10-shot image generation on HIDE (trained on GOPRO)

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	MAXIM	0.956	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
2	AdaRevD	0.953	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	Uformer-B	0.952	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
4	ID-Blau (FFTformer)	0.949	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
5	CAPTNet	0.949	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
6	LoFormer	0.949	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
7	XYScanNet	0.947	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
8	ID-Blau (Restormer)	0.947	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
9	DeepRFT+	0.946	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
10	LaKDNet	0.946	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
11	FFTformer	0.9455	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
12	Restormer-TLC	0.945	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
13	ID-Blau (Stripformer)	0.944	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
14	DeblurDiNAT-L	0.944	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
15	Restormer	0.942	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
16	MPRNet-TLC	0.942	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
17	Stripformer	0.94	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
18	MPRNet	0.939	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
19	BANet	0.93	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
20	Suin et al	0.93	No	-	-	-
21	DMPHN	0.924	No	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
22	MT-RNN	0.918	No	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
23	DBGAN	0.915	No	Deblurring by Realistic Blurring	2020-04-04	Code
24	SRN	0.915	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
25	Gao et al	0.913	No	-	-	-

#1MAXIMSOTA
0.956
SSIM (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#2AdaRevD
0.953
SSIM (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#3Uformer-BSOTA
0.952
SSIM (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#4ID-Blau (FFTformer)
0.949
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#5CAPTNet
0.949
SSIM (sRGB)· 2023-09-06
Prompt-based Ingredient-Oriented All-in-One Image Restoration Code
#6LoFormer
0.949
SSIM (sRGB)· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#7XYScanNet
0.947
SSIM (sRGB)· 2024-12-13
XYScanNet: A State Space Model for Single Image Deblurring
#8ID-Blau (Restormer)
0.947
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#9DeepRFT+
0.946
SSIM (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#10LaKDNet
0.946
SSIM (sRGB)· 2023-02-04
Revisiting Image Deblurring with an Efficient ConvNet Code
#11FFTformer
0.9455
SSIM (sRGB)· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#12Restormer-TLC
0.945
SSIM (sRGB)· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#13ID-Blau (Stripformer)
0.944
SSIM (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#14DeblurDiNAT-L
0.944
SSIM (sRGB)· 2024-03-19
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains Code
#15Restormer
0.942
SSIM (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#16MPRNet-TLC
0.942
SSIM (sRGB)· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#17Stripformer
0.94
SSIM (sRGB)· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#18MPRNetSOTA
0.939
SSIM (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#19BANetSOTA
0.93
SSIM (sRGB)· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#20Suin et al
0.93
SSIM (sRGB)
No paper
#21DMPHNSOTA
0.924
SSIM (sRGB)· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#22MT-RNN
0.918
SSIM (sRGB)· 2019-11-18
Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training Code
#23DBGAN
0.915
SSIM (sRGB)· 2020-04-04
Deblurring by Realistic Blurring Code
#24SRNSOTA
0.915
SSIM (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#25Gao et al
0.913
SSIM (sRGB)
No paper