Blind Image Deblurring on RealBlur-R (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	ALGNet	0.961	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
2	AdaRevD	0.957	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	Uformer-B	0.957	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
4	Restormer	0.957	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
5	DeepRFT	0.955	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
6	DeblurDiNAT-L	0.955	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
7	LaKDNet	0.955	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
8	MSSNet	0.953	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
9	MPRNet	0.952	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
10	DMPHN	0.948	No	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
11	SRN	0.947	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
12	Zhang et al	0.947	No	-	-	Code
13	DeblurGAN-v2	0.944	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
14	Xu et al	0.937	No	-	-	-
15	Pan et al	0.916	No	-	-	-
16	Hu et al	0.916	No	-	-	-
17	DeblurGAN	0.903	No	DeblurGAN: Blind Motion Deblurring Using Conditi...	2017-11-19	Code
18	Nah et al	0.841	No	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code

#1ALGNetSOTA
0.961
SSIM (sRGB)· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#2AdaRevD
0.957
SSIM (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#3Uformer-BSOTA
0.957
SSIM (sRGB)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#4Restormer
0.957
SSIM (sRGB)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#5DeepRFT
0.955
SSIM (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#6DeblurDiNAT-L
0.955
SSIM (sRGB)· 2024-03-19
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains Code
#7LaKDNet
0.955
SSIM (sRGB)· 2023-02-04
Revisiting Image Deblurring with an Efficient ConvNet Code
#8MSSNet
0.953
SSIM (sRGB)· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#9MPRNetSOTA
0.952
SSIM (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#10DMPHNSOTA
0.948
SSIM (sRGB)· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#11SRNSOTA
0.947
SSIM (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#12Zhang et al
0.947
SSIM (sRGB)
No paperCode
#13DeblurGAN-v2
0.944
SSIM (sRGB)· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#14Xu et al
0.937
SSIM (sRGB)
No paper
#15Pan et al
0.916
SSIM (sRGB)
No paper
#16Hu et al
0.916
SSIM (sRGB)
No paper
#17DeblurGANSOTA
0.903
SSIM (sRGB)· 2017-11-19
DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks Code
#18Nah et alSOTA
0.841
SSIM (sRGB)· 2016-12-07
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Code