ML Research Wiki / Benchmarks / Denoising / Darmstadt Noise Dataset

Darmstadt Noise Dataset

Denoising Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: PSNR

Top Performing Models

Rank Model Paper PSNR Date Code
1 SINDy Sparse learning of stochastic dynamic equations 81.00 2017-12-06 📦 dynamicslab/langevin-regression
2 Pixel-shuffling Downsampling When AWGN-based Denoiser Meets Real Noises 38.40 2019-04-06 📦 kritiksoman/GIMP-ML 📦 yzhouas/PD-Denoising-pytorch
3 TWSC A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising 37.93 2018-07-11 -
4 CBDNet(Syn) Toward Convolutional Blind Denoising of Real Photographs 37.57 2018-07-12 📦 GuoShi28/CBDNet 📦 caiyuanhao1998/PNGAN 📦 IDKiro/CBDNet-tensorflow
5 MCWNNM Multi-channel Weighted Nuclear Norm Minimization for Real Color Image Denoising 37.38 2017-05-28 -
6 Han et al k-Space Deep Learning for Accelerated MRI 35.95 2018-05-10 📦 hanyoseob/k-space-deep-learning
7 FFDNet FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising 34.40 2017-10-11 📦 cszn/FFDNet 📦 mq0829/DL-CACTI 📦 Aoi-hosizora/FFDNet_pytorch
8 TNRD Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration 33.65 2015-08-12 -
9 CDnCNN-B Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising 32.43 2016-08-13 📦 cszn/DnCNN 📦 mindspore-ai/models 📦 mindspore-ai/models
10 NLRN Non-Local Recurrent Network for Image Restoration 30.80 2018-06-07 📦 Ding-Liu/NLRN

All Papers (10)

dynamicslab/langevin-regression

When AWGN-based Denoiser Meets Real Noises

2019
Pixel-shuffling Downsampling
kritiksoman/GIMP-ML yzhouas/PD-Denoising-pytorch
GuoShi28/CBDNet caiyuanhao1998/PNGAN IDKiro/CBDNet-tensorflow
hanyoseob/k-space-deep-learning
cszn/FFDNet mq0829/DL-CACTI
cszn/DnCNN mindspore-ai/models
Ding-Liu/NLRN