1 Image, 2*2 Stitchi on GoPro

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	AdaRevD	34.6	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
2	EVSSM	34.5	No	Efficient Visual State Space Model for Image Deb...	2024-05-23	Code
3	MDT	34.26	No	-	-	-
4	fftformer	34.21	Yes	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
5	LoFormer	34.09	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
6	UFPDeblur	34.06	No	-	-	Code
7	ALGNet-B	34.05	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
8	MR-VNet	34.04	No	-	-	-
9	Hi-IR-L	33.99	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
10	GRL	33.93	No	Efficient and Explicit Modelling of Image Hierar...	2023-03-01	Code
11	Instruct-IPT	33.86	Yes	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
12	MADANet	33.84	Yes	-	-	-
13	CGNet	33.77	No	CascadedGaze: Efficiency in Global Context Extra...	2024-01-26	Code
14	NAFNet-MH-C	33.75	No	Multi-Outputs Is All You Need For Deblur	2022-08-27	Code
15	M3SNet	33.74	No	A Mountain-Shaped Single-Stage Network for Accur...	2023-05-09	Code
16	CAPTNet	33.74	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
17	LAKDNet	33.72	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
18	NAFNet - TLC	33.69	No	Simple Baselines for Image Restoration	2022-04-10	Code
19	MaIR	33.69	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
20	Restormer-TLC	33.57	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
21	DeepRFT+	33.52	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
22	MPRNet-TLC	33.31	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
23	FSNet	33.29	No	-	-	Code
24	MSDI-Net	33.28	No	Learning Degradation Representations for Image D...	2022-08-10	Code
25	ChaIR	33.28	No	-	-	Code
26	ConvIR	33.28	No	-	-	Code
27	IRNeXt	33.16	No	-	-	Code
28	HINet-TLC	33.08	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
29	MHNet	33.04	No	Mixed Hierarchy Network for Image Restoration	2023-02-19	Code
30	Uformer-B	32.97	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
31	Restormer	32.92	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
32	MAXIM-3S	32.86	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
33	MIMO-UNet++	32.68	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
34	MPRNet	32.66	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
35	MB2D	32.16	Yes	Blur More To Deblur Better: Multi-Blur2Deblur Fo...	2020-12-23	-
36	RADNet	32.15	Yes	Motion Deblurring with an Adaptive Network	2019-03-25	-
37	SAPHNet	32.02	Yes	Spatially-Attentive Patch-Hierarchical Network f...	2020-04-11	-
38	Learning Event-Based Motion Deblurring	31.79	Yes	Learning Event-Based Motion Deblurring	2020-04-13	-
39	SRN+PSS+NSC	31.58	Yes	-	-	Code
40	DMPHN	31.5	Yes	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
41	SDWNet	31.36	No	SDWNet: A Straight Dilated Network with Wavelet ...	2021-10-12	Code
42	MT-RNN	31.15	Yes	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
43	DBCPeNet	31.1	Yes	-	-	Code
44	DBGAN	31.1	Yes	Deblurring by Realistic Blurring	2020-04-04	Code
45	ESTRNN	31.07	Yes	Real-world Video Deblurring: A Benchmark Dataset...	2021-06-30	Code
46	IR-SDE	30.7	No	Image Restoration with Mean-Reverting Stochastic...	2023-01-27	Code
47	Blurred-Image-to-Video	30.58	Yes	Bringing Alive Blurred Moments	2018-04-09	Code
48	DeepDeblur-PyTorch	30.12	Yes	-	-	-
49	DeblurGAN-v2	29.55	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
50	Nah et al	29.08	Yes	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code
51	STFAN	28.59	Yes	Spatio-Temporal Filter Adaptive Network for Vide...	2019-04-28	Code
52	DeblurGANv2-MobileNet	28.17	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
53	DeblurGANv2-MobileNet-DSC	28.03	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code