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Image Deblurring on RealBlur-R

41.91PSNR

CogSENet+

Updated 23d ago

Evaluation Results

Method
CogSENet+ 2026.06	41.91	0.981	-	-	-	-	-	-	-	-
CogSENet 2026.06	41.83	0.9799	-	-	-	-	-	-	-	-
UPADNet 2026.06	41.29	0.979	-	-	-	-	-	-	-	-
EVSSM 2026.06	41.27	0.9776	-	-	-	-	-	-	-	-
EVSSM 2026.06	41.27	0.977	-	-	-	-	-	-	-	-
MRLPFNet 2026.06	40.92	0.9753	-	-	-	-	-	-	-	-
MLWNet 2026.06	40.69	0.976	-	-	-	-	-	-	-	-
Hi-IR-L 2024.11	40.4	0.976	-	-	-	-	-	-	-	-
GRL-B 2024.11	40.2	0.974	-	-	-	-	-	-	-	-
FFTformer 2026.03	40.11	0.9753	-	-	-	-	-	-	-	-
FFTformer 2026.06	40.11	0.9753	-	-	-	-	-	-	-	-
FFTformer 2026.06	40.11	0.9753	-	-	-	-	-	-	-	-
FMIMO-UNet* 2021.11	40.01	0.972	-	-	-	-	-	-	-	-
FMIMO-UNet+* 2021.11	40.01	0.973	-	-	-	-	-	-	-	-
BANet+ 2026.06	39.9	0.972	-	-	-	-	-	-	-	-
MSSNet 2024.11	39.84	0.972	-	-	-	-	-	-	-	-
DeepRFT+ 2024.11	39.84	0.972	-	-	-	-	-	-	-	-
Stripformer 2024.11	39.84	0.974	-	-	-	-	-	-	-	-
Stripformer 2026.06	39.84	0.9737	-	-	-	-	-	-	-	-
Stripformer 2026.06	39.84	0.9737	-	-	-	-	-	-	-	-
UFPNet 2026.06	39.84	0.974	-	-	-	-	-	-	-	-
NAFNet 2026.06	39.8	0.9731	-	-	-	-	-	-	-	-
BANet 2024.11	39.76	0.972	-	-	-	-	-	-	-	-
MAXIM-3S 2024.11	39.55	0.971	-	-	-	-	-	-	-	-
BANet 2026.06	39.55	0.971	-	-	-	-	-	-	-	-
MIMO-UNet+ 2024.11	39.45	0.962	-	-	-	-	-	-	-	-
MPRNet 2021.02	39.31	0.972	-	-	-	-	-	-	-	-
MPRNet* 2021.11	39.31	0.972	-	-	-	-	-	-	-	-
MPRNet 2024.11	39.31	0.972	-	-	-	-	-	-	-	-
MPRNet 2026.06	39.31	0.972	-	-	-	-	-	-	-	-
SRN 2021.02	38.65	0.965	-	-	-	-	-	-	-	-
SRN* 2021.11	38.65	0.965	-	-	-	-	-	-	-	-
SRN 2024.11	38.65	0.965	-	-	-	-	-	-	-	-
SRN 2026.06	38.65	0.9652	-	-	-	-	-	-	-	-
MIMO-Unet+ 2026.06	38.55	0.965	-	-	-	-	-	-	-	-
FAPE-IR 2025.11	37.77	0.97	0.05	14.74	0.07	-	-	-	-	-
AdaRevD 2026.06	36.56	0.957	-	-	-	-	-	-	-	-
AdaRevD 2026.06	36.53	0.957	-	-	-	-	-	-	-	-
Restormer+Ours-c 2024.03	36.47	0.962	-	-	-	-	-	-	-	-
DeblurGAN-v2 2021.02	36.44	0.935	-	-	-	-	-	-	-	-
DeblurGAN-v2* 2021.11	36.44	0.935	-	-	-	-	-	-	-	-
DeblurGAN-v2 2024.11	36.44	0.935	-	-	-	-	-	-	-	-
DeblurGAN-v2 2026.06	36.44	0.9347	-	-	-	-	-	-	-	-
ALGNet 2026.06	36.35	0.961	-	-	-	-	-	-	-	-
AdaIR 2026.03	36.28	0.958	-	-	-	-	-	-	-	-
Hyperbolic Model (Ours) 2026.06	36.27	0.96	-	-	-	-	-	-	-	-
MPRNet+Ours-c 2024.03	36.25	0.96	-	-	-	-	-	-	-	-
Uformer-B 2021.06	36.22	0.957	-	-	-	-	-	-	-	-
Uformer 2026.03	36.22	0.957	-	-	-	-	-	-	-	-
DeepSN-Net 2026.06	36.22	0.957	-	-	-	-	-	-	-	-
MambaIR 2026.03	36.2	0.957	-	-	-	-	-	-	-	-
Restormer 2021.11	36.19	0.957	-	-	-	-	-	-	-	-
Uformer 2021.11	36.19	0.956	-	-	-	-	-	-	-	-
Restormer 2024.03	36.19	0.957	-	-	-	-	-	-	-	-
Restormer 2026.03	36.19	0.957	-	-	-	-	-	-	-	-
Restormer 2026.06	36.19	0.957	-	-	-	-	-	-	-	-
Restormer 2026.06	36.19	0.957	-	-	-	-	-	-	-	-
ARF-IC 2026.03	36.18	0.9548	-	-	-	-	-	-	-	-
FMIMO-UNet+ 2021.11	36.11	0.955	-	-	-	-	-	-	-	-
Stripformer 2026.03	36.08	0.954	-	-	-	-	-	-	-	-
FNAFNet32 2021.11	36.07	0.955	-	-	-	-	-	-	-	-
MixNet 2026.03	36	0.956	-	-	-	-	-	-	-	-
D2Net 2026.03	36	0.956	-	-	-	-	-	-	-	-
DFPIR 2025.11	36	0.96	0.1	36.17	0.14	-	-	-	-	-
MPRNet 2021.02	35.99	0.952	-	-	-	-	-	-	-	-
MPRNet 2021.06	35.99	0.952	-	-	-	-	-	-	-	-
MPRNet 2021.11	35.99	0.952	-	-	-	-	-	-	-	-
MPRNet 2024.03	35.99	0.952	-	-	-	-	-	-	-	-
MPRNet 2026.06	35.99	0.952	-	-	-	-	-	-	-	-
NAFNet32 2021.11	35.97	0.951	-	-	-	-	-	-	-	-
FMIMO-UNet 2021.11	35.96	0.953	-	-	-	-	-	-	-	-
FMIMO-UNet-small 2021.11	35.92	0.952	-	-	-	-	-	-	-	-
TriFormer 2026.03	35.9	0.953	-	-	-	-	-	-	-	-
NAFNet 2026.06	35.89	0.962	-	-	-	-	-	-	-	-
NAFNet 2026.06	35.84	0.952	-	-	-	-	-	-	-	-
MT-RNN 2021.11	35.79	0.951	-	-	-	-	-	-	-	-
DMPHN 2021.02	35.7	0.948	-	-	-	-	-	-	-	-
DMPHN 2021.06	35.7	0.948	-	-	-	-	-	-	-	-
DMPHN 2021.11	35.7	0.948	-	-	-	-	-	-	-	-
MIMO-UNet++ 2026.03	35.7	0.949	-	-	-	-	-	-	-	-
SRN 2021.02	35.66	0.947	-	-	-	-	-	-	-	-
SRN 2021.06	35.66	0.947	-	-	-	-	-	-	-	-
SRN 2021.11	35.66	0.947	-	-	-	-	-	-	-	-
ERR 2026.03	35.6	0.95	-	-	-	-	-	-	-	-
MIMO-UNet+ 2021.11	35.54	0.947	-	-	-	-	-	-	-	-
UHDDIP 2026.03	35.5	0.949	-	-	-	-	-	-	-	-
Zhang et al. 2021.02	35.48	0.947	-	-	-	-	-	-	-	-
Zhang et al. 2021.06	35.48	0.947	-	-	-	-	-	-	-	-
Zhang et al. 2021.11	35.48	0.947	-	-	-	-	-	-	-	-
MIMO-UNet 2021.11	35.47	0.946	-	-	-	-	-	-	-	-
DUBLID 2026.06	35.35	0.925	-	-	-	-	-	-	-	-
UHDPromer 2026.03	35.27	0.9471	-	-	-	-	-	-	-	-
DeblurGAN-v2 2021.02	35.26	0.944	-	-	-	-	-	-	-	-
DeblurGAN-v2 2021.06	35.26	0.944	-	-	-	-	-	-	-	-
DeblurGAN-v2 2021.11	35.26	0.944	-	-	-	-	-	-	-	-
UHDformer 2026.03	34.7	0.942	-	-	-	-	-	-	-	-
Xu et al. 2021.02	34.46	0.937	-	-	-	-	-	-	-	-
Xu et al. 2021.06	34.46	0.937	-	-	-	-	-	-	-	-
Xu et al. 2021.11	34.46	0.937	-	-	-	-	-	-	-	-
Pan et al. 2021.02	34.01	0.916	-	-	-	-	-	-	-	-

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