2D Classification on HIDE (trained on GOPRO)

Metric: SSIM (sRGB) (higher is better)

LeaderboardDataset

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Results

#	Model↕	SSIM (sRGB)▼	Augmentations	Paper	Date↕	Code
1	MAXIM	0.956	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
2	AdaRevD	0.953	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	Uformer-B	0.952	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
4	ID-Blau (FFTformer)	0.949	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
5	CAPTNet	0.949	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
6	LoFormer	0.949	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
7	XYScanNet	0.947	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
8	ID-Blau (Restormer)	0.947	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
9	DeepRFT+	0.946	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
10	LaKDNet	0.946	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
11	FFTformer	0.9455	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
12	Restormer-TLC	0.945	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
13	ID-Blau (Stripformer)	0.944	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
14	DeblurDiNAT-L	0.944	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
15	Restormer	0.942	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
16	MPRNet-TLC	0.942	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
17	Stripformer	0.94	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
18	MPRNet	0.939	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
19	BANet	0.93	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
20	Suin et al	0.93	No	-	-	-
21	DMPHN	0.924	No	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
22	MT-RNN	0.918	No	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
23	DBGAN	0.915	No	Deblurring by Realistic Blurring	2020-04-04	Code
24	SRN	0.915	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
25	Gao et al	0.913	No	-	-	-