3D Architecture on DND

Metric: SSIM (sRGB) (higher is better)

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#	Model↕	SSIM (sRGB)▼	Extra Data	Paper	Date↕	Code
1	DualDn	0.966	No	DualDn: Dual-domain Denoising via Differentiable...	2024-09-27	Code
2	SSAMAN	0.963	No	-	-	Code
3	PNGAN	0.961	Yes	Learning to Generate Realistic Noisy Images via ...	2022-04-06	Code
4	Restormer	0.956	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
5	MIRNet	0.956	No	Learning Enriched Features for Real Image Restor...	2020-03-15	Code
6	CycleISP	0.956	Yes	CycleISP: Real Image Restoration via Improved Da...	2020-03-17	Code
7	Uformer-B	0.955	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
8	NBNet	0.955	No	NBNet: Noise Basis Learning for Image Denoising ...	2020-12-30	Code
9	DANet+	0.955	Yes	Dual Adversarial Network: Toward Real-world Nois...	2020-07-12	Code
10	MAXIM-3S	0.954	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
11	MPRNet	0.954	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
12	RIDNet	0.953	Yes	Real Image Denoising with Feature Attention	2019-04-16	Code
13	DRANet	0.952	No	Dual Residual Attention Network for Image Denois...	2023-05-07	Code
14	SADNet	0.952	Yes	Spatial-Adaptive Network for Single Image Denois...	2020-01-28	Code
15	VDN	0.952	No	Variational Denoising Network: Toward Blind Nois...	2019-08-29	Code
16	AINDNet	0.951	Yes	Transfer Learning from Synthetic to Real-Noise D...	2020-02-26	Code
17	CBDNet	0.942	Yes	Toward Convolutional Blind Denoising of Real Pho...	2018-07-12	Code

#1DualDnSOTA
0.966
SSIM (sRGB)· 2024-09-27
DualDn: Dual-domain Denoising via Differentiable ISP Code
#2SSAMAN
0.963
SSIM (sRGB)
No paperCode
#3PNGANSOTA
0.961
SSIM (sRGB)· Extra Data· 2022-04-06
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training Code
#4Restormer
0.956
SSIM (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#5MIRNetSOTA
0.956
SSIM (sRGB)· 2020-03-15
Learning Enriched Features for Real Image Restoration and Enhancement Code
#6CycleISP
0.956
SSIM (sRGB)· Extra Data· 2020-03-17
CycleISP: Real Image Restoration via Improved Data Synthesis Code
#7Uformer-B
0.955
SSIM (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#8NBNet
0.955
SSIM (sRGB)· 2020-12-30
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Code
#9DANet+
0.955
SSIM (sRGB)· Extra Data· 2020-07-12
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Code
#10MAXIM-3S
0.954
SSIM (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#11MPRNet
0.954
SSIM (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#12RIDNetSOTA
0.953
SSIM (sRGB)· Extra Data· 2019-04-16
Real Image Denoising with Feature Attention Code
#13DRANet
0.952
SSIM (sRGB)· 2023-05-07
Dual Residual Attention Network for Image Denoising Code
#14SADNet
0.952
SSIM (sRGB)· Extra Data· 2020-01-28
Spatial-Adaptive Network for Single Image Denoising Code
#15VDN
0.952
SSIM (sRGB)· 2019-08-29
Variational Denoising Network: Toward Blind Noise Modeling and Removal Code
#16AINDNet
0.951
SSIM (sRGB)· Extra Data· 2020-02-26
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization Code
#17CBDNetSOTA
0.942
SSIM (sRGB)· Extra Data· 2018-07-12
Toward Convolutional Blind Denoising of Real Photographs Code