Research collection
A growing collection of papers, code, tools, datasets, and ideas in medical research.
| Resource | Year | Topic | What it offers | Type | Last accessed |
|---|---|---|---|---|---|
| MICCAI Open Source Papers | 2019 | MICCAI 2019-2026 Open Source Papers | Collection of MICCAI papers with links to open-source code and dataset information. | Paper, Code | 2026-10-08 |
| ADA4MIA | 2024 | Cross-hospital domain adaptation; active learning | Methods for adapting models across hospitals with limited target-domain labels.医院之间的设备、扫描协议、图像质量和患者分布差异会造成域偏移，使医院 A 训练的模型在医院 B 性能下降；同时，B 可能没有标注或只能负担少量标注。这个仓库收集论文、代码和数据集，研究如何以较低标注成本适应新医院。
“Traditional Domain Adaptation” 栏目也包含无源方法，分类并非互斥；这是资源集合，而非单一算法。 |
Paper, Code, Dataset | 2026-10-09 |
| VoxTell | 2026 | Text-prompted 3D medical image segmentation; CVPR 2026 | Another work from the nnU-Net team (MIC-DKFZ): segments anatomical and pathological structures in CT, PET, and MRI using free-text prompts. | Paper, Code | 2026-10-09 |
| nnInteractive | 2025 | Interactive 3D medical image segmentation | From the same MIC-DKFZ team as nnU-Net and VoxTell: semi-automatic 3D segmentation with points, scribbles, boxes, and lasso prompts; supports iterative refinement. | Paper, Code | 2026-10-09 |
| TotalSegmentator | 2022 | CT/MRI anatomical segmentation | Built on nnU-Net by University Hospital Basel: automatically segments 117 anatomical classes in CT and 50 in MRI; includes pretrained models and public datasets. | Paper, Code, Dataset | 2026-10-09 |
| LION | 2026 | PET; tumor segmentation | Automated lesion segmentation for FDG and PSMA PET scans. | Paper, Code | 2026-10-08 |
| Human Atlas | 2026 | 3D anatomy; medical education | Interactive anatomy explorer with 2,234 selectable BodyParts3D meshes, system layers, search, and exploded views. | Code, Web Platform | 2026-10-09 |
| The Virtual Heart | 2024 | Cardiac anatomy; medical education | Interactive 3D heart visualization and cardiac murmur education. | Web Platform | 2026-10-08 |
Resource types
- Literature: Papers, reviews, preprints, and research reports.
- Code: Algorithm implementations and reproduction repositories.
- Tool / Platform: Software, web applications, and analysis platforms.
- Dataset: Open data, annotations, and benchmark collections.
- Tutorial / Resource: Courses, technical guides, and educational materials.
- Research Idea: Questions, project proposals, and collaboration directions.
