10-shot image generation on HIDE (trained on GOPRO)

Metric: PSNR (sRGB) (higher is better)

LeaderboardDataset

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Results

#	Model↕	PSNR (sRGB)▼	Extra Data	Paper	Date↕	Code
1	MAXIM	32.83	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
2	AdaRevD	32.35	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
3	ID-Blau (FFTformer)	31.94	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
4	CAPTNet	31.86	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
5	LoFormer	31.86	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
6	XYScanNet	31.74	No	XYScanNet: A State Space Model for Single Image ...	2024-12-13	-
7	ID-Blau (Restormer)	31.66	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
8	DeepRFT+	31.66	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
9	FFTformer	31.62	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
10	LaKDNet	31.58	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
11	ID-Blau (Stripformer)	31.5	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
12	Restormer-TLC	31.49	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
13	DeblurDiNAT-L	31.47	No	DeblurDiNAT: A Compact Model with Exceptional Ge...	2024-03-19	Code
14	Restormer	31.22	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
15	MPRNet-TLC	31.19	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
16	Stripformer	31.03	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
17	MPRNet	30.96	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
18	Uformer-B	30.83	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
19	BANet	30.16	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
20	Suin et al	29.98	No	-	-	-
21	MT-RNN	29.15	No	Multi-Temporal Recurrent Neural Networks For Pro...	2019-11-18	Code
22	Gao et al	29.11	No	-	-	-
23	DMPHN	29.09	No	Deep Stacked Hierarchical Multi-patch Network fo...	2019-04-06	Code
24	DBGAN	28.94	No	Deblurring by Realistic Blurring	2020-04-04	Code
25	SRN	28.36	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
26	Nah et al	25.73	No	Deep Multi-scale Convolutional Neural Network fo...	2016-12-07	Code