10-shot image generation on GoPro

Metric: Params (M) (higher is better)

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#	Model↕	Params (M)▼	Extra Data	Paper	Date↕	Code
1	UFPDeblur	80.3	No	-	-	Code
2	NAFNet - TLC	67.89	No	Simple Baselines for Image Restoration	2022-04-10	Code
3	Uformer-B	50.88	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
4	LAKDNet	37.5	No	Revisiting Image Deblurring with an Efficient Co...	2023-02-04	Code
5	Restormer-TLC	26.13	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
6	Restormer	26.13	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
7	MPRNet-TLC	20.1	No	Improving Image Restoration by Revisiting Global...	2021-12-08	Code
8	MPRNet	20.1	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
9	GRL	19.81	No	Efficient and Explicit Modelling of Image Hierar...	2023-03-01	Code
10	MHNet	17	No	Mixed Hierarchy Network for Image Restoration	2023-02-19	Code
11	MADANet	16.9	Yes	-	-	-
12	fftformer	16.6	Yes	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
13	MIMO-UNet++	16.1	No	Rethinking Coarse-to-Fine Approach in Single Ima...	2021-08-11	Code
14	MR-VNet	12.3	No	-	-	-
15	DeepDeblur-PyTorch	11.72	Yes	-	-	-
16	SRN	8.06	Yes	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
17	DeblurGAN-v2	5.08	Yes	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1UFPDeblur
80.3
Params (M)
No paperCode
#2NAFNet - TLCSOTA
67.89
Params (M)· 2022-04-10
Simple Baselines for Image Restoration Code
#3Uformer-BSOTA
50.88
Params (M)· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#4LAKDNet
37.5
Params (M)· 2023-02-04
Revisiting Image Deblurring with an Efficient ConvNet Code
#5Restormer-TLC
26.13
Params (M)· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#6Restormer
26.13
Params (M)· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#7MPRNet-TLC
20.1
Params (M)· 2021-12-08
Improving Image Restoration by Revisiting Global Information Aggregation Code
#8MPRNetSOTA
20.1
Params (M)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#9GRL
19.81
Params (M)· 2023-03-01
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration Code
#10MHNet
17
Params (M)· 2023-02-19
Mixed Hierarchy Network for Image Restoration Code
#11MADANet
16.9
Params (M)· Extra Data
No paper
#12fftformer
16.6
Params (M)· Extra Data· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#13MIMO-UNet++
16.1
Params (M)· 2021-08-11
Rethinking Coarse-to-Fine Approach in Single Image Deblurring Code
#14MR-VNet
12.3
Params (M)
No paper
#15DeepDeblur-PyTorch
11.72
Params (M)· Extra Data
No paper
#16SRNSOTA
8.06
Params (M)· Extra Data· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#17DeblurGAN-v2
5.08
Params (M)· Extra Data· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code