Denoising on Urban100 sigma50

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	Hi-IR	30.59	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	MaIR+	30.41	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
3	MaIR	30.3	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
4	DMID-d	30.28	No	Stimulating Diffusion Model for Image Denoising ...	2023-07-08	Code
5	Restormer-Local	30.17	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
6	SCUNet SCUNet	30.14	No	Practical Blind Image Denoising via Swin-Conv-UN...	2022-03-24	Code
7	KBNet	30.04	No	KBNet: Kernel Basis Network for Image Restoration	2023-03-06	Code
8	Restormer	30.02	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
9	AKDT	29.82	No	-	-	Code
10	SwinIR	29.82	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
11	AKDT	29.82	No	-	-	Code
12	IPT	29.71	Yes	Pre-Trained Image Processing Transformer	2020-12-01	Code
13	Residual Dense Network +	29.38	No	Residual Dense Network for Image Restoration	2018-12-25	Code
14	Hi-IR	28.91	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
15	Restormer-Local	28.41	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
16	KBNet	28.33	No	KBNet: Kernel Basis Network for Image Restoration	2023-03-06	Code
17	Restormer	28.29	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
18	SwinIR	27.98	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
19	NLRN	27.49	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
20	Residual Dense Network +	27.47	No	Residual Dense Network for Image Restoration	2018-12-25	Code
21	MWCNN	27.42	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
22	GCDN	27.41	No	Deep Graph-Convolutional Image Denoising	2019-07-19	Code
23	N3Net	26.82	No	Neural Nearest Neighbors Networks	2018-10-30	Code

#1Hi-IRSOTA
30.59
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2MaIR+
30.41
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#3MaIR
30.3
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#4DMID-dSOTA
30.28
PSNR· 2023-07-08
Stimulating Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling Code
#5Restormer-LocalSOTA
30.17
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#6SCUNet SCUNet
30.14
PSNR· 2022-03-24
Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis Code
#7KBNet
30.04
PSNR· 2023-03-06
KBNet: Kernel Basis Network for Image Restoration Code
#8RestormerSOTA
30.02
PSNR· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#9AKDT
29.82
PSNR
No paperCode
#10SwinIRSOTA
29.82
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#11AKDT
29.82
PSNR
No paperCode
#12IPTSOTA
29.71
PSNR· Extra Data· 2020-12-01
Pre-Trained Image Processing Transformer Code
#13Residual Dense Network +SOTA
29.38
PSNR· 2018-12-25
Residual Dense Network for Image Restoration Code
#14Hi-IR
28.91
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#15Restormer-Local
28.41
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#16KBNet
28.33
PSNR· 2023-03-06
KBNet: Kernel Basis Network for Image Restoration Code
#17Restormer
28.29
PSNR· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#18SwinIR
27.98
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#19NLRNSOTA
27.49
PSNR· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#20Residual Dense Network +
27.47
PSNR· 2018-12-25
Residual Dense Network for Image Restoration Code
#21MWCNNSOTA
27.42
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#22GCDN
27.41
PSNR· 2019-07-19
Deep Graph-Convolutional Image Denoising Code
#23N3Net
26.82
PSNR· 2018-10-30
Neural Nearest Neighbors Networks Code