Image Denoising on DND

Metric: PSNR (sRGB) (higher is better)

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#	Model↕	PSNR (sRGB)▼	Extra Data	Paper	Date↕	Code
1	DualDn	40.594	No	DualDn: Dual-domain Denoising via Differentiable...	2024-09-27	Code
2	PNGAN	40.18	Yes	Learning to Generate Realistic Noisy Images via ...	2022-04-06	Code
3	SSAMAN	40.05	No	-	-	Code
4	Restormer	40.03	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
5	Uformer-B	39.98	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
6	NBNet	39.89	No	NBNet: Noise Basis Learning for Image Denoising ...	2020-12-30	Code
7	MIRNet	39.88	No	Learning Enriched Features for Real Image Restor...	2020-03-15	Code
8	MAXIM-3S	39.84	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
9	MPRNet	39.8	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
10	SADNet	39.59	Yes	Spatial-Adaptive Network for Single Image Denois...	2020-01-28	Code
11	DANet+	39.58	Yes	Dual Adversarial Network: Toward Real-world Nois...	2020-07-12	Code
12	CycleISP	39.56	Yes	CycleISP: Real Image Restoration via Improved Da...	2020-03-17	Code
13	VDN	39.38	No	Variational Denoising Network: Toward Blind Nois...	2019-08-29	Code
14	AINDNet	39.37	Yes	Transfer Learning from Synthetic to Real-Noise D...	2020-02-26	Code
15	RIDNet	39.26	Yes	Real Image Denoising with Feature Attention	2019-04-16	Code
16	CBDNet	38.06	Yes	Toward Convolutional Blind Denoising of Real Pho...	2018-07-12	Code

#1DualDnSOTA
40.594
PSNR (sRGB)· 2024-09-27
DualDn: Dual-domain Denoising via Differentiable ISP Code
#2PNGANSOTA
40.18
PSNR (sRGB)· Extra Data· 2022-04-06
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training Code
#3SSAMAN
40.05
PSNR (sRGB)
No paperCode
#4RestormerSOTA
40.03
PSNR (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#5Uformer-BSOTA
39.98
PSNR (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#6NBNetSOTA
39.89
PSNR (sRGB)· 2020-12-30
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Code
#7MIRNetSOTA
39.88
PSNR (sRGB)· 2020-03-15
Learning Enriched Features for Real Image Restoration and Enhancement Code
#8MAXIM-3S
39.84
PSNR (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#9MPRNet
39.8
PSNR (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#10SADNetSOTA
39.59
PSNR (sRGB)· Extra Data· 2020-01-28
Spatial-Adaptive Network for Single Image Denoising Code
#11DANet+
39.58
PSNR (sRGB)· Extra Data· 2020-07-12
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Code
#12CycleISP
39.56
PSNR (sRGB)· Extra Data· 2020-03-17
CycleISP: Real Image Restoration via Improved Data Synthesis Code
#13VDNSOTA
39.38
PSNR (sRGB)· 2019-08-29
Variational Denoising Network: Toward Blind Noise Modeling and Removal Code
#14AINDNet
39.37
PSNR (sRGB)· Extra Data· 2020-02-26
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization Code
#15RIDNetSOTA
39.26
PSNR (sRGB)· Extra Data· 2019-04-16
Real Image Denoising with Feature Attention Code
#16CBDNetSOTA
38.06
PSNR (sRGB)· Extra Data· 2018-07-12
Toward Convolutional Blind Denoising of Real Photographs Code