3D Architecture on BSD68 sigma50

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	MaIR+	30.08	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
2	MaIR	28.66	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
3	ADL	26.87	No	Adversarial Distortion Learning for Medical Imag...	2022-04-29	Code
4	KBNet	26.65	No	KBNet: Kernel Basis Network for Image Restoration	2023-03-06	Code
5	SwinIA	26.61	No	SwinIA: Self-Supervised Blind-Spot Image Denoisi...	2023-05-09	-
6	MWCNN	26.53	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
7	NLRN	26.47	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
8	GroupCDL	26.47	No	Fast and Interpretable Nonlocal Neural Networks ...	2023-06-02	Code
9	Residual Dense Network +	26.43	No	Residual Dense Network for Image Restoration	2018-12-25	Code
10	RIDNet	26.4	No	Real Image Denoising with Feature Attention	2019-04-16	Code
11	N3Net	26.39	No	Neural Nearest Neighbors Networks	2018-10-30	Code
12	GCDN	26.38	No	Deep Graph-Convolutional Image Denoising	2019-07-19	Code
13	Big-CDLNet	26.35	No	CDLNet: Robust and Interpretable Denoising Throu...	2021-03-05	Code
14	Index Network	26.34	No	Index Network	2019-08-11	Code
15	FFDNet	26.29	No	FFDNet: Toward a Fast and Flexible Solution for ...	2017-10-11	Code
16	Deep CNN Denoiser	26.19	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code
17	BUIFD75 (blind)	25.1	No	Blind Universal Bayesian Image Denoising with Ga...	2019-07-05	Code

#1MaIR+SOTA
30.08
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#2MaIR
28.66
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#3ADLSOTA
26.87
PSNR· 2022-04-29
Adversarial Distortion Learning for Medical Image Denoising Code
#4KBNet
26.65
PSNR· 2023-03-06
KBNet: Kernel Basis Network for Image Restoration Code
#5SwinIA
26.61
PSNR· 2023-05-09
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions
#6MWCNNSOTA
26.53
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#7NLRN
26.47
PSNR· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#8GroupCDL
26.47
PSNR· 2023-06-02
Fast and Interpretable Nonlocal Neural Networks for Image Denoising via Group-Sparse Convolutional Dictionary Learning Code
#9Residual Dense Network +
26.43
PSNR· 2018-12-25
Residual Dense Network for Image Restoration Code
#10RIDNet
26.4
PSNR· 2019-04-16
Real Image Denoising with Feature Attention Code
#11N3Net
26.39
PSNR· 2018-10-30
Neural Nearest Neighbors Networks Code
#12GCDN
26.38
PSNR· 2019-07-19
Deep Graph-Convolutional Image Denoising Code
#13Big-CDLNet
26.35
PSNR· 2021-03-05
CDLNet: Robust and Interpretable Denoising Through Deep Convolutional Dictionary Learning Code
#14Index Network
26.34
PSNR· 2019-08-11
Index Network Code
#15FFDNetSOTA
26.29
PSNR· 2017-10-11
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Code
#16Deep CNN DenoiserSOTA
26.19
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code
#17BUIFD75 (blind)
25.1
PSNR· 2019-07-05
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning Code