Datasets › Medical Segmentation Decathlon
Medical Segmentation Decathlon
The Medical Segmentation Decathlon is a collection of medical image segmentation datasets. It contains a total of 2,633 three-dimensional images collected across multiple anatomies of interest, multiple modalities and multiple sources. Specifically, it contains data for the following body organs or parts: Brain, Heart, Liver, Hippocampus, Prostate, Lung, Pancreas, Hepatic Vessel, Spleen and Colon.
Source: A large annotated medical image dataset for the development and evaluation of segmentation algorithms Image Source: Simpson et al
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Medical Image Segmentation | Medical Segmentation Decathlon | Swin UNETR Dice (Average) 78.68 | Self-Supervised Pre-Training of Swin Transformers for 3D... | Project-MONAI/research-contributions +1 | 5 | Compare |
Papers archive 2025-07-28
5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 97. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis | 2 | 1 | 29 Nov 2021 | not harvested |
| DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation | 1 | 1 | 29 Mar 2021 | not harvested |
| Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning | 4 | 1 | 21 Feb 2021 | not harvested |
| Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis | 2 | 1 | 19 Aug 2019 | not harvested |
| nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation | 9 | 1 | 27 Sep 2018 | ran 3 of 11 samples (8 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Medical Segmentation Decathlon
1 variant name, as the archive lists them.
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