Blind Image Deblurring on HIDE (trained on GOPRO)

Metric: PSNR (sRGB) (higher is better)

LeaderboardDataset

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#	Model↕	PSNR (sRGB)▼	Extra Data	Paper	Date↕	Code
1	MAXIM	32.83	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
2	AdaRevD	32.35	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	ID-Blau (FFTformer)	31.94	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
4	CAPTNet	31.86	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
5	LoFormer	31.86	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
6	XYScanNet	31.74	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
7	ID-Blau (Restormer)	31.66	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
8	DeepRFT+	31.66	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
9	FFTformer	31.62	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
10	LaKDNet	31.58	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
11	ID-Blau (Stripformer)	31.5	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
12	Restormer-TLC	31.49	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
13	DeblurDiNAT-L	31.47	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
14	Restormer	31.22	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
15	MPRNet-TLC	31.19	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
16	Stripformer	31.03	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
17	MPRNet	30.96	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
18	Uformer-B	30.83	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
19	BANet	30.16	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
20	Suin et al	29.98	No	-	-	-
21	MT-RNN	29.15	No	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
22	Gao et al	29.11	No	-	-	-
23	DMPHN	29.09	No	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
24	DBGAN	28.94	No	Deblurring by Realistic Blurring	2020-04-04	Code
25	SRN	28.36	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
26	Nah et al	25.73	No	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code

#1MAXIMSOTA
32.83
PSNR (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#2AdaRevD
32.35
PSNR (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#3ID-Blau (FFTformer)
31.94
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#4CAPTNet
31.86
PSNR (sRGB)· 2023-09-06
Prompt-based Ingredient-Oriented All-in-One Image Restoration Code
#5LoFormer
31.86
PSNR (sRGB)· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#6XYScanNet
31.74
PSNR (sRGB)· 2024-12-13
XYScanNet: A State Space Model for Single Image Deblurring
#7ID-Blau (Restormer)
31.66
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#8DeepRFT+SOTA
31.66
PSNR (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#9FFTformer
31.62
PSNR (sRGB)· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#10LaKDNet
31.58
PSNR (sRGB)· 2023-02-04
Revisiting Image Deblurring with an Efficient ConvNet Code
#11ID-Blau (Stripformer)
31.5
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#12Restormer-TLC
31.49
PSNR (sRGB)· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#13DeblurDiNAT-L
31.47
PSNR (sRGB)· 2024-03-19
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains Code
#14RestormerSOTA
31.22
PSNR (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#15MPRNet-TLC
31.19
PSNR (sRGB)· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#16Stripformer
31.03
PSNR (sRGB)· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#17MPRNetSOTA
30.96
PSNR (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#18Uformer-B
30.83
PSNR (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#19BANetSOTA
30.16
PSNR (sRGB)· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#20Suin et al
29.98
PSNR (sRGB)
No paper
#21MT-RNNSOTA
29.15
PSNR (sRGB)· 2019-11-18
Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training Code
#22Gao et al
29.11
PSNR (sRGB)
No paper
#23DMPHNSOTA
29.09
PSNR (sRGB)· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#24DBGAN
28.94
PSNR (sRGB)· 2020-04-04
Deblurring by Realistic Blurring Code
#25SRNSOTA
28.36
PSNR (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#26Nah et alSOTA
25.73
PSNR (sRGB)· 2016-12-07
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Code