OpenCodePapers

grayscale-image-denoising-on-bsd68-sigma15

3D ArchitectureDenoisingGrayscale Image Denoising
Dataset Link
Results over time
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Leaderboard
PaperCodePSNRSSIMModelNameReleaseDate
Adversarial Distortion Learning for Medical Image Denoising✓ Link32.11ADL2022-04-29
KBNet: Kernel Basis Network for Image Restoration✓ Link31.98KBNet2023-03-06
SwinIR: Image Restoration Using Swin Transformer✓ Link31.97SwinIR2021-08-23
Restormer: Efficient Transformer for High-Resolution Image Restoration✓ Link31.96Restormer2021-11-18
Non-Local Recurrent Network for Image Restoration✓ Link31.88NLRN2018-06-07
Multi-level Wavelet-CNN for Image Restoration✓ Link31.86MWCNN2018-05-18
Deep Graph-Convolutional Image Denoising✓ Link31.83GCDN2019-07-19
Fast and Interpretable Nonlocal Neural Networks for Image Denoising via Group-Sparse Convolutional Dictionary Learning✓ Link31.82GroupCDL2023-06-02
Real Image Denoising with Feature Attention✓ Link31.81RIDNet2019-04-16
CDLNet: Robust and Interpretable Denoising Through Deep Convolutional Dictionary Learning✓ Link31.74Big-CDLNet2021-03-05
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising✓ Link31.63FFDNet2017-10-11
Learning Deep CNN Denoiser Prior for Image Restoration✓ Link31.63Deep CNN Denoiser2017-04-11
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration31.42TNRD2015-08-12
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning✓ Link31.35BUIFD75 (blind)2019-07-05
Index Network✓ Link31.23Index Network2019-08-11
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions31.070.856SwinIA2023-05-09