๐ Welcome to Project Imaging-X ๐
A Comprehensive Survey of Medical Imaging Datasets by GMAI
This work constitutes the first large-scale survey of more than 1,000 publicly available medical imaging datasets, with the objective of facilitating the development of robust and generalizable medical foundation models.
Medical imaging datasets represent the cornerstone of AI-driven healthcare; however, they remain fragmented, small in scale, and narrowly task-specific. This survey characterizes modalities, clinical tasks, anatomical coverage, and annotation types, and outlines integrative strategies to maximize their collective utility.
๐ Read more: Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development
Filter Mode 1 ยท JSON Rules
Edit the JSON below and run Phase 1&2 (rule-based filtering). Optionally run Phase 3&4 (selection + summary).
Field guide & phase meaning (click to expand)
Phases:
- Phase 1 ยท Harmonisation โ standardize dimensions/modalities, anatomy, dataset quality and impact.
- Phase 2 ยท Alignment โ align task semantics and labels across datasets.
- Phase 3 ยท Blueprint โ cluster datasets and assess integrative potential and scale.
- Phase 4 ยท Indexing โ build public indices and visual summaries for easy access.
Key fields:
dimension: one of2D,3D,video.modalities: e.g.,["CT","MR","PET","Fundus"].task_types: e.g.,["classification","segmentation","detection","regression"].license_allowlist: restrict to licenses in this list (ornullfor no restriction).include_unlabeled: keep datasets without labels (defaulttrue).min_valid_image_n_per_dataset: minimum total images per dataset.anatomy_whitelist: only keep datasets whose organ/anatomy matches these keywords.release_date_min: minimum release year (e.g.,2020or"2020-01-01").allow_3d_as_2d_sources: treat 3D as 2D sources whendimension="2D".selection: Phase 3&4 constraints, e.g.,min_datasets_per_modality,min_orgs_per_modality,storage_budget_gb.
Filter Mode 2 ยท Quick Filters (search + dropdowns)
Dimension Distribution
Modality Distribution
Task Distribution
Phase 1&2 โ by Modality (Bar)
Phase 1&2 โ Tasks (Doughnut)
Phase 3 โ by Modality (Bar)
Phase 3 โ Tasks (Doughnut)
| Modality | #Datasets | Total Images | #Orgs | Selected / All |
|---|
| Dataset Name | Dimension | Modality | Task | Organ | Images | Release Year | Organization | License | Homepage |
|---|
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