2D Classification on GoPro

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Augmentations	Paper	Date↕	Code
1	BSSTNet	0.9792	No	Blur-aware Spatio-temporal Sparse Transformer fo...	2024-06-11	Code
2	GShift-Net	0.979	Yes	A Simple Baseline for Video Restoration with Gro...	2022-06-22	Code
3	DLEFNet	0.973	Yes	Deformable Convolutions and LSTM-based Flexible ...	2023-06-01	-
4	NIRE	0.973	Yes	Neural Image Re-Exposure	2023-05-23	Code
5	VRT	0.9724	Yes	VRT: A Video Restoration Transformer	2022-01-28	Code
6	EFNet	0.972	Yes	Event-Based Fusion for Motion Deblurring with Cr...	2021-11-30	Code
7	AdaRevD	0.972	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
8	Turtle	0.972	No	Learning Truncated Causal History Model for Vide...	2024-10-04	Code
9	ID-Blau (FFTformer)	0.97	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
10	XYScanNet	0.968	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
11	MLWNet	0.968	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
12	NAFNet	0.967	No	Simple Baselines for Image Restoration	2022-04-10	Code
13	DeblurDiNAT-L	0.967	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
14	Uformer-B	0.967	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
15	RNN-MBP-Local	0.966	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
16	ID-Blau (Stripformer)	0.966	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
17	Restormer-Local	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	ID-Blau (Restormer)	0.965	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
20	MADANet	0.964	Yes	-	-	-
21	MSSNet-large	0.964	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
22	MPRNet-local	0.964	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
23	FGST	0.964	No	Flow-Guided Sparse Transformer for Video Deblurr...	2022-01-06	Code
24	SFNet	0.963	No	-	-	Code
25	RNN-MBP	0.9627	No	Deep Recurrent Neural Network with Multi-scale B...	2021-12-09	Code
26	HINet-local	0.962	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
27	Stripformer	0.962	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
28	MSSNet	0.961	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
29	Restormer	0.961	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
30	MIMO-UNet++	0.959	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
31	MPRNet	0.959	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
32	BANet	0.957	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
33	RADNet	0.956	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
34	MB2D	0.953	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
35	SAPHNet	0.953	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
36	MSSNet-small	0.953	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
37	Learning Event-Based Motion Deblurring	0.949	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
38	DMPHN	0.9483	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
39	SRN+PSS+NSC	0.9478	Yes	-	-	Code
40	MT-RNN	0.945	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
41	DBCPeNet	0.945	Yes	-	-	Code
42	DBGAN	0.9424	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
43	Blurred-Image-to-Video	0.941	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
44	SRN	0.9342	Yes	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
45	DeblurGAN-v2	0.934	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
46	STDAN	0.9313	No	Spatio-Temporal Deformable Attention Network for...	2022-07-22	Code
47	CDVD-TSP	0.9279	Yes	Cascaded Deep Video Deblurring Using Temporal Sh...	2020-04-06	Code
48	DeblurGANv2-MobileNet	0.925	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
49	S2SVR	0.923	No	Unsupervised Flow-Aligned Sequence-to-Sequence L...	2022-05-20	Code
50	DeblurGANv2-MobileNet-DSC	0.922	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
51	Ghost-DeblurGAN	0.919	No	Application of Ghost-DeblurGAN to Fiducial Marke...	2021-09-08	Code
52	Nah et al	0.9135	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
53	ESTRNN	0.9023	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
54	STFAN	0.861	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code

#1BSSTNetSOTA
0.9792
SSIM· 2024-06-11
Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring Code
#2GShift-NetSOTA
0.979
SSIM· Augmentations· 2022-06-22
A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift Code
#3DLEFNet
0.973
SSIM· Augmentations· 2023-06-01
Deformable Convolutions and LSTM-based Flexible Event Frame Fusion Network for Motion Deblurring
#4NIRE
0.973
SSIM· Augmentations· 2023-05-23
Neural Image Re-Exposure Code
#5VRTSOTA
0.9724
SSIM· Augmentations· 2022-01-28
VRT: A Video Restoration Transformer Code
#6EFNetSOTA
0.972
SSIM· Augmentations· 2021-11-30
Event-Based Fusion for Motion Deblurring with Cross-modal Attention Code
#7AdaRevD
0.972
SSIM· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#8Turtle
0.972
SSIM· 2024-10-04
Learning Truncated Causal History Model for Video Restoration Code
#9ID-Blau (FFTformer)
0.97
SSIM· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#10XYScanNet
0.968
SSIM· 2024-12-13
XYScanNet: A State Space Model for Single Image Deblurring
#11MLWNet
0.968
SSIM· 2023-12-29
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Code
#12NAFNet
0.967
SSIM· 2022-04-10
Simple Baselines for Image Restoration Code
#13DeblurDiNAT-L
0.967
SSIM· 2024-03-19
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains Code
#14Uformer-BSOTA
0.967
SSIM· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#15RNN-MBP-Local
0.966
SSIM· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#16ID-Blau (Stripformer)
0.966
SSIM· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#17Restormer-Local
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
#19ID-Blau (Restormer)
0.965
SSIM· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#20MADANet
0.964
SSIM· Augmentations
No paper
#21MSSNet-large
0.964
SSIM· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#22MPRNet-local
0.964
SSIM· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#23FGST
0.964
SSIM· 2022-01-06
Flow-Guided Sparse Transformer for Video Deblurring Code
#24SFNet
0.963
SSIM
No paperCode
#25RNN-MBP
0.9627
SSIM· 2021-12-09
Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring Code
#26HINet-local
0.962
SSIM· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#27Stripformer
0.962
SSIM· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#28MSSNet
0.961
SSIM· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#29Restormer
0.961
SSIM· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#30MIMO-UNet++
0.959
SSIM· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#31MPRNetSOTA
0.959
SSIM· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#32BANetSOTA
0.957
SSIM· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#33RADNetSOTA
0.956
SSIM· Augmentations· 2019-03-25
Motion Deblurring with an Adaptive Network
#34MB2D
0.953
SSIM· Augmentations· 2020-12-23
Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring
#35SAPHNet
0.953
SSIM· Augmentations· 2020-04-11
Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring
#36MSSNet-small
0.953
SSIM· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#37Learning Event-Based Motion Deblurring
0.949
SSIM· Augmentations· 2020-04-13
Learning Event-Based Motion Deblurring
#38DMPHN
0.9483
SSIM· Augmentations· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#39SRN+PSS+NSC
0.9478
SSIM· Augmentations
No paperCode
#40MT-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
#41DBCPeNet
0.945
SSIM· Augmentations
No paperCode
#42DBGAN
0.9424
SSIM· Augmentations· 2020-04-04
Deblurring by Realistic Blurring Code
#43Blurred-Image-to-VideoSOTA
0.941
SSIM· Augmentations· 2018-04-09
Bringing Alive Blurred Moments Code
#44SRNSOTA
0.9342
SSIM· Augmentations· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#45DeblurGAN-v2
0.934
SSIM· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#46STDAN
0.9313
SSIM· 2022-07-22
Spatio-Temporal Deformable Attention Network for Video Deblurring Code
#47CDVD-TSP
0.9279
SSIM· Augmentations· 2020-04-06
Cascaded Deep Video Deblurring Using Temporal Sharpness Prior Code
#48DeblurGANv2-MobileNet
0.925
SSIM· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#49S2SVR
0.923
SSIM· 2022-05-20
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration Code
#50DeblurGANv2-MobileNet-DSC
0.922
SSIM· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#51Ghost-DeblurGAN
0.919
SSIM· 2021-09-08
Application of Ghost-DeblurGAN to Fiducial Marker Detection Code
#52Nah et alSOTA
0.9135
SSIM· Augmentations· 2016-12-07
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Code
#53ESTRNN
0.9023
SSIM· Augmentations· 2021-06-30
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network Code
#54STFAN
0.861
SSIM· Augmentations· 2019-04-28
Spatio-Temporal Filter Adaptive Network for Video Deblurring Code