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Datasets › DND

DND (Darmstadt Noise Dataset)

archive 2025-07-28

Benchmarking Denoising Algorithms with Real Photographs

This dataset consists of 50 pairs of noisy and (nearly) noise-free images captured with four consumer cameras. Since the images are of very high-resolution, the providers extract 20 crops of size 512 × 512 from each image, thus yielding a total of 1000 patches.

HomepageBenchmarksPapers JSON

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)PaperCode
Image Denoising DND DualDn PSNR (sRGB) 40.594 DualDn: Dual-domain Denoising via Differentiable ISP OpenImagingLab/DualDn 16 Compare
Denoising DND DRANet Average PSNR 39.64 Dual Residual Attention Network for Image Denoising WenCongWu/DRANet 1 Compare

Papers archive 2025-07-28

17 shown of 17 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 25. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
DualDn: Dual-domain Denoising via Differentiable ISP 1 1 27 Sep 2024 not harvested
Single Stage Adaptive Multi-Attention Network for Image Restoration 1 1 10 Apr 2024 not harvested
Dual Residual Attention Network for Image Denoising 1 1 7 May 2023 not harvested
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training 2 1 6 Apr 2022 ran 14 of 18 samples (4 unverified)
MAXIM: Multi-Axis MLP for Image Processing 3 1 9 Jan 2022 ran 27 of 46 samples (19 unverified)
Restormer: Efficient Transformer for High-Resolution Image Restoration 13 1 18 Nov 2021 ran 4 of 4 samples (0 unverified; 4 pointer-only for licence)
Uformer: A General U-Shaped Transformer for Image Restoration 4 1 6 Jun 2021 ran 6 of 6 samples (0 unverified; 2 pointer-only for licence)
Multi-Stage Progressive Image Restoration 8 1 4 Feb 2021 ran 18 of 26 samples (8 unverified; 25 pointer-only for licence)
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection 9 1 30 Dec 2020 not harvested
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation 2 1 12 Jul 2020 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
CycleISP: Real Image Restoration via Improved Data Synthesis 8 1 17 Mar 2020 not harvested
Learning Enriched Features for Real Image Restoration and Enhancement 12 1 15 Mar 2020 ran 3 of 20 samples (17 unverified; 3 pointer-only for licence)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization 1 1 26 Feb 2020 not harvested
Spatial-Adaptive Network for Single Image Denoising 2 1 28 Jan 2020 not harvested
Variational Denoising Network: Toward Blind Noise Modeling and Removal 2 1 29 Aug 2019 not harvested
Real Image Denoising with Feature Attention 3 1 16 Apr 2019 not harvested
Toward Convolutional Blind Denoising of Real Photographs 3 1 12 Jul 2018 ran 0 of 1 samples (1 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

DenoisingImage Denoising

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • DND

1 variant name, as the archive lists them.

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