Blind Image Deblurring on RealBlur-J

Metric: SSIM (sRGB) (higher is better)

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#	Model↕	SSIM (sRGB)▼	Extra Data	Paper	Date↕	Code
1	ALGNet	0.946	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
2	AdaRevD	0.944	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	MLWNet	0.941	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
4	ID-Blau (Stripformer)	0.94	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
5	ID-Blau (Restormer)	0.937	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
6	MAXIM	0.935	Yes	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
7	ID-Blau (FFTformer)	0.934	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
8	LoFormer	0.933	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
9	DeepRFT+	0.933	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
10	FFTformer	0.9326	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
11	Stripformer	0.929	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
12	MSSNet	0.928	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
13	BANet	0.923	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
14	MPRNet	0.922	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
15	MIMO-UNet++	0.921	Yes	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
16	SRN	0.909	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
17	DeblurGAN-v2	0.87	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code