Datasets › LUNA
LUNA
The LUNA challenges provide datasets for automatic nodule detection algorithms using the largest publicly available reference database of chest CT scans, the LIDC-IDRI data set. In LUNA16, participants develop their algorithm and upload their predictions on 888 CT scans in one of the two tracks: 1) the complete nodule detection track where a complete CAD system should be developed, or 2) the false positive reduction track where a provided set of nodule candidates should be classified.
Benchmarks archive 2025-07-28
All 2 leaderboards 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 | ||||
|---|---|---|---|---|---|---|
| Lung Nodule Segmentation | LUNA | BCDU-Net (d=3) AUC 0.9946 | Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | rezazad68/BCDU-Net +3 | 5 | Compare |
| Lung Nodule Detection | LUNA2016 FPRED | Semantic Genesis AUC 98.47 | Learning Semantics-enriched Representation via... | JLiangLab/SemanticGenesis +1 | 2 | Compare |
Papers archive 2025-07-28
7 shown of 7 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 125. 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 | |||
|---|---|---|---|---|
| Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration | 2 | 1 | 14 Jul 2020 | not harvested |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | 4 | 1 | 31 Aug 2019 | not harvested |
| Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis | 2 | 1 | 19 Aug 2019 | not harvested |
| ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation | 1 | 1 | 25 Jul 2019 | not harvested |
| CE-Net: Context Encoder Network for 2D Medical Image Segmentation | 3 | 1 | 7 Mar 2019 | not harvested |
| Road Extraction by Deep Residual U-Net | 13 | 1 | 29 Nov 2017 | not harvested |
| U-Net: Convolutional Networks for Biomedical Image Segmentation | 487 | 1 | 18 May 2015 | ran 510 of 757 samples (247 unverified; 426 pointer-only for licence) |
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
- LUNA
- LUNA2016 FPRED
- LUNA16
3 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections