Image Denoising on SIDD

Metric: SSIM (sRGB) (higher is better)

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#	Model↕	SSIM (sRGB)▼	Extra Data	Paper	Date↕	Code
1	NBNet	0.973	No	NBNet: Noise Basis Learning for Image Denoising ...	2020-12-30	Code
2	KBNet	0.972	No	KBNet: Kernel Basis Network for Image Restoration	2023-03-06	Code
3	CGNet	0.964	No	CascadedGaze: Efficiency in Global Context Extra...	2024-01-26	Code
4	SSAMAN	0.962	No	-	-	Code
5	NAFNet	0.961	No	Simple Baselines for Image Restoration	2022-04-10	Code
6	AKDT	0.961	No	-	-	Code
7	PNGAN	0.96	Yes	Learning to Generate Realistic Noisy Images via ...	2022-04-06	Code
8	Restormer	0.96	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
9	MAXIM-3S	0.96	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
10	Uformer-B	0.96	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
11	MIRNet	0.959	No	Learning Enriched Features for Real Image Restor...	2020-03-15	Code
12	SRMNet	0.959	No	Selective Residual M-Net for Real Image Denoising	2022-03-03	Code
13	HINet	0.958	No	HINet: Half Instance Normalization Network for I...	2021-05-13	Code
14	MPRNet	0.958	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
15	CycleISP	0.957	Yes	CycleISP: Real Image Restoration via Improved Da...	2020-03-17	Code
16	DANet+	0.957	Yes	Dual Adversarial Network: Toward Real-world Nois...	2020-07-12	Code
17	SADNet	0.957	Yes	Spatial-Adaptive Network for Single Image Denois...	2020-01-28	Code
18	DRANet	0.957	No	Dual Residual Attention Network for Image Denois...	2023-05-07	Code
19	VDN	0.956	No	Variational Denoising Network: Toward Blind Nois...	2019-08-29	Code
20	AINDNet	0.952	Yes	Transfer Learning from Synthetic to Real-Noise D...	2020-02-26	Code
21	RIDNet	0.951	Yes	Real Image Denoising with Feature Attention	2019-04-16	Code
22	CBDNet	0.801	Yes	Toward Convolutional Blind Denoising of Real Pho...	2018-07-12	Code

#1NBNetSOTA
0.973
SSIM (sRGB)· 2020-12-30
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Code
#2KBNet
0.972
SSIM (sRGB)· 2023-03-06
KBNet: Kernel Basis Network for Image Restoration Code
#3CGNet
0.964
SSIM (sRGB)· 2024-01-26
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Code
#4SSAMAN
0.962
SSIM (sRGB)
No paperCode
#5NAFNet
0.961
SSIM (sRGB)· 2022-04-10
Simple Baselines for Image Restoration Code
#6AKDT
0.961
SSIM (sRGB)
No paperCode
#7PNGAN
0.96
SSIM (sRGB)· Extra Data· 2022-04-06
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training Code
#8Restormer
0.96
SSIM (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#9MAXIM-3S
0.96
SSIM (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#10Uformer-B
0.96
SSIM (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#11MIRNetSOTA
0.959
SSIM (sRGB)· 2020-03-15
Learning Enriched Features for Real Image Restoration and Enhancement Code
#12SRMNet
0.959
SSIM (sRGB)· 2022-03-03
Selective Residual M-Net for Real Image Denoising Code
#13HINet
0.958
SSIM (sRGB)· 2021-05-13
HINet: Half Instance Normalization Network for Image Restoration Code
#14MPRNet
0.958
SSIM (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#15CycleISP
0.957
SSIM (sRGB)· Extra Data· 2020-03-17
CycleISP: Real Image Restoration via Improved Data Synthesis Code
#16DANet+
0.957
SSIM (sRGB)· Extra Data· 2020-07-12
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Code
#17SADNetSOTA
0.957
SSIM (sRGB)· Extra Data· 2020-01-28
Spatial-Adaptive Network for Single Image Denoising Code
#18DRANet
0.957
SSIM (sRGB)· 2023-05-07
Dual Residual Attention Network for Image Denoising Code
#19VDNSOTA
0.956
SSIM (sRGB)· 2019-08-29
Variational Denoising Network: Toward Blind Noise Modeling and Removal Code
#20AINDNet
0.952
SSIM (sRGB)· Extra Data· 2020-02-26
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization Code
#21RIDNetSOTA
0.951
SSIM (sRGB)· Extra Data· 2019-04-16
Real Image Denoising with Feature Attention Code
#22CBDNetSOTA
0.801
SSIM (sRGB)· Extra Data· 2018-07-12
Toward Convolutional Blind Denoising of Real Photographs Code