数据集导航 · 肿瘤

肿瘤数据集（第 19 页）

思陌医疗数据服务整理的肿瘤公开数据集，共 914 个，覆盖该领域多模态数据，助力医疗AI研发选型。

共 579 个数据集 · 第 19 / 20 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
GSE14282甲状腺嗜酸细胞肿瘤表达数据集肿瘤Hürthle细胞癌表格GSE14282为甲状腺嗜酸细胞肿瘤相关表达谱数据，常用于研究线粒体调控和Hürthle细胞肿瘤分子机制。由NCBI Gene Expression Omnibus提供，来自GEO，数据格式为表格，适用于分类任务，专注于肿瘤领域的HürthNCBI Gene Expression Omnibushttps://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE14282访问
MGH/Broad Hürthle细胞癌全外显子组数据集肿瘤Hürthle细胞癌表格该数据集包含41例Hürthle细胞癌患者的全外显子组测序数据，用于分析核基因组和线粒体基因组突变。由Massachusetts General Hospital / Broad Institute提供，来自EGA Archive，数据格式Massachusetts General Hospital / Broad Institutehttps://www.ega-archive.org/studies/phs001580访问
甲状腺癌免疫分型补充材料肿瘤Hürthle细胞癌其他免疫分型甲状腺癌免疫分型补充材料，包含免疫分型数据，提示两种主要表型及不同治疗需求。Giannini Riccardo; Colella Renato; Sidoni Angelo; Nucci Nicole; Moretti Sonia; Ugolini Clara; Basolo Fulvio; Puxeddu Efisio; Menicali Elisa; Mandarano Martina; Morelli Silvia; Macerola Elisabetta; Panfili Matteohttps://zenodo.org/record/1436429访问
ACNS0332肿瘤标注数据集肿瘤脊柱肿瘤与脊柱肿块图像基于儿童高危髓母细胞瘤/PNET临床试验影像，包含肿瘤和部分脊髓转移灶标注，可用于肿瘤分割研究。由The Cancer Imaging Archive提供，来自The Cancer Imaging Archive，包含医学影像数据，包含85The Cancer Imaging Archivehttps://www.cancerimagingarchive.net/analysis-result/acns0332-tumor-annotations/访问
脊柱转移灶CT数据集肿瘤脊柱肿瘤与脊柱肿块图像包含38例带有溶骨性和成骨性脊柱转移灶分割标注的CT扫描，并附带转移类型和原发部位等元数据。由Edelmers Edgars提供，来自Zenodo，包含医学影像数据，适用于图像分割任务，许可证为CC BY-NC-SA 4.0，专注于肿瘤领域Edelmers Edgarshttps://zenodo.org/records/13645871访问
GSE4290胶质瘤表达谱数据集肿瘤少突胶质细胞瘤表格GSE4290包含157个脑肿瘤样本和23个非肿瘤样本的mRNA表达数据，其中包括50例少突胶质细胞瘤样本。由National Cancer Institute提供，来自Gene Expression Omnibus，数据格式为表格，包含1National Cancer Institutehttps://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4290访问
GLIS-RT胶质瘤放疗影像分割数据集肿瘤少突胶质细胞瘤图像GLIS-RT包含胶质母细胞瘤和低级别胶质瘤患者MRI及肿瘤分割标注，可用于放疗场景下的脑胶质瘤分割研究。由Massachusetts General Hospital提供，来自The Cancer Imaging Archive，包含医学Massachusetts General Hospitalhttps://www.cancerimagingarchive.net/collection/glis-rt/访问
LUNA16 肺结节分析肿瘤肺结节检测、候选筛查、分割LIDC/IDRI 联盟https://luna16.grand-challenge.org/访问
BraTS 脑肿瘤分割挑战肿瘤胶质瘤分割、生存预测、不确定性估计宾夕法尼亚大学 / MICCAIhttps://www.med.upenn.edu/brats/访问
TCGA 癌症基因组图谱肿瘤病理 WSI肿瘤分类、预后预测、影像-基因组整合NCI / NHGRIhttps://portal.gdc.cancer.gov/访问
CAMELYON16 / 17 乳腺癌淋巴结转移检测肿瘤病理 WSI淋巴结微转移检测、WSI分类拉德堡德大学医学中心https://camelyon17.grand-challenge.org/访问
PANDA 前列腺癌Gleason分级肿瘤病理 WSI前列腺癌 Gleason 分级、预后评估拉德堡德 / 卡罗林斯卡学院https://www.kaggle.com/c/prostate-cancer-grade-assessment访问
PatchCamelyon 淋巴结切片小图分类肿瘤病理 patch病理patch二分类、计算病理入门基准拉德堡德大学医学中心https://github.com/basveeling/pcam访问
PAIP2020 结直肠癌分类肿瘤病理WSI分类 · 结直肠癌—https://paip2020.grand-challenge.org/访问
BreakHis (40x) 乳腺肿瘤分类肿瘤病理Patch分类 · 乳腺肿瘤—https://web.inf.ufpr.br/vri/databases/breast-cancer-histopathological-database-breakhis/访问
Pancreatic Cancer Biomedical Knowledge Graph肿瘤知识推理Biomedical knowledge graph for pancreatic cancerKagglehttps://www.kaggle.com/datasets?search=biomedical访问
European Multi-Center Breast Cancer MRI Dataset肿瘤MRI图像分类Multi-center breast cancer MRI dataset hosted on Hugging Face with cross-validation splitsHugging Facehttps://www.alphaxiv.org/overview/2506.00474访问
AutoPET肿瘤肿瘤分割3D PET-CT, 1214 Cases, Whole Body Tumor Segmentation, MICCAI 2022 & 2023Grand Challengehttps://autopet.grand-challenge.org/访问
CrossMoDA2021肿瘤MRI肿瘤分割3D T1-CE/T2-HR, 349 Cases, Tumor and Cochlear Structure Segmentation, MICCAI 2021Grand Challengehttps://crossmoda.grand-challenge.org/访问
MICCAI 2024 CARE MyoPS++肿瘤MRI病灶分割3D CMR, 2741 Cases, 5 Categories of Myocardial Lesion Segmentation, MICCAI 2024Project Homepagehttps://autopet-iii.grand-challenge.org/task/访问
PatchCamelyon肿瘤病理图像癌症分类2D Pathological Imaging, 327680 Cases, Breast Cancer Metastasis Classification, CAMELYON16Project Homepagehttps://patchcamelyon.grand-challenge.org/访问
ICIAR 2018 BACH Task1肿瘤病理图像癌症分类2D Histology Imaging, 400 Cases, 4 Categories of Breast Cancer Classification, ICIAR 2018Grand Challengehttps://iciar2018-challenge.grand-challenge.org/Dataset/访问
ICIAR 2018 BACH Task2肿瘤病理图像癌症分割2D Histology Imaging, 30 Cases, 3 Categories of Breast Cancer Segmentation, ICIAR 2018Grand Challengehttps://iciar2018-challenge.grand-challenge.org/Dataset/访问
BRACS肿瘤病理图像癌症分类2D Pathological Imaging, 4539 ROIs/547 WSIs, 7 Categories of Breast Cancer Subtype ClassificationProject Homepagehttps://www.heywhale.com/mw/dataset/61d3e5682d30dc001701f728访问
MIDOG++肿瘤病理图像细胞分类2D Pathological Imaging, 22688 Cases, 2 Categories of Tumor Tissue Mitotic ClassificationGitHubhttps://www.kaggle.com/datasets/salmanmaq/m2caiseg访问
Medical Segmentation Decathlon肿瘤器官分割10 Medical image datasets with segmentations, 2000+ CT & MR imagesGitHubhttp://medicaldecathlon.com访问
MITOS_WSI_CMC肿瘤病理图像细胞检测21 Canine mammary carcinoma whole slide images, annotated by 2/3 expertsGitHubhttps://github.com/DeepPathology/MITOS_WSI_CMC/访问
BCNB Early Breast Cancer Core-Needle Biopsy WSI Dataset肿瘤病理图像乳腺癌研究1058 whole slide images with clinical characteristics, tumor regions annotated, ER/PR/HER2 etc.GitHubhttps://bupt-ai-cz.github.io/BCNB/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 biopsyGitHubhttps://bupt-ai-cz.github.io/BCNB/访问
MultiModel Breast Cancer MSI Dataset肿瘤乳腺癌分类MultiModel Breast Cancer MSI Dataset 2025Kagglehttps://www.kaggle.com/datasets/vishwamalani/breast-cancer-dataset访问