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Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	AdaRevD	34.6	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
2	EVSSM	34.5	No	Efficient Visual State Space Model for Image Deb...	2024-05-23	Code
3	MDT	34.26	No	-	-	-
4	fftformer	34.21	Yes	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
5	LoFormer	34.09	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
6	UFPDeblur	34.06	No	-	-	Code
7	ALGNet-B	34.05	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
8	MR-VNet	34.04	No	-	-	-
9	Hi-IR-L	33.99	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
10	GRL	33.93	No	Efficient and Explicit Modelling of Image Hierar...	2023-03-01	Code
11	Instruct-IPT	33.86	Yes	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
12	MADANet	33.84	Yes	-	-	-
13	CGNet	33.77	No	CascadedGaze: Efficiency in Global Context Extra...	2024-01-26	Code
14	NAFNet-MH-C	33.75	No	Multi-Outputs Is All You Need For Deblur	2022-08-27	Code
15	M3SNet	33.74	No	A Mountain-Shaped Single-Stage Network for Accur...	2023-05-09	Code
16	CAPTNet	33.74	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
17	LAKDNet	33.72	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
18	NAFNet - TLC	33.69	No	Simple Baselines for Image Restoration	2022-04-10	Code
19	MaIR	33.69	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
20	Restormer-TLC	33.57	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
21	DeepRFT+	33.52	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
22	MPRNet-TLC	33.31	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
23	FSNet	33.29	No	-	-	Code
24	MSDI-Net	33.28	No	Learning Degradation Representations for Image D...	2022-08-10	Code
25	ChaIR	33.28	No	-	-	Code
26	ConvIR	33.28	No	-	-	Code
27	IRNeXt	33.16	No	-	-	Code
28	HINet-TLC	33.08	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
29	MHNet	33.04	No	Mixed Hierarchy Network for Image Restoration	2023-02-19	Code
30	Uformer-B	32.97	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
31	Restormer	32.92	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
32	MAXIM-3S	32.86	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
33	MIMO-UNet++	32.68	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
34	MPRNet	32.66	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
35	MB2D	32.16	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
36	RADNet	32.15	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
37	SAPHNet	32.02	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
38	Learning Event-Based Motion Deblurring	31.79	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
39	SRN+PSS+NSC	31.58	Yes	-	-	Code
40	DMPHN	31.5	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
41	SDWNet	31.36	No	SDWNet: A Straight Dilated Network with Wavelet ...	2021-10-12	Code
42	MT-RNN	31.15	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
43	DBCPeNet	31.1	Yes	-	-	Code
44	DBGAN	31.1	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
45	ESTRNN	31.07	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
46	IR-SDE	30.7	No	Image Restoration with Mean-Reverting Stochastic...	2023-01-27	Code
47	Blurred-Image-to-Video	30.58	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
48	DeepDeblur-PyTorch	30.12	Yes	-	-	-
49	DeblurGAN-v2	29.55	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
50	Nah et al	29.08	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
51	STFAN	28.59	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code
52	DeblurGANv2-MobileNet	28.17	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
53	DeblurGANv2-MobileNet-DSC	28.03	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1AdaRevDSOTA
34.6
PSNR· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#2EVSSMSOTA
34.5
PSNR· 2024-05-23
Efficient Visual State Space Model for Image Deblurring Code
#3MDT
34.26
PSNR
No paper
#4fftformerSOTA
34.21
PSNR· Augmentations· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#5LoFormer
34.09
PSNR· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#6UFPDeblur
34.06
PSNR
No paperCode
#7ALGNet-B
34.05
PSNR· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#8MR-VNet
34.04
PSNR
No paper
#9Hi-IR-L
33.99
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#10GRL
33.93
PSNR· 2023-03-01
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration Code
#11Instruct-IPT
33.86
PSNR· Augmentations· 2024-06-30
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Code
#12MADANet
33.84
PSNR· Augmentations
No paper
#13CGNet
33.77
PSNR· 2024-01-26
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Code
#14NAFNet-MH-CSOTA
33.75
PSNR· 2022-08-27
Multi-Outputs Is All You Need For Deblur Code
#15M3SNet
33.74
PSNR· 2023-05-09
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Code
#16CAPTNet
33.74
PSNR· 2023-09-06
Prompt-based Ingredient-Oriented All-in-One Image Restoration Code
#17LAKDNet
33.72
PSNR· 2023-02-04
Revisiting Image Deblurring with an Efficient ConvNet Code
#18NAFNet - TLCSOTA
33.69
PSNR· 2022-04-10
Simple Baselines for Image Restoration Code
#19MaIR
33.69
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#20Restormer-TLCSOTA
33.57
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#21DeepRFT+SOTA
33.52
PSNR· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#22MPRNet-TLC
33.31
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#23FSNet
33.29
PSNR
No paperCode
#24MSDI-Net
33.28
PSNR· 2022-08-10
Learning Degradation Representations for Image Deblurring Code
#25ChaIR
33.28
PSNR
No paperCode
#26ConvIR
33.28
PSNR
No paperCode
#27IRNeXt
33.16
PSNR
No paperCode
#28HINet-TLC
33.08
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#29MHNet
33.04
PSNR· 2023-02-19
Mixed Hierarchy Network for Image Restoration Code
#30Uformer-BSOTA
32.97
PSNR· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#31Restormer
32.92
PSNR· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#32MAXIM-3S
32.86
PSNR· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#33MIMO-UNet++
32.68
PSNR· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#34MPRNetSOTA
32.66
PSNR· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#35MB2DSOTA
32.16
PSNR· Augmentations· 2020-12-23
Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring
#36RADNetSOTA
32.15
PSNR· Augmentations· 2019-03-25
Motion Deblurring with an Adaptive Network
#37SAPHNet
32.02
PSNR· Augmentations· 2020-04-11
Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring
#38Learning Event-Based Motion Deblurring
31.79
PSNR· Augmentations· 2020-04-13
Learning Event-Based Motion Deblurring
#39SRN+PSS+NSC
31.58
PSNR· Augmentations
No paperCode
#40DMPHN
31.5
PSNR· Augmentations· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#41SDWNet
31.36
PSNR· 2021-10-12
SDWNet: A Straight Dilated Network with Wavelet Transformation for Image Deblurring Code
#42MT-RNN
31.15
PSNR· Augmentations· 2019-11-18
Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training Code
#43DBCPeNet
31.1
PSNR· Augmentations
No paperCode
#44DBGAN
31.1
PSNR· Augmentations· 2020-04-04
Deblurring by Realistic Blurring Code
#45ESTRNN
31.07
PSNR· Augmentations· 2021-06-30
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network Code
#46IR-SDE
30.7
PSNR· 2023-01-27
Image Restoration with Mean-Reverting Stochastic Differential Equations Code
#47Blurred-Image-to-VideoSOTA
30.58
PSNR· Augmentations· 2018-04-09
Bringing Alive Blurred Moments Code
#48DeepDeblur-PyTorch
30.12
PSNR· Augmentations
No paper
#49DeblurGAN-v2
29.55
PSNR· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#50Nah et alSOTA
29.08
PSNR· Augmentations· 2016-12-07
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Code
#51STFAN
28.59
PSNR· Augmentations· 2019-04-28
Spatio-Temporal Filter Adaptive Network for Video Deblurring Code
#52DeblurGANv2-MobileNet
28.17
PSNR· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#53DeblurGANv2-MobileNet-DSC
28.03
PSNR· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code