Deblurring on RealBlur-R

Metric: PSNR (sRGB) (higher is better)

LeaderboardDataset

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#	Model↕	PSNR (sRGB)▼	Extra Data	Paper	Date↕	Code
1	AdaRevD	41.19	No	AdaRevD: Adaptive Patch Exiting Reversible Decod...	2024-06-13	Code
2	ALGNet	41.16	No	Learning Enriched Features via Selective State S...	2024-03-29	Code
3	ID-Blau (Stripformer)	41.06	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
4	MLWNet	40.69	No	Efficient Multi-scale Network with Learnable Dis...	2023-12-29	Code
5	ID-Blau (FFTformer)	40.45	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
6	ID-Blau (Restormer)	40.31	No	ID-Blau: Image Deblurring by Implicit Diffusion-...	2023-12-18	Code
7	LoFormer	40.23	No	LoFormer: Local Frequency Transformer for Image ...	2024-07-24	Code
8	FFTformer	40.11	No	Efficient Frequency Domain-based Transformers fo...	2022-11-22	Code
9	DeepRFT+	40.01	No	Intriguing Findings of Frequency Selection for I...	2021-11-23	Code
10	Stripformer	39.84	No	Stripformer: Strip Transformer for Fast Image De...	2022-04-10	Code
11	MSSNet	39.76	No	MSSNet: Multi-Scale-Stage Network for Single Ima...	2022-02-19	Code
12	BANet	39.55	No	BANet: Blur-aware Attention Networks for Dynamic...	2021-01-19	Code
13	MAXIM	39.45	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
14	MPRNet	39.31	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
15	SRN	38.65	No	Scale-recurrent Network for Deep Image Deblurring	2018-02-06	Code
16	DeblurGAN-v2	36.44	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code

#1AdaRevDSOTA
41.19
PSNR (sRGB)· 2024-06-13
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Code
#2ALGNetSOTA
41.16
PSNR (sRGB)· 2024-03-29
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Code
#3ID-Blau (Stripformer)SOTA
41.06
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#4MLWNet
40.69
PSNR (sRGB)· 2023-12-29
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Code
#5ID-Blau (FFTformer)
40.45
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#6ID-Blau (Restormer)
40.31
PSNR (sRGB)· 2023-12-18
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Code
#7LoFormer
40.23
PSNR (sRGB)· 2024-07-24
LoFormer: Local Frequency Transformer for Image Deblurring Code
#8FFTformerSOTA
40.11
PSNR (sRGB)· 2022-11-22
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Code
#9DeepRFT+SOTA
40.01
PSNR (sRGB)· 2021-11-23
Intriguing Findings of Frequency Selection for Image Deblurring Code
#10Stripformer
39.84
PSNR (sRGB)· 2022-04-10
Stripformer: Strip Transformer for Fast Image Deblurring Code
#11MSSNet
39.76
PSNR (sRGB)· 2022-02-19
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Code
#12BANetSOTA
39.55
PSNR (sRGB)· 2021-01-19
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
#13MAXIM
39.45
PSNR (sRGB)· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#14MPRNet
39.31
PSNR (sRGB)· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#15SRNSOTA
38.65
PSNR (sRGB)· 2018-02-06
Scale-recurrent Network for Deep Image Deblurring Code
#16DeblurGAN-v2
36.44
PSNR (sRGB)· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code