Image Deblurring on RSBlur (test)
34.94PSNRMLWNet-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MLWNet-BTraining dataset=RSBlur2023.12 | 34.94 | 88 | — | |
| SegDeblur-LGMACs=62.68, test-time local converter (TLC)=true2024.04 | 34.63 | 87.6 | — | |
| SFNetTraining dataset=RSBlur2023.12 | 34.35 | 87.2 | — | |
| SegDeblur-LGMACs=62.682024.04 | 34.21 | 87 | — | |
| Uformer-BTraining dataset=RSBlur2023.12 | 33.98 | 86.6 | — | |
| Uformer-BGMACs=89.502024.04 | 33.98 | 86.6 | — | |
| Uformer-BParam (M)=50.92026.05 | 33.98 | 86.6 | — | |
| NAFNet-64GMACs=63.642024.04 | 33.97 | 86.6 | — | |
| SegDeblur-SGMACs=14.442024.04 | 33.96 | 86.5 | — | |
| RestormerTraining dataset=RSBlur2023.12 | 33.69 | 86.3 | — | |
| RestormerGMACs=141.002024.04 | 33.69 | 86.3 | — | |
| RestormerParam (M)=26.12026.05 | 33.69 | 86.28 | — | |
| MPRNetTraining dataset=RSBlur2023.12 | 33.61 | 86.1 | — | |
| MPRNetGMACs=777.012024.04 | 33.61 | 86.1 | — | |
| MPRNetParam (M)=20.12026.05 | 33.61 | 86.14 | — | |
| MIMO-Unet+Training dataset=RSBlur2023.12 | 33.37 | 85.6 | — | |
| MIMO-UNet+GMACs=154.412024.04 | 33.37 | 85.6 | — | |
| MiMO-UNet+Param (M)=16.12026.05 | 33.37 | 85.6 | — | |
| FSM-NetParam (M)=4.942026.05 | 33.16 | 85.33 | — | |
| MIMO-UnetTraining dataset=RSBlur2023.12 | 32.73 | 84.6 | — | |
| MiMO-UNetParam (M)=6.102026.05 | 32.73 | 84.57 | — | |
| SRNTraining dataset=RSBlur2023.12 | 32.53 | 84 | — | |
| SRN-DeblurGMACs=1431.822024.04 | 32.53 | 84 | — | |
| SRN-DeblurParam (M)=3.762026.05 | 32.53 | 83.98 | — | |
| NAFNet-C16-L28Param (M)=4.352026.05 | 32.42 | 84 | — | |
| MLWNet-BTraining Dataset=RealBlur-J, MACs(G)=108.2, Patch Size=256x2562023.12 | 30.91 | 81.8 | — | |
| BANet+Training Dataset=RealBlur-J, MACs(G)=588.7, Patch Size=256x2562023.12 | 30.24 | 80.9 | — | |
| BANetTraining Dataset=RealBlur-J, MACs(G)=263.9, Patch Size=256x2562023.12 | 30.19 | 80.6 | — | |
| DeblurGAN-v2Training Dataset=RealBlur-J, MACs(G)=42, Patch Size=256x2562023.12 | 30.15 | 76.6 | — | |
| MSSNetTraining Dataset=RealBlur-J, MACs(G)=154, Patch Size=256x2562023.12 | 29.86 | 80.6 | — | |
| FFTformerTraining Dataset=RealBlur-J, MACs(G)=131.8, Patch Size=256x2562023.12 | 29.7 | 78.7 | — | |
| MIMO-UNet+Training Dataset=RealBlur-J, MACs(G)=154.4, Patch Size=256x2562023.12 | 29.69 | 79.2 | — | |
| MPRNetTraining Dataset=RealBlur-J, MACs(G)=760.8, Patch Size=256x2562023.12 | 29.56 | 78.5 | — | |
| OursTraining Epochs=5002026.05 | 28.42 | 87.68 | 0.1106 | |
| AdaRevDTraining Epochs=5002026.05 | 27.01 | 86.19 | 0.1937 | |
| FFTformerTraining Epochs=5002026.05 | 26.36 | 81.19 | 0.2775 | |
| EVSSMTraining Epochs=5002026.05 | 21.14 | 75.89 | 0.3524 | |
| DeblurDiffTraining Epochs=5002026.05 | 21.08 | 74.6 | 0.2127 |