3D Architecture on SIDD

Metric: PSNR (sRGB) (higher is better)

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#	Model↕	PSNR (sRGB)▼	Extra Data	Paper	Date↕	Code
1	CGNet	40.39	No	CascadedGaze: Efficiency in Global Context Extra...	2024-01-26	Code
2	KBNet	40.35	No	KBNet: Kernel Basis Network for Image Restoration	2023-03-06	Code
3	NAFNet	40.3	No	Simple Baselines for Image Restoration	2022-04-10	Code
4	SSAMAN	40.08	No	-	-	Code
5	PNGAN	40.07	Yes	Learning to Generate Realistic Noisy Images via ...	2022-04-06	Code
6	Restormer	40.02	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
7	HINet	39.99	No	HINet: Half Instance Normalization Network for I...	2021-05-13	Code
8	MAXIM-3S	39.96	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
9	Uformer-B	39.89	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
10	MIRNet	39.72	No	Learning Enriched Features for Real Image Restor...	2020-03-15	Code
11	SRMNet	39.72	No	Selective Residual M-Net for Real Image Denoising	2022-03-03	Code
12	MPRNet	39.71	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
13	AKDT	39.7	No	-	-	Code
14	CycleISP	39.52	Yes	CycleISP: Real Image Restoration via Improved Da...	2020-03-17	Code
15	DANet+	39.47	Yes	Dual Adversarial Network: Toward Real-world Nois...	2020-07-12	Code
16	SADNet	39.46	Yes	Spatial-Adaptive Network for Single Image Denois...	2020-01-28	Code
17	VDN	39.28	No	Variational Denoising Network: Toward Blind Nois...	2019-08-29	Code
18	AINDNet	38.95	Yes	Transfer Learning from Synthetic to Real-Noise D...	2020-02-26	Code
19	RIDNet	38.71	Yes	Real Image Denoising with Feature Attention	2019-04-16	Code
20	CBDNet	30.78	Yes	Toward Convolutional Blind Denoising of Real Pho...	2018-07-12	Code

#1CGNetSOTA
40.39
PSNR (sRGB)· 2024-01-26
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Code
#2KBNetSOTA
40.35
PSNR (sRGB)· 2023-03-06
KBNet: Kernel Basis Network for Image Restoration Code
#3NAFNetSOTA
40.3
PSNR (sRGB)· 2022-04-10
Simple Baselines for Image Restoration Code
#4SSAMAN
40.08
PSNR (sRGB)
No paperCode
#5PNGANSOTA
40.07
PSNR (sRGB)· Extra Data· 2022-04-06
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training Code
#6RestormerSOTA
40.02
PSNR (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#7HINetSOTA
39.99
PSNR (sRGB)· 2021-05-13
HINet: Half Instance Normalization Network for Image Restoration Code
#8MAXIM-3S
39.96
PSNR (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#9Uformer-B
39.89
PSNR (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#10MIRNetSOTA
39.72
PSNR (sRGB)· 2020-03-15
Learning Enriched Features for Real Image Restoration and Enhancement Code
#11SRMNet
39.72
PSNR (sRGB)· 2022-03-03
Selective Residual M-Net for Real Image Denoising Code
#12MPRNet
39.71
PSNR (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#13AKDT
39.7
PSNR (sRGB)
No paperCode
#14CycleISP
39.52
PSNR (sRGB)· Extra Data· 2020-03-17
CycleISP: Real Image Restoration via Improved Data Synthesis Code
#15DANet+
39.47
PSNR (sRGB)· Extra Data· 2020-07-12
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Code
#16SADNetSOTA
39.46
PSNR (sRGB)· Extra Data· 2020-01-28
Spatial-Adaptive Network for Single Image Denoising Code
#17VDNSOTA
39.28
PSNR (sRGB)· 2019-08-29
Variational Denoising Network: Toward Blind Noise Modeling and Removal Code
#18AINDNet
38.95
PSNR (sRGB)· Extra Data· 2020-02-26
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization Code
#19RIDNetSOTA
38.71
PSNR (sRGB)· Extra Data· 2019-04-16
Real Image Denoising with Feature Attention Code
#20CBDNetSOTA
30.78
PSNR (sRGB)· Extra Data· 2018-07-12
Toward Convolutional Blind Denoising of Real Photographs Code