10-shot image generation on RealBlur-R

Metric: SSIM (sRGB) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM (sRGB)▼	Extra Data	Paper	Date↕	Code
1	ALGNet	0.981	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
2	AdaRevD	0.979	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	ID-Blau (Stripformer)	0.977	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
4	MLWNet	0.976	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
5	ID-Blau (FFTformer)	0.975	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
6	ID-Blau (Restormer)	0.974	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
7	LoFormer	0.974	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
8	Stripformer	0.974	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
9	FFTformer	0.9737	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
10	DeepRFT+	0.973	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
11	MSSNet	0.972	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
12	MPRNet	0.972	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
13	BANet	0.971	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
14	SRN	0.965	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
15	MAXIM-3S	0.961	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
16	DeblurGAN-v2	0.935	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1ALGNetSOTA
0.981
SSIM (sRGB)· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#2AdaRevD
0.979
SSIM (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#3ID-Blau (Stripformer)SOTA
0.977
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#4MLWNet
0.976
SSIM (sRGB)· 2023-12-29
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Code
#5ID-Blau (FFTformer)
0.975
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#6ID-Blau (Restormer)
0.974
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#7LoFormer
0.974
SSIM (sRGB)· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#8StripformerSOTA
0.974
SSIM (sRGB)· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#9FFTformer
0.9737
SSIM (sRGB)· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#10DeepRFT+SOTA
0.973
SSIM (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#11MSSNet
0.972
SSIM (sRGB)· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#12MPRNetSOTA
0.972
SSIM (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#13BANetSOTA
0.971
SSIM (sRGB)· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#14SRNSOTA
0.965
SSIM (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#15MAXIM-3S
0.961
SSIM (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#16DeblurGAN-v2
0.935
SSIM (sRGB)· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code