2D Classification on RealBlur-J

Metric: SSIM (sRGB) (higher is better)

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#	Model↕	SSIM (sRGB)▼	Augmentations	Paper	Date↕	Code
1	ALGNet	0.946	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
2	AdaRevD	0.944	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	MLWNet	0.941	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
4	ID-Blau (Stripformer)	0.94	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
5	ID-Blau (Restormer)	0.937	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
6	MAXIM	0.935	Yes	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
7	ID-Blau (FFTformer)	0.934	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
8	LoFormer	0.933	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
9	DeepRFT+	0.933	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
10	FFTformer	0.9326	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
11	Stripformer	0.929	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
12	MSSNet	0.928	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
13	BANet	0.923	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
14	MPRNet	0.922	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
15	MIMO-UNet++	0.921	Yes	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
16	SRN	0.909	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
17	DeblurGAN-v2	0.87	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1ALGNetSOTA
0.946
SSIM (sRGB)· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#2AdaRevD
0.944
SSIM (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#3MLWNetSOTA
0.941
SSIM (sRGB)· 2023-12-29
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Code
#4ID-Blau (Stripformer)SOTA
0.94
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#5ID-Blau (Restormer)
0.937
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#6MAXIMSOTA
0.935
SSIM (sRGB)· Augmentations· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#7ID-Blau (FFTformer)
0.934
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#8LoFormer
0.933
SSIM (sRGB)· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#9DeepRFT+SOTA
0.933
SSIM (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#10FFTformer
0.9326
SSIM (sRGB)· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#11Stripformer
0.929
SSIM (sRGB)· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#12MSSNet
0.928
SSIM (sRGB)· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#13BANetSOTA
0.923
SSIM (sRGB)· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#14MPRNet
0.922
SSIM (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#15MIMO-UNet++
0.921
SSIM (sRGB)· Augmentations· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#16SRNSOTA
0.909
SSIM (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#17DeblurGAN-v2
0.87
SSIM (sRGB)· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code