数据集导航
医疗数据集导航 - 全部数据集(第 163 页)
汇集 20 大疾病系统 5035 个医疗数据集,支持搜索与分类筛选,助力医疗AI研发选型
全部 5035
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 5035 个数据集 · 第 163 / 168 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 |
|---|---|---|---|---|---|---|---|---|
| Derm1M | 医学文本与大模型 | 多模态 | 皮肤病分类 | 1029761 image-text pairs aligned with clinical ontology knowledge for dermatology, ICCV 2025 | GitHub | https://arxiv.org/pdf/2503.14911 | 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 2025 | Hugging Face | https://arxiv.org/pdf/2411.16778 | 访问 | |
| Surg-396K | 医学文本与大模型 | 多模态 | 手术问答 | 41400 images from EndoVis/CoPESD/Cholec80, 396000 image-text pairs, 5 dialogue types, 7 surgical tasks 2025 | GitHub | https://arxiv.org/abs/2501.11347 | 访问 | |
| AbdomenAtlas 3.0 | 消化系统疾病 | 多模态 | 腹部CT报告生成 | 9262 3D CT scans with paired reports, 8562 tumor instances, 3D abdominal CT report generation/tumor segmentation ICCV 20 | GitHub | https://arxiv.org/pdf/2501.04678 | 访问 | |
| HuatuoGPT-o1 Dataset | 医学文本与大模型 | 文本 | 医学推理 | 40K medically verified complex reasoning questions based on MedQA-USMLE and MedMCQA 2024 | GitHub | https://arxiv.org/pdf/2412.18925 | 访问 | |
| PubMedVision | 眼病 | 多模态 | 视觉问答 | 1.3M VQA samples from 915K PubMed medical images, medical visual knowledge injection 2024 | Hugging Face | https://arxiv.org/abs/2406.19280 | 访问 | |
| PMC-VQA | 眼病 | 多模态 | 视觉问答 | 226946 QA pairs, visual instruction tuning for medical VQA 2024 | Hugging Face | https://huggingface.co/datasets/RadGenome/PMC-VQA | 访问 | |
| VQARad | 眼病 | 多模态 | 视觉问答 | 315 images, 3515 QA, radiology visual question answering 2023 | OSF | https://osf.io/89kps/ | 访问 | |
| Asclepius | 医学文本与大模型 | 多模态 | 视觉问答 | 3232 QA pairs, 15 medical specialties, 3 categories 8 sub-categories clinical tasks, spectrum evaluation ACL 2025 | GitHub | https://arxiv.org/abs/2402.11217 | 访问 | |
| HLS-CMDS Heart and Lung Sounds Dataset | 心血管系统疾病 | 音频 | 心肺音分类 | Heart and Lung Sounds Dataset Recorded from a Clinical Manikin using Digital Stethoscope 2025 | UCI | http://archive.ics.uci.edu/dataset/1202/hls-cmds:+heart+and+lung+sounds+dataset+recorded+from+a+cli | 访问 | |
| RecGym Gym Workouts Recognition Dataset | 通用医学数据集 | 运动识别 | Gym workouts with IMU and Capacitive sensors, 10 volunteers, fitness recommendation 2025 | UCI | https://www.archive.ics.uci.edu/dataset/1128/recgym | 访问 | ||
| BEED Bangalore EEG Epilepsy Dataset | 神经系统疾病 | 癫痫检测 | Comprehensive EEG collection for epileptic seizure detection, 256Hz, 10-20 system, 8K instances 2024 | UCI | https://archive-beta.ics.uci.edu/ | 访问 | ||
| Neurofibromatosis Type 1 Clinical Symptoms | 医学文本与大模型 | 疾病分类 | National NF1 database with 331 probands with tumors, familial and sporadic cases | UCI | https://www.archive.ics.uci.edu/datasets?Keywords=diagnosis | 访问 | ||
| Visible Human Project | 通用医学数据集 | 解剖图谱 | Complete, anatomically detailed, 3D representations of human male and female bodies, NLM | data.gov | https://www.nlm.nih.gov/research/visible/visible_human.html | 访问 | ||
| PLACES Local Data for Better Health Place Data 2024 | 通用医学数据集 | 公共卫生 | CDC PLACES local health data, place-level estimates for 2024 release | data.gov | https://catalog.data.gov/dataset/places-local-data-for-better-health-place-data-2024-release-88989 | 访问 | ||
| BIOMEDICA Index | 眼病 | 多模态 | 生物医学检索 | Large-scale vision-language dataset from open scientific literature, hybrid vector-text database for biomedical generali | arXiv | https://arxiv.org/html/2503.22727v1 | 访问 | |
| TITAN | 医学文本与大模型 | 病理图像 | 病理分类 | Published in Nature Medicine, TCGA-UT-8K pathology ROI classification benchmark, foundation model for computational path | GitHub | https://github.com/mahmoodlab/TITAN | 访问 | |
| TCGA-UT-8K | 医学文本与大模型 | 病理图像 | 病理分类 | Pathology ROI classification benchmark released with TITAN, Nature Medicine 2025 | GitHub | https://github.com/mahmoodlab/TITAN | 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 labels | Hugging Face | https://huggingface.co/datasets/ibrahimhamamci/CT-RATE | 访问 | |
| BCNB Early Breast Cancer Core-Needle Biopsy WSI | 肿瘤 | 病理图像 | 乳腺癌研究 | 1058 WSIs with clinical characteristics, tumor regions annotated, breast cancer core-needle biopsy | GitHub | https://bupt-ai-cz.github.io/BCNB/ | 访问 | |
| BCI Breast Cancer Immunohistochemical Image Generation | 神经系统疾病 | 病理图像 | 图像转换 | 4870 registered HE-IHC image pairs, four HER2 expression levels | GitHub | https://bupt-ai-cz.github.io/BCI/ | 访问 | |
| MultiModel Breast Cancer MSI Dataset | 肿瘤 | 乳腺癌分类 | MultiModel Breast Cancer MSI Dataset 2025 | Kaggle | https://www.kaggle.com/datasets/vishwamalani/breast-cancer-dataset | 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 2025 | Grand Challenge | https://deepwiki.com/bowang-lab/MedSAM2/4.1-medical-imaging-datasets | 访问 | |
| ISIC 2020 SIIM-ISIC Melanoma | 皮肤与结缔组织疾病 | 黑色素瘤检测 | ~33,000 dermoscopic images, benign/malignant binary classification | Kaggle | https://www.kaggle.com/c/siim-isic-melanoma-classification | 访问 | ||
| HCC-TACE-Seg | 消化系统疾病 | CT | 肝癌分割 | HCC patients pre-TACE CT, tumour + liver segmentation | TCIA | https://www.cancerimagingarchive.net/collection/hcc-tace-seg/ | 访问 | |
| Multi-phase CT liver-tumor differential diagnosis | 消化系统疾病 | CT | 肝肿瘤鉴别 | Multi-phase CT, multi-class liver tumors with diagnosis labels 2025 | Nature Sci Data | https://www.nature.com/articles/s41597-025-06343-4 | 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 data | TCIA | https://www.cancerimagingarchive.net/collection/lung-pet-ct-dx/ | 访问 | ||
| RSNA 2023 Screening Mammography | 肿瘤 | 乳腺癌筛查 | ~54k FFDM DICOM images, Australia + US, cancer label + path follow-up 2023 | Kaggle/RSNA | https://www.rsna.org/artificial-intelligence/ai-image-challenge/screening-mammography-breast-cancer-detection-ai-challenge | 访问 | ||
| VinDr-Mammo | 通用医学数据集 | 乳腺病变检测 | 5,000 four-view FFDM exams, BI-RADS + lesion annotations 2023 | PhysioNet | https://www.nature.com/articles/s41597-023-02100-7 | 访问 | ||
| PolypGen | 消化系统疾病 | 息肉分割 | 1,537 images + 2,225 seq + 4,275 neg frames, pixel-level polyp masks, 6 centres 2023 | GitHub | https://github.com/DebeshJha/PolypGen | 访问 |