Datasets › Set12
Set12
Set12 is a collection of 12 grayscale images of different scenes that are widely used for evaluation of image denoising methods. The size of each image is 256×256.
Source: Designing and Training of A Dual CNN for Image Denoising Image Source: https://www.researchgate.net/figure/12-images-from-Set12-dataset_fig11_338424598
Benchmarks archive 2025-07-28
All 5 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 | ||||
|---|---|---|---|---|---|---|
| Grayscale Image Denoising | Set12 sigma15 | Hi-IR PSNR 33.48 | Hierarchical Information Flow for Generalized Efficient... | — | 8 | Compare |
| Grayscale Image Denoising | Set12 sigma50 | Hi-IR PSNR 28.15 | Hierarchical Information Flow for Generalized Efficient... | — | 8 | Compare |
| Grayscale Image Denoising | Set12 sigma25 | Hi-IR PSNR 31.19 | Hierarchical Information Flow for Generalized Efficient... | — | 6 | Compare |
| Grayscale Image Denoising | Set12 sigma30 | NLRN PSNR 30.8 | Non-Local Recurrent Network for Image Restoration | Ding-Liu/NLRN | 2 | Compare |
| Grayscale Image Denoising | Set12 sigma70 | N3Net PSNR 25.9 | Neural Nearest Neighbors Networks | visinf/n3net +1 | 1 | Compare |
Papers archive 2025-07-28
9 shown of 9 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 145. 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 | |||
|---|---|---|---|---|
| Hierarchical Information Flow for Generalized Efficient Image Restoration | 0 | 3 | 27 Nov 2024 | not harvested |
| SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions | 0 | 3 | 9 May 2023 | not harvested |
| KBNet: Kernel Basis Network for Image Restoration | 1 | 3 | 6 Mar 2023 | ran 6 of 9 samples (3 unverified) |
| Index Network | 6 | 3 | 11 Aug 2019 | not harvested |
| Deep Graph-Convolutional Image Denoising | 1 | 3 | 19 Jul 2019 | not harvested |
| Neural Nearest Neighbors Networks | 2 | 3 | 30 Oct 2018 | not harvested |
| Non-Local Recurrent Network for Image Restoration | 1 | 3 | 7 Jun 2018 | ran 0 of 1 samples (1 unverified) |
| Multi-level Wavelet-CNN for Image Restoration | 5 | 3 | 18 May 2018 | not harvested |
| FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising | 8 | 1 | 11 Oct 2017 | ran 0 of 7 samples (7 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Set12 sigma15
- Set12 sigma30
- Set12 sigma50
- Set12 sigma25
- Set12 sigma70
- Set12
6 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