry data linked to Electronic Medical Records (Carescape) | PhysioNet | https://physionet.org/content/?topic=medication&page=5 | 访问 | ||
| OBIA Open Biomedical Imaging Archive | 通用医学数据集 | 多模态 | 生物医学影像归档 | 开放生物医学影像档案库,归档生物医学影像数据和相关临床数据,国家基因组数据中心核心资源 | 中国国家基因组数据中心 | https://ngdc.cncb.ac.cn/obia | 访问 | |
| 华西医院乳腺超声数据集 | 通用医学数据集 | 超声 | 乳腺结节分析 | 四川大学华西医院乳腺外科乳腺超声数据,含报告图像、超声图像、结节模型权重参数和预测代码 | 国家基础学科公共科学数据中心 | https://nbsdc.cn/general/dataSetHome | 访问 | |
| MIMIC-IV | 通用医学数据集 | 重症监护研究 | Comprehensive critical care dataset containing de-identified health records of ICU patients (2008-2019) | PhysioNet | https://physionet.org/content/mimiciv/ | 访问 | ||
| MIMIC-III | 通用医学数据集 | 重症监护研究 | De-identified health records of ICU patients, widely used critical care dataset | PhysioNet | https://physionet.org/content/mimic-iii-ext-notes/1.0.0/ | 访问 | ||
| gnomAD Genome Aggregation Database | 通用医学数据集 | 变异分析 | Large-scale variant database with 140,000+ exomes & genomes | Broad Institute | https://gnomad.broadinstitute.org/ | 访问 | ||
| DATASUS TABNET Brazil Health | 通用医学数据集 | 公共卫生 | Official health information system of the Brazilian Ministry of Health | Brazil MoH | https://datasus.saude.gov.br/informacoes-de-saude-tabnet/ | 访问 | ||
| Grand Challenge Biomedical Imaging | 通用医学数据集 | 多模态 | 生物医学影像挑战 | Platform for end-to-end development of machine learning solutions in biomedical imaging, hosts many challenges | Grand Challenge | https://grand-challenge.org/ | 访问 | |
| Open-PMC-18M | 通用医学数据集 | 多模态 | 多模态表示学习 | High-fidelity large scale medical dataset for multimodal representation learning, 18M medical images from PubMed Central | arXiv | https://arxiv.org/html/2506.02738v2 | 访问 | |
| AmsterdamUMCdb | 通用医学数据集 | 重症监护研究 | Deidentified health data from Amsterdam University Medical Center, ICU database | Amsterdam UMC | https://amsterdammedicaldatascience.nl | 访问 | ||
| HiRID High Time-resolution ICU | 通用医学数据集 | 重症监护研究 | High time-resolution ICU data from Bern University Hospital, Switzerland, Inselspital | Bern University Hospital | https://physionet.org/content/hirid/1.1.1/ | 访问 | ||
| MIMIC-IV-ED | 通用医学数据集 | 急诊研究 | Emergency department data from MIMIC-IV | PhysioNet | https://physionet.org/content/mimic-iv-ed/2.2/ | 访问 | ||
| RSNA Intracranial Hemorrhage Detection | 通用医学数据集 | CT | 颅内出血检测 | Head CT scans with hemorrhage labels, RSNA challenge | Kaggle/RSNA | https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection | 访问 | |
| BossDB Open Neuroimagery | 通用医学数据集 | 神经成像 | Open neuroimagery datasets, large-scale electron microscopy and optical imaging | BossDB | https://registry.opendata.aws/bossdb/ | 访问 | ||
| DeepSpot-M TCGA Spatial Transcriptomics | 通用医学数据集 | 多模态 | 空间转录组 | Virtual spatial transcriptomics atlas for 28,664 TCGA H&E slides across 32 cancers, 295.3M spots | DeepSpot-M | https://www.medrxiv.org/content/10.64898/2026.06.19.26356060v1 | 访问 | |
| Cell Painting Gallery | 通用医学数据集 | 药物发现 | Drug discovery cell painting image dataset | Cell Painting | https://registry.opendata.aws/cellpainting-gallery/ | 访问 | ||
| Allen Cell Imaging Collections | 通用医学数据集 | 细胞成像 | 3D cell imaging collections from Allen Institute | Allen Institute | https://registry.opendata.aws/allen-cell-imaging-collections/ | 访问 | ||
| BBBC Broad Bioimage Benchmark Collection | 通用医学数据集 | 生物图像基准 | Collection of freely available high-quality biological image datasets | Broad Institute | https://bbbc.broadinstitute.org/ | 访问 | ||
| GTEx Genotype-Tissue Expression | 通用医学数据集 | 基因表达 | Genotype-tissue expression project, gene expression across 54 tissue sites | GTEx | https://gtexportal.org/home/ | 访问 | ||
| ArrayExpress | 通用医学数据集 | 功能基因组学 | Functional genomics experiments archive from EBI | EBI | https://www.ebi.ac.uk/arrayexpress/ | 访问 | ||
| Expression Atlas | 通用医学数据集 | 基因表达 | Curated resource providing information on gene expression across species and biological conditions | EBI | https://www.ebi.ac.uk/gxa/home | 访问 | ||
| Human Protein Atlas | 通用医学数据集 | 蛋白质表达 | Human protein atlas, protein expression in human tissues and cells | HPA | https://www.proteinatlas.org/ | 访问 | ||
| BIDMC PPG and Respiration | 通用医学数据集 | PPG呼吸分析 | Photoplethysmogram (PPG), respiration, and other physiological signals from BIDMC | PhysioNet | https://physionet.org/content/bidmc/1.0.0/ | 访问 | ||
| VitalDB | 通用医学数据集 | 术中生命体征 | Vital signs data collected during surgeries, high-resolution intraoperative vital signs | VitalDB | https://vitaldb.net/ | 访问 |