数据集导航 · 消化系统疾病
消化系统疾病数据集(第 7 页)
思陌医疗数据服务整理的消化系统疾病公开数据集,共 530 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 200 个数据集 · 第 7 / 7 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 |
|---|---|---|---|---|---|---|---|---|
| SUN Colonoscopy Video | 消化系统疾病 | 息肉分割 | 2D Endoscopy, 158690 Cases, Polyp Segmentation | Project Homepage | http://amed8k.sundatabase.org/ | 访问 | ||
| EndoVisSub2018-RoboticSceneSegmentation | 消化系统疾病 | 场景分割 | 2D Endoscopy, 7274 Cases, Robotic Surgery Scene Segmentation, MICCAI 2018 | Grand Challenge | https://endovissub2018-roboticscenesegmentation.grand-challenge.org/Home/ | 访问 | ||
| EndoSLAM | 消化系统疾病 | 三维重建 | 2D Endoscopy, 64577 Cases, 3D Reconstruction | GitHub | https://github.com/CapsuleEndoscope/EndoSLAM | 访问 | ||
| m2caiseg | 消化系统疾病 | 场景分割 | 2D Endoscopy, 307 Cases, 19 Categories of Abdominal Organs and Surgical Equipment Segmentation | Kaggle | https://www.kaggle.com/datasets/salmanmaq/m2caiseg | 访问 | ||
| GlaS | 消化系统疾病 | 病理图像 | 腺体分割 | 2D Pathological Imaging, 165 Cases, Colorectal Gland Tissue Segmentation, MICCAI 2015 | Project Homepage | https://warwick.ac.uk/services/gov/calendar/section2/regulations/computing/ | 访问 | |
| DigestPath2019 | 消化系统疾病 | 病理图像 | 病灶分割 | 2D Pathological Imaging, 250 Cases, Digestive System Pathology Segmentation and Detection, MICCAI 2019 | Grand Challenge | https://digestpath2019.grand-challenge.org/Home/ | 访问 | |
| CoCaHis | 消化系统疾病 | 病理图像 | 癌症分割 | 2D Pathological Imaging, 82 Cases, 2 Categories of Colon Cancer Tissue Segmentation | Project Homepage | https://durrlab.github.io/C3VD/ | 访问 | |
| MHIST | 消化系统疾病 | 病理图像 | 疾病分类 | 2D Pathological Imaging, 3152 Cases, 2 Categories of Colon Polyps Classification | Project Homepage | https://www.kaggle.com/datasets/salmanmaq/m2caiseg | 访问 | |
| EndoBench | 消化系统疾病 | 多模态 | 内镜分析 | 6832 clinically validated VQA samples, gastroscopy/colonoscopy/capsule/surgical endoscopy, 12 tasks 2025 | Hugging Face | https://arxiv.org/abs/2505.23601v1 | 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 | |
| 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 | |
| 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 | ||
| HyperKvasir | 消化系统疾病 | 内镜图像分类 | Labeled normal anatomical landmarks and polyp/lesion frames in colonoscopy 2020 | Nature Sci Data | https://www.nature.com/articles/s41597-020-00622-y | 访问 | ||
| AbdomenAtlas Full | 消化系统疾病 | CT | 腹部器官分割 | 20,460 CT scans, 25 abdominal structures, largest abdominal dataset | GitHub | https://github.com/MrGiovanni/AbdomenAtlas | 访问 | |
| AbdomenAtlas 1.1 | 消化系统疾病 | CT | 腹部器官分割 | 8,448 CT scans, 25 abdominal structures with full annotations | GitHub | https://github.com/MrGiovanni/AbdomenAtlas | 访问 | |
| AMOS | 消化系统疾病 | 腹部器官分割 | 500 CT/MRI scans, 15 abdominal organs, multi-center multi-vendor | Zenodo | https://zenodo.org/record/7262581 | 访问 | ||
| 肝癌多模态CT影像数据集 V1.0 | 消化系统疾病 | 肝脏疾病影像 | 肝癌、脂肪肝、药物性肝损伤、酒精肝、胆结石等疾病的CT影像和X射线图像数据,多家医疗机构 | 国家人口健康科学数据中心 | https://www.ncmi.cn/phda/browse.html | 访问 | ||
| SonoDQS Ultrasound Gastrointestinal Tumor | 消化系统疾病 | 超声 | 胃肠肿瘤检测 | Ultrasound dataset for gastrointestinal tumor detection and quality assessment | NidusAI | https://ultrasound-open-access.nidusai.ca/ | 访问 | |
| ETIS-LaribPolyp Colonoscopy | 消化系统疾病 | 息肉分割 | Colonoscopy still images, 196 images, 1225x966p, polyp segmentation, free for research | ETIS | https://arxiv.org/html/2507.00209v3 | 访问 |