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Metric: SSIM (higher is better)

LeaderboardDataset

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#	Model↕	SSIM▼	Augmentations	Paper	Date↕	Code
1	AdaRevD	0.972	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
2	EVSSM	0.9712	No	Efficient Visual State Space Model for Image Deb...	2024-05-23	Code
3	fftformer	0.969	Yes	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
4	LoFormer	0.969	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
5	ALGNet-B	0.969	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
6	MR-VNet	0.969	No	-	-	-
7	UFPDeblur	0.968	No	-	-	Code
8	GRL	0.968	No	Efficient and Explicit Modelling of Image Hierar...	2023-03-01	Code
9	CGNet	0.968	No	CascadedGaze: Efficiency in Global Context Extra...	2024-01-26	Code
10	Instruct-IPT	0.967	Yes	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
11	NAFNet-MH-C	0.967	No	Multi-Outputs Is All You Need For Deblur	2022-08-27	Code
12	M3SNet	0.967	No	A Mountain-Shaped Single-Stage Network for Accur...	2023-05-09	Code
13	CAPTNet	0.967	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
14	LAKDNet	0.967	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
15	NAFNet - TLC	0.967	No	Simple Baselines for Image Restoration	2022-04-10	Code
16	Uformer-B	0.967	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
17	Restormer-TLC	0.966	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
18	DeepRFT+	0.965	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
19	MADANet	0.964	Yes	-	-	-
20	MPRNet-TLC	0.964	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
21	MSDI-Net	0.964	No	Learning Degradation Representations for Image D...	2022-08-10	Code
22	FSNet	0.963	No	-	-	Code
23	ChaIR	0.963	No	-	-	Code
24	ConvIR	0.963	No	-	-	Code
25	IRNeXt	0.962	No	-	-	Code
26	HINet-TLC	0.962	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
27	Restormer	0.961	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
28	MIMO-UNet++	0.959	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
29	MPRNet	0.959	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
30	BANet	0.957	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
31	RADNet	0.956	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
32	MB2D	0.953	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
33	SAPHNet	0.953	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
34	Learning Event-Based Motion Deblurring	0.949	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
35	DMPHN	0.9483	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
36	SRN+PSS+NSC	0.9478	Yes	-	-	Code
37	MT-RNN	0.945	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
38	DBCPeNet	0.945	Yes	-	-	Code
39	DBGAN	0.9424	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
40	Blurred-Image-to-Video	0.941	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
41	SRN	0.9342	Yes	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
42	DeblurGAN-v2	0.925	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
43	DeblurGANv2-MobileNet-DSC	0.922	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
44	Nah et al	0.9135	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
45	ESTRNN	0.9023	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
46	DeepDeblur-PyTorch	0.9021	Yes	-	-	-
47	IR-SDE	0.901	No	Image Restoration with Mean-Reverting Stochastic...	2023-01-27	Code
48	STFAN	0.861	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code

#1AdaRevDSOTA
0.972
SSIM· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#2EVSSMSOTA
0.9712
SSIM· 2024-05-23
Efficient Visual State Space Model for Image Deblurring Code
#3fftformerSOTA
0.969
SSIM· Augmentations· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#4LoFormer
0.969
SSIM· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#5ALGNet-B
0.969
SSIM· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#6MR-VNet
0.969
SSIM
No paper
#7UFPDeblur
0.968
SSIM
No paperCode
#8GRL
0.968
SSIM· 2023-03-01
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration Code
#9CGNet
0.968
SSIM· 2024-01-26
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Code
#10Instruct-IPT
0.967
SSIM· Augmentations· 2024-06-30
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Code
#11NAFNet-MH-C
0.967
SSIM· 2022-08-27
Multi-Outputs Is All You Need For Deblur Code
#12M3SNet
0.967
SSIM· 2023-05-09
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Code
#13CAPTNet
0.967
SSIM· 2023-09-06
Prompt-based Ingredient-Oriented All-in-One Image Restoration Code
#14LAKDNet
0.967
SSIM· 2023-02-04
Revisiting Image Deblurring with an Efficient ConvNet Code
#15NAFNet - TLC
0.967
SSIM· 2022-04-10
Simple Baselines for Image Restoration Code
#16Uformer-BSOTA
0.967
SSIM· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#17Restormer-TLC
0.966
SSIM· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#18DeepRFT+
0.965
SSIM· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#19MADANet
0.964
SSIM· Augmentations
No paper
#20MPRNet-TLC
0.964
SSIM· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#21MSDI-Net
0.964
SSIM· 2022-08-10
Learning Degradation Representations for Image Deblurring Code
#22FSNet
0.963
SSIM
No paperCode
#23ChaIR
0.963
SSIM
No paperCode
#24ConvIR
0.963
SSIM
No paperCode
#25IRNeXt
0.962
SSIM
No paperCode
#26HINet-TLC
0.962
SSIM· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#27Restormer
0.961
SSIM· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#28MIMO-UNet++
0.959
SSIM· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#29MPRNetSOTA
0.959
SSIM· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#30BANetSOTA
0.957
SSIM· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#31RADNetSOTA
0.956
SSIM· Augmentations· 2019-03-25
Motion Deblurring with an Adaptive Network
#32MB2D
0.953
SSIM· Augmentations· 2020-12-23
Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring
#33SAPHNet
0.953
SSIM· Augmentations· 2020-04-11
Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring
#34Learning Event-Based Motion Deblurring
0.949
SSIM· Augmentations· 2020-04-13
Learning Event-Based Motion Deblurring
#35DMPHN
0.9483
SSIM· Augmentations· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#36SRN+PSS+NSC
0.9478
SSIM· Augmentations
No paperCode
#37MT-RNN
0.945
SSIM· Augmentations· 2019-11-18
Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training Code
#38DBCPeNet
0.945
SSIM· Augmentations
No paperCode
#39DBGAN
0.9424
SSIM· Augmentations· 2020-04-04
Deblurring by Realistic Blurring Code
#40Blurred-Image-to-VideoSOTA
0.941
SSIM· Augmentations· 2018-04-09
Bringing Alive Blurred Moments Code
#41SRNSOTA
0.9342
SSIM· Augmentations· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#42DeblurGAN-v2
0.925
SSIM· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#43DeblurGANv2-MobileNet-DSC
0.922
SSIM· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#44Nah et alSOTA
0.9135
SSIM· Augmentations· 2016-12-07
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Code
#45ESTRNN
0.9023
SSIM· Augmentations· 2021-06-30
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network Code
#46DeepDeblur-PyTorch
0.9021
SSIM· Augmentations
No paper
#47IR-SDE
0.901
SSIM· 2023-01-27
Image Restoration with Mean-Reverting Stochastic Differential Equations Code
#48STFAN
0.861
SSIM· Augmentations· 2019-04-28
Spatio-Temporal Filter Adaptive Network for Video Deblurring Code