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Deblurring on RealBlur-J

34.72PSNR

CogSENet+

Updated 23d ago

Evaluation Results

Method
CogSENet+ 2026.06	34.72	0.9488
CogSENet 2026.06	34.54	0.9473
UPADNet 2026.06	34.35	0.946
EVSSM 2026.06	34.34	0.9456
EVSSM 2026.06	34.34	0.945
MLWNet 2026.06	33.84	0.941
MRLPFNet 2026.06	33.19	0.9361
Hi-IR-L 2024.11	32.92	0.933
MAXIM-3S 2024.11	32.84	0.935
GRL-B 2024.11	32.82	0.932
FMIMO-UNet* 2021.11	32.65	0.931
FMIMO-UNet+* 2021.11	32.63	0.933
FFTformer 2026.03	32.62	0.9326
FFTformer 2026.06	32.62	0.9326
FFTformer 2026.06	32.62	0.9326
Stripformer 2024.11	32.48	0.929
Stripformer 2026.06	32.48	0.929
Stripformer 2026.06	32.48	0.929
UFPNet 2026.06	32.48	0.929
BANet+ 2026.06	32.42	0.929
NAFNet 2026.06	32.4	0.9249
DeepRFT+ 2024.11	32.19	0.931
MatRes 2026.04	32.16	0.835
BANet 2024.11	32.1	0.928
MSSNet 2024.11	32.1	0.928
MIMO-UNet+ 2024.11	32.05	0.921
BANet 2026.06	32	0.923
MIMO-Unet+ 2026.06	31.92	0.919
MPRNet 2021.02	31.76	0.922
MPRNet* 2021.11	31.76	0.922
MPRNet 2024.11	31.76	0.922
MPRNet 2026.06	31.76	0.922
Stripformer 2026.04	31.44	0.748
SRN 2021.02	31.38	0.909
SRN* 2021.11	31.38	0.909
SRN 2024.11	31.38	0.909
SRN 2026.06	31.38	0.9091
HI-DIFF 2026.04	31.2	0.812
AdaRevD 2026.06	30.12	0.894
AdaRevD 2026.06	30.12	0.894
Blur2Blur 2026.04	30.08	0.764
Hyperbolic Model (Ours) 2026.06	29.97	0.903
DeblurGAN-v2 2021.02	29.69	0.87
DeblurGAN-v2* 2021.11	29.69	0.87
DeblurGAN-v2 2024.11	29.69	0.87
DeblurGAN-v2 2026.06	29.69	0.8703
DeepSN-Net 2026.06	29.3	0.895
Restormer+Ours-c 2024.03	29.21	0.883
ALGNet 2026.06	29.12	0.886
Uformer 2021.11	29.09	0.886
Uformer-B 2021.06	29.06	0.884
Uformer 2026.03	29.06	0.884
AdaIR 2026.03	29	0.882
MPRNet+Ours-c 2024.03	28.98	0.881
Restormer 2021.11	28.96	0.879
Restormer 2024.03	28.96	0.879
Restormer 2026.03	28.96	0.879
Restormer 2026.06	28.96	0.879
NAFNet 2026.06	28.96	0.873
Restormer 2026.06	28.96	0.879
MambaIR 2026.03	28.9	0.878
FMIMO-UNet+ 2021.11	28.88	0.88
Stripformer 2026.03	28.82	0.876
ARF-IC 2026.03	28.82	0.8729
SPAIR 2021.06	28.81	0.875
SPAIR 2021.11	28.81	0.875
FNAFNet32 2021.11	28.78	0.879
NAFNet32 2021.11	28.75	0.875
FMIMO-UNet 2021.11	28.72	0.871
DeblurGAN-v2 2021.02	28.7	0.866
MPRNet 2021.02	28.7	0.873
DeblurGAN-v2 2021.06	28.7	0.866
MPRNet 2021.06	28.7	0.873
DeblurGAN-v2 2021.11	28.7	0.866
MPRNet 2021.11	28.7	0.873
MPRNet 2024.03	28.7	0.873
MPRNet 2026.06	28.7	0.873
D2Net 2026.03	28.6	0.874
FMIMO-UNet-small 2021.11	28.58	0.864
SRN 2021.02	28.56	0.867
SRN 2021.06	28.56	0.867
SRN 2021.11	28.56	0.867
MixNet 2026.03	28.5	0.872
MT-RNN 2021.11	28.44	0.862
DMPHN 2021.02	28.42	0.86
DMPHN 2021.06	28.42	0.86
DMPHN 2021.11	28.42	0.86
DUBLID 2026.06	28.42	0.86
TriFormer 2026.03	28.4	0.87
ERR 2026.03	28.1	0.862
UHDDIP 2026.03	28	0.86
DeblurGAN 2021.02	27.97	0.834
DeblurGAN 2021.06	27.97	0.834
DeblurGAN 2021.11	27.97	0.834
NAFNet 2026.06	27.94	0.854
UHDPromer 2026.03	27.92	0.8595
Nah et al. 2021.02	27.87	0.827
Nah et al. 2021.06	27.87	0.827
Nah et al. 2021.11	27.87	0.827
Zhang et al. 2021.02	27.8	0.847

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