2D Classification on GoPro

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	BSSTNet	35.98	No	Blur-aware Spatio-temporal Sparse Transformer fo...	2024-06-11	Code
2	GShift-Net	35.88	Yes	A Simple Baseline for Video Restoration with Gro...	2022-06-22	Code
3	DLEFNet	35.61	Yes	Deformable Convolutions and LSTM-based Flexible ...	2023-06-01	-
4	EFNet	35.46	Yes	Event-Based Fusion for Motion Deblurring with Cr...	2021-11-30	Code
5	NIRE	35.03	Yes	Neural Image Re-Exposure	2023-05-23	Code
6	VRT	34.81	Yes	VRT: A Video Restoration Transformer	2022-01-28	Code
7	AdaRevD	34.6	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
8	Turtle	34.5	No	Learning Truncated Causal History Model for Vide...	2024-10-04	Code
9	ID-Blau (FFTformer)	34.36	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
10	XYScanNet	33.91	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
11	MADANet	33.84	Yes	-	-	-
12	MLWNet	33.83	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
13	RNN-MBP-Local	33.8	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
14	NAFNet	33.69	No	Simple Baselines for Image Restoration	2022-04-10	Code
15	ID-Blau (Stripformer)	33.66	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
16	DeblurDiNAT-L	33.63	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
17	Restormer-Local	33.57	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
18	DeepRFT+	33.52	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
19	ID-Blau (Restormer)	33.51	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
20	MSSNet-large	33.39	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
21	RNN-MBP	33.32	No	Deep Recurrent Neural Network with Multi-scale B...	2021-12-09	Code
22	MPRNet-local	33.31	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
23	SFNet	33.27	No	-	-	Code
24	HINet-local	33.08	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
25	Stripformer	33.08	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
26	FGST	33.03	No	Flow-Guided Sparse Transformer for Video Deblurr...	2022-01-06	Code
27	MSSNet	33.01	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
28	Uformer-B	32.97	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
29	Restormer	32.92	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
30	MAXIM-3S	32.86	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
31	HINet	32.71	No	HINet: Half Instance Normalization Network for I...	2021-05-13	Code
32	MIMO-UNet++	32.68	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
33	MPRNet	32.66	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
34	BANet	32.54	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
35	STDAN	32.29	No	Spatio-Temporal Deformable Attention Network for...	2022-07-22	Code
36	MB2D	32.16	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
37	RADNet	32.15	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
38	SAPHNet	32.02	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
39	MSSNet-small	32.02	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
40	S2SVR	31.82	No	Unsupervised Flow-Aligned Sequence-to-Sequence L...	2022-05-20	Code
41	Learning Event-Based Motion Deblurring	31.79	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
42	CDVD-TSP	31.67	Yes	Cascaded Deep Video Deblurring Using Temporal Sh...	2020-04-06	Code
43	SRN+PSS+NSC	31.58	Yes	-	-	Code
44	DMPHN	31.5	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
45	MT-RNN	31.15	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
46	DBCPeNet	31.1	Yes	-	-	Code
47	DBGAN	31.1	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
48	ESTRNN	31.07	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
49	Blurred-Image-to-Video	30.58	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
50	DeblurGAN-v2	29.55	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
51	Nah et al	29.08	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
52	Ghost-DeblurGAN	28.75	No	Application of Ghost-DeblurGAN to Fiducial Marke...	2021-09-08	Code
53	STFAN	28.59	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code
54	DeblurGANv2-MobileNet	28.17	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
55	DeblurGANv2-MobileNet-DSC	28.03	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1BSSTNetSOTA
35.98
PSNR· 2024-06-11
Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring Code
#2GShift-NetSOTA
35.88
PSNR· Augmentations· 2022-06-22
A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift Code
#3DLEFNet
35.61
PSNR· Augmentations· 2023-06-01
Deformable Convolutions and LSTM-based Flexible Event Frame Fusion Network for Motion Deblurring
#4EFNetSOTA
35.46
PSNR· Augmentations· 2021-11-30
Event-Based Fusion for Motion Deblurring with Cross-modal Attention Code
#5NIRE
35.03
PSNR· Augmentations· 2023-05-23
Neural Image Re-Exposure Code
#6VRT
34.81
PSNR· Augmentations· 2022-01-28
VRT: A Video Restoration Transformer Code
#7AdaRevD
34.6
PSNR· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#8Turtle
34.5
PSNR· 2024-10-04
Learning Truncated Causal History Model for Video Restoration Code
#9ID-Blau (FFTformer)
34.36
PSNR· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#10XYScanNet
33.91
PSNR· 2024-12-13
XYScanNet: A State Space Model for Single Image Deblurring
#11MADANet
33.84
PSNR· Augmentations
No paper
#12MLWNet
33.83
PSNR· 2023-12-29
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Code
#13RNN-MBP-Local
33.8
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#14NAFNet
33.69
PSNR· 2022-04-10
Simple Baselines for Image Restoration Code
#15ID-Blau (Stripformer)
33.66
PSNR· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#16DeblurDiNAT-L
33.63
PSNR· 2024-03-19
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains Code
#17Restormer-Local
33.57
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#18DeepRFT+SOTA
33.52
PSNR· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#19ID-Blau (Restormer)
33.51
PSNR· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#20MSSNet-large
33.39
PSNR· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#21RNN-MBP
33.32
PSNR· 2021-12-09
Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring Code
#22MPRNet-local
33.31
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#23SFNet
33.27
PSNR
No paperCode
#24HINet-local
33.08
PSNR· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#25Stripformer
33.08
PSNR· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#26FGST
33.03
PSNR· 2022-01-06
Flow-Guided Sparse Transformer for Video Deblurring Code
#27MSSNet
33.01
PSNR· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#28Uformer-BSOTA
32.97
PSNR· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#29Restormer
32.92
PSNR· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#30MAXIM-3S
32.86
PSNR· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#31HINetSOTA
32.71
PSNR· 2021-05-13
HINet: Half Instance Normalization Network for Image Restoration Code
#32MIMO-UNet++
32.68
PSNR· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#33MPRNetSOTA
32.66
PSNR· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#34BANetSOTA
32.54
PSNR· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#35STDAN
32.29
PSNR· 2022-07-22
Spatio-Temporal Deformable Attention Network for Video Deblurring Code
#36MB2DSOTA
32.16
PSNR· Augmentations· 2020-12-23
Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring
#37RADNetSOTA
32.15
PSNR· Augmentations· 2019-03-25
Motion Deblurring with an Adaptive Network
#38SAPHNet
32.02
PSNR· Augmentations· 2020-04-11
Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring
#39MSSNet-small
32.02
PSNR· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#40S2SVR
31.82
PSNR· 2022-05-20
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration Code
#41Learning Event-Based Motion Deblurring
31.79
PSNR· Augmentations· 2020-04-13
Learning Event-Based Motion Deblurring
#42CDVD-TSP
31.67
PSNR· Augmentations· 2020-04-06
Cascaded Deep Video Deblurring Using Temporal Sharpness Prior Code
#43SRN+PSS+NSC
31.58
PSNR· Augmentations
No paperCode
#44DMPHN
31.5
PSNR· Augmentations· 2019-04-06
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring Code
#45MT-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
#46DBCPeNet
31.1
PSNR· Augmentations
No paperCode
#47DBGAN
31.1
PSNR· Augmentations· 2020-04-04
Deblurring by Realistic Blurring Code
#48ESTRNN
31.07
PSNR· Augmentations· 2021-06-30
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network Code
#49Blurred-Image-to-VideoSOTA
30.58
PSNR· Augmentations· 2018-04-09
Bringing Alive Blurred Moments Code
#50DeblurGAN-v2
29.55
PSNR· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#51Nah et alSOTA
29.08
PSNR· Augmentations· 2016-12-07
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Code
#52Ghost-DeblurGAN
28.75
PSNR· 2021-09-08
Application of Ghost-DeblurGAN to Fiducial Marker Detection Code
#53STFAN
28.59
PSNR· Augmentations· 2019-04-28
Spatio-Temporal Filter Adaptive Network for Video Deblurring Code
#54DeblurGANv2-MobileNet
28.17
PSNR· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#55DeblurGANv2-MobileNet-DSC
28.03
PSNR· Augmentations· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code