3D Architecture on CBSD68 sigma50

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	IPT	29.39	Yes	Pre-Trained Image Processing Transformer	2020-12-01	Code
2	ADL	29.02	No	Adversarial Distortion Learning for Medical Imag...	2022-04-29	Code
3	DMID-d (MMSE)	28.69	No	Stimulating Diffusion Model for Image Denoising ...	2023-07-08	Code
4	DMID-d	28.69	No	Stimulating Diffusion Model for Image Denoising ...	2023-07-08	Code
5	AKDT	28.68	No	-	-	Code
6	Instruct-IPT	28.61	Yes	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
7	Residual Dense Network +	28.34	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
8	RCOT	28.25	No	Residual-Conditioned Optimal Transport: Towards ...	2024-05-05	Code
9	RIDNet	28.14	No	Real Image Denoising with Feature Attention	2019-04-16	Code
10	DnCNN	28.01	No	Beyond Deep Residual Learning for Image Restorat...	2016-11-19	Code
11	CSCNet	28	No	Rethinking the CSC Model for Natural Images	2019-09-12	Code
12	FFDNet	27.96	No	FFDNet: Toward a Fast and Flexible Solution for ...	2017-10-11	Code
13	PaCNet	27.93	No	Patch Craft: Video Denoising by Deep Modeling an...	2021-03-25	Code
14	IRCNN	27.86	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code
15	Spatial-CNN	27.63	No	ViDeNN: Deep Blind Video Denoising	2019-04-24	Code
16	DMID-p	26.63	No	Stimulating Diffusion Model for Image Denoising ...	2023-07-08	Code
17	CBUIFD75	26.6	No	Blind Universal Bayesian Image Denoising with Ga...	2019-07-05	Code
18	MemNet	26.33	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code

#1IPTSOTA
29.39
PSNR· Extra Data· 2020-12-01
Pre-Trained Image Processing Transformer Code
#2ADL
29.02
PSNR· 2022-04-29
Adversarial Distortion Learning for Medical Image Denoising Code
#3DMID-d (MMSE)
28.69
PSNR· 2023-07-08
Stimulating Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling Code
#4DMID-d
28.69
PSNR· 2023-07-08
Stimulating Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling Code
#5AKDT
28.68
PSNR
No paperCode
#6Instruct-IPT
28.61
PSNR· Extra Data· 2024-06-30
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Code
#7Residual Dense Network +SOTA
28.34
PSNR· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#8RCOT
28.25
PSNR· 2024-05-05
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration Code
#9RIDNet
28.14
PSNR· 2019-04-16
Real Image Denoising with Feature Attention Code
#10DnCNNSOTA
28.01
PSNR· 2016-11-19
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Code
#11CSCNet
28
PSNR· 2019-09-12
Rethinking the CSC Model for Natural Images Code
#12FFDNet
27.96
PSNR· 2017-10-11
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Code
#13PaCNet
27.93
PSNR· 2021-03-25
Patch Craft: Video Denoising by Deep Modeling and Patch Matching Code
#14IRCNN
27.86
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code
#15Spatial-CNN
27.63
PSNR· 2019-04-24
ViDeNN: Deep Blind Video Denoising Code
#16DMID-p
26.63
PSNR· 2023-07-08
Stimulating Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling Code
#17CBUIFD75
26.6
PSNR· 2019-07-05
Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning Code
#18MemNet
26.33
PSNR· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code