10-shot image generation on GoPro

Metric: SSIM (higher is better)

LeaderboardDataset

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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	AdaRevD	0.972	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
10	EVSSM	0.9712	No	Efficient Visual State Space Model for Image Deb...	2024-05-23	Code
11	ID-Blau (FFTformer)	0.97	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
12	fftformer	0.969	Yes	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
13	LoFormer	0.969	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
14	ALGNet-B	0.969	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
15	MR-VNet	0.969	No	-	-	-
16	XYScanNet	0.968	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
17	MLWNet	0.968	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
18	UFPDeblur	0.968	No	-	-	Code
19	GRL	0.968	No	Efficient and Explicit Modelling of Image Hierar...	2023-03-01	Code
20	CGNet	0.968	No	CascadedGaze: Efficiency in Global Context Extra...	2024-01-26	Code
21	NAFNet	0.967	No	Simple Baselines for Image Restoration	2022-04-10	Code
22	DeblurDiNAT-L	0.967	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
23	Uformer-B	0.967	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
24	Instruct-IPT	0.967	Yes	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
25	NAFNet-MH-C	0.967	No	Multi-Outputs Is All You Need For Deblur	2022-08-27	Code
26	M3SNet	0.967	No	A Mountain-Shaped Single-Stage Network for Accur...	2023-05-09	Code
27	CAPTNet	0.967	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
28	LAKDNet	0.967	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
29	NAFNet - TLC	0.967	No	Simple Baselines for Image Restoration	2022-04-10	Code
30	Uformer-B	0.967	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
31	RNN-MBP-Local	0.966	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
32	ID-Blau (Stripformer)	0.966	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
33	Restormer-Local	0.966	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
34	Restormer-TLC	0.966	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
35	DeepRFT+	0.965	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
36	ID-Blau (Restormer)	0.965	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
37	DeepRFT+	0.965	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
38	MADANet	0.964	Yes	-	-	-
39	MSSNet-large	0.964	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
40	MPRNet-local	0.964	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
41	FGST	0.964	No	Flow-Guided Sparse Transformer for Video Deblurr...	2022-01-06	Code
42	MADANet	0.964	Yes	-	-	-
43	MPRNet-TLC	0.964	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
44	MSDI-Net	0.964	No	Learning Degradation Representations for Image D...	2022-08-10	Code
45	SFNet	0.963	No	-	-	Code
46	FSNet	0.963	No	-	-	Code
47	ChaIR	0.963	No	-	-	Code
48	ConvIR	0.963	No	-	-	Code
49	RNN-MBP	0.9627	No	Deep Recurrent Neural Network with Multi-scale B...	2021-12-09	Code
50	HINet-local	0.962	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
51	Stripformer	0.962	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
52	IRNeXt	0.962	No	-	-	Code
53	HINet-TLC	0.962	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
54	MSSNet	0.961	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
55	Restormer	0.961	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
56	Restormer	0.961	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
57	MIMO-UNet++	0.959	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
58	MPRNet	0.959	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
59	MIMO-UNet++	0.959	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
60	MPRNet	0.959	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
61	BANet	0.957	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
62	BANet	0.957	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
63	RADNet	0.956	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
64	RADNet	0.956	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
65	MB2D	0.953	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
66	SAPHNet	0.953	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
67	MSSNet-small	0.953	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
68	MB2D	0.953	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
69	SAPHNet	0.953	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
70	Learning Event-Based Motion Deblurring	0.949	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
71	Learning Event-Based Motion Deblurring	0.949	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
72	DMPHN	0.9483	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
73	DMPHN	0.9483	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
74	SRN+PSS+NSC	0.9478	Yes	-	-	Code
75	SRN+PSS+NSC	0.9478	Yes	-	-	Code
76	MT-RNN	0.945	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
77	DBCPeNet	0.945	Yes	-	-	Code
78	MT-RNN	0.945	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
79	DBCPeNet	0.945	Yes	-	-	Code
80	DBGAN	0.9424	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
81	DBGAN	0.9424	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
82	Blurred-Image-to-Video	0.941	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
83	Blurred-Image-to-Video	0.941	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
84	SRN	0.9342	Yes	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
85	SRN	0.9342	Yes	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
86	DeblurGAN-v2	0.934	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
87	STDAN	0.9313	No	Spatio-Temporal Deformable Attention Network for...	2022-07-22	Code
88	CDVD-TSP	0.9279	Yes	Cascaded Deep Video Deblurring Using Temporal Sh...	2020-04-06	Code
89	DeblurGANv2-MobileNet	0.925	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
90	DeblurGAN-v2	0.925	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
91	S2SVR	0.923	No	Unsupervised Flow-Aligned Sequence-to-Sequence L...	2022-05-20	Code
92	DeblurGANv2-MobileNet-DSC	0.922	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
93	DeblurGANv2-MobileNet-DSC	0.922	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
94	Ghost-DeblurGAN	0.919	No	Application of Ghost-DeblurGAN to Fiducial Marke...	2021-09-08	Code
95	Nah et al	0.9135	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
96	Nah et al	0.9135	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
97	ESTRNN	0.9023	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
98	ESTRNN	0.9023	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
99	DeepDeblur-PyTorch	0.9021	Yes	-	-	-
100	IR-SDE	0.901	No	Image Restoration with Mean-Reverting Stochastic...	2023-01-27	Code
101	STFAN	0.861	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code
102	STFAN	0.861	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code