数据集导航 · 通用医学数据集
通用医学数据集数据集(第 5 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 5 / 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 |
|---|---|---|---|---|---|---|---|---|
| mHealth Dataset | 通用医学数据集 | 活动识别 | Body motion and vital signs data from mobile health sensors | mHealth | https://archive.ics.uci.edu/dataset/319/mhealth+dataset | 访问 | ||
| Opportunity Dataset | 通用医学数据集 | 日常活动识别 | Daily living activity recognition data, wearable sensor dataset | Opportunity | https://archive.ics.uci.edu/ml/datasets/opportunity+activity+recognition | 访问 | ||
| Synpuf Medicare Synthetic | 通用医学数据集 | 合成医疗数据 | Medicare synthetic data, synthetic public use file for research | CMS | https://www.cms.gov/research-statistics-data-and-systems/downloadable-public-use-files/synpufs | 访问 | ||
| Synthea Synthetic Patient Generator | 通用医学数据集 | 合成患者数据 | Synthetic patient generator modeling medical history of synthetic US patients | Synthea | https://synthetichealth.github.io/synthea/ | 访问 | ||
| Human Cell Atlas | 通用医学数据集 | 单细胞图谱 | Human cell atlas, comprehensive reference map of all human cells | HCA | https://www.humancellatlas.org/ | 访问 | ||
| Global Burden of Disease | 通用医学数据集 | 全球疾病负担 | Global burden of disease study, comprehensive global health metrics | IHME | http://www.healthdata.org/gbd | 访问 | ||
| Humanitarian Data Exchange | 通用医学数据集 | 人道主义健康数据 | Humanitarian data exchange platform, health and humanitarian datasets | HDX | https://data.humdata.org/ | 访问 | ||
| Medicare Provider Utilization and Payment Data | 通用医学数据集 | 医疗服务利用 | Medicare provider utilization and payment data, healthcare provider statistics | CMS | https://www.cms.gov/Research-Statistics-Data-and-Systems/Statistics-Trends-and-Reports/Medicare-Provider-Charge-Data | 访问 | ||
| HISTAI Whole Slide Image Dataset | 通用医学数据集 | 病理图像 | 计算病理 | Large multimodal open-access WSI collection, over 60,000 slides from various tissue types, with clinical metadata, diagn | arXiv | https://arxiv.org/html/2505.12120v1 | 访问 | |
| US-43d Ultrasound Segmentation Collection | 通用医学数据集 | 超声 | 超声分割 | Large-scale collection of 43 open-access US datasets, over 282,000 images with segmentation masks covering 58 anatomical | arXiv | https://arxiv.org/html/2411.16222 | 访问 | |
| GIST514-DB Endoscopic Ultrasound | 通用医学数据集 | 胃肠道间质瘤检测 | Endoscopic ultrasound dataset, 514 cases (251 GIST, 263 leiomyoma), with bounding boxes, categories, anatomical location | GitHub | https://ultrasound-open-access.nidusai.ca/ | 访问 | ||
| SurgiSR4K Endoscopic Video | 通用医学数据集 | 超分辨率分割 | High-resolution 4K endoscopic video dataset for robotic-assisted minimally invasive procedures, 800 images, 50 videos, 3 | arXiv | https://arxiv.org/html/2507.00209v3 | 访问 | ||
| GIANA Colonoscopy Images Videos | 通用医学数据集 | 息肉检测分割 | Colonoscopy images and videos, 300 images, 30 videos, 384-1080p, detection, segmentation, challenge EULA | GIANA | https://arxiv.org/html/2507.00209v3 | 访问 | ||
| Project-Imaging-X 1000+ Medical Imaging Datasets | 通用医学数据集 | 多模态 | 影像数据集目录 | Survey of 1000+ open-access medical imaging datasets for foundation model development, comprehensive catalog across moda | GitHub | https://github.com/uni-medical/Project-Imaging-X | 访问 | |
| US-43d UltraSam Training Collection | 通用医学数据集 | 超声 | 超声分割预训练 | 43 open-access ultrasound datasets compiled for UltraSam foundation model, 282,000+ images with segmentation masks, 58 a | arXiv | https://pubmed-d.ncbi.nlm.nih.gov/40932576/ | 访问 | |
| IDC Digital Pathology Slides | 通用医学数据集 | 病理图像 | 数字病理检索 | Imaging Data Commons digital pathology slides, 65,000+ WSI with similarity search embeddings by Google Health 2026 | NCI IDC | https://datacommons.cancer.gov/news/crdc-components-updates-june-2026 | 访问 |