3D Architecture on BSD68 sigma15

Metric: PSNR (higher is better)

LeaderboardDataset

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Results

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	RIDNet	34.01	No	Real Image Denoising with Feature Attention	2019-04-16	Code
2	Deep CNN Denoiser	33.86	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code
3	CSCNet	33.83	No	Rethinking the CSC Model for Natural Images	2019-09-12	Code
4	ADL	32.11	No	Adversarial Distortion Learning for Medical Imag...	2022-04-29	Code
5	KBNet	31.98	No	KBNet: Kernel Basis Network for Image Restoration	2023-03-06	Code
6	SwinIR	31.97	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
7	Restormer	31.96	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
8	NLRN	31.88	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
9	MWCNN	31.86	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
10	GCDN	31.83	No	Deep Graph-Convolutional Image Denoising	2019-07-19	Code
11	GroupCDL	31.82	No	Fast and Interpretable Nonlocal Neural Networks ...	2023-06-02	Code
12	RIDNet	31.81	No	Real Image Denoising with Feature Attention	2019-04-16	Code
13	Big-CDLNet	31.74	No	CDLNet: Robust and Interpretable Denoising Throu...	2021-03-05	Code
14	FFDNet	31.63	No	FFDNet: Toward a Fast and Flexible Solution for ...	2017-10-11	Code
15	Deep CNN Denoiser	31.63	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code
16	DnCNN-3	31.46	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
17	TNRD	31.42	No	Trainable Nonlinear Reaction Diffusion: A Flexib...	2015-08-12	-
18	BUIFD75 (blind)	31.35	No	Blind Universal Bayesian Image Denoising with Ga...	2019-07-05	Code
19	Index Network	31.23	No	Index Network	2019-08-11	Code
20	SwinIA	31.07	No	SwinIA: Self-Supervised Blind-Spot Image Denoisi...	2023-05-09	-

#1RIDNetSOTA
34.01
PSNR· 2019-04-16
Real Image Denoising with Feature Attention Code
#2Deep CNN DenoiserSOTA
33.86
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code
#3CSCNet
33.83
PSNR· 2019-09-12
Rethinking the CSC Model for Natural Images Code
#4ADL
32.11
PSNR· 2022-04-29
Adversarial Distortion Learning for Medical Image Denoising Code
#5KBNet
31.98
PSNR· 2023-03-06
KBNet: Kernel Basis Network for Image Restoration Code
#6SwinIR
31.97
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#7Restormer
31.96
PSNR· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#8NLRN
31.88
PSNR· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#9MWCNN
31.86
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#10GCDN
31.83
PSNR· 2019-07-19
Deep Graph-Convolutional Image Denoising Code
#11GroupCDL
31.82
PSNR· 2023-06-02
Fast and Interpretable Nonlocal Neural Networks for Image Denoising via Group-Sparse Convolutional Dictionary Learning Code
#12RIDNet
31.81
PSNR· 2019-04-16
Real Image Denoising with Feature Attention Code
#13Big-CDLNet
31.74
PSNR· 2021-03-05
CDLNet: Robust and Interpretable Denoising Through Deep Convolutional Dictionary Learning Code
#14FFDNet
31.63
PSNR· 2017-10-11
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Code
#15Deep CNN Denoiser
31.63
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code
#16DnCNN-3SOTA
31.46
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#17TNRDSOTA
31.42
PSNR· 2015-08-12
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration
#18BUIFD75 (blind)
31.35
PSNR· 2019-07-05
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning Code
#19Index Network
31.23
PSNR· 2019-08-11
Index Network Code
#20SwinIA
31.07
PSNR· 2023-05-09
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions