Deblurring on RealBlur-J

Metric: PSNR (sRGB) (higher is better)

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#	Model↕	PSNR (sRGB)▼	Extra Data	Paper	Date↕	Code
1	AdaRevD	33.96	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
2	MLWNet	33.84	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
3	ID-Blau (Stripformer)	33.77	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
4	ID-Blau (Restormer)	33.11	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
5	ALGNet	32.94	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
6	LoFormer	32.9	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
7	ID-Blau (FFTformer)	32.88	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
8	MAXIM	32.84	Yes	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
9	DeepRFT+	32.63	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
10	FFTformer	32.62	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
11	Stripformer	32.48	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
12	MSSNet	32.1	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
13	MIMO-UNet++	32.05	Yes	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
14	BANet	32	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
15	MPRNet	31.76	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
16	SRN	31.38	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
17	DeblurGAN-v2	29.69	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1AdaRevDSOTA
33.96
PSNR (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#2MLWNetSOTA
33.84
PSNR (sRGB)· 2023-12-29
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Code
#3ID-Blau (Stripformer)SOTA
33.77
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#4ID-Blau (Restormer)
33.11
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#5ALGNet
32.94
PSNR (sRGB)· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#6LoFormer
32.9
PSNR (sRGB)· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#7ID-Blau (FFTformer)
32.88
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#8MAXIMSOTA
32.84
PSNR (sRGB)· Extra Data· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#9DeepRFT+SOTA
32.63
PSNR (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#10FFTformer
32.62
PSNR (sRGB)· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#11Stripformer
32.48
PSNR (sRGB)· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#12MSSNet
32.1
PSNR (sRGB)· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#13MIMO-UNet++SOTA
32.05
PSNR (sRGB)· Extra Data· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#14BANetSOTA
32
PSNR (sRGB)· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#15MPRNet
31.76
PSNR (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#16SRNSOTA
31.38
PSNR (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#17DeblurGAN-v2
29.69
PSNR (sRGB)· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code