Deblurring on GoPro

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	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