Image Deblurring on HIDE (test)
32.92PSNRMLMIR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MLMIRSetting=task-aligned, trained_on=GoPro2026.06 | 32.92 | — | — | — | — | 0.957 | — | — | |
| MAXIM-3S2022.01 | 32.83 | — | — | — | — | 0.956 | — | — | |
| MAXIM2024.04 | 32.83 | — | — | — | — | 0.956 | — | — | |
| RevD-Lbackbone=UFPNet2024.06 | 32.37 | — | — | — | — | 0.953 | — | — | |
| AdaRevD-L2024.06 | 32.35 | — | — | — | — | 0.953 | — | — | |
| AdaRevD2025.10 | 32.35 | — | — | 0.0872 | — | 0.9525 | — | 0.0666 | |
| RevD-Bbackbone=UFPNet2024.06 | 32.27 | — | — | — | — | 0.952 | — | — | |
| AdaRevD-B2024.06 | 32.26 | — | — | — | — | 0.952 | — | — | |
| StarIRSetting=task-aligned, trained_on=GoPro2026.06 | 32.12 | — | — | — | — | 0.951 | — | — | |
| RevD-Sbackbone=UFPNet2024.06 | 32.08 | — | — | — | — | 0.95 | — | — | |
| EVSSM2024.05 | 31.99 | — | — | — | — | 0.9503 | — | — | |
| FFTformerAugmentation=+ID-Blau2023.12 | 31.94 | — | — | — | — | 0.949 | — | — | |
| MHNet-64Training Dataset=GoPro [75], channels=64, local version=false2023.02 | 31.93 | — | — | — | — | 0.951 | — | — | |
| RevD-Lbackbone=NAFNet2024.06 | 31.93 | — | — | — | — | 0.948 | — | — | |
| LoFormerTraining Dataset=GoPro2024.12 | 31.86 | 0.04 | 0.125 | 0.093 | 3.3 | 0.949 | — | — | |
| CAPTNet-64Model scale=642023.09 | 31.86 | — | — | — | — | 0.949 | — | — | |
| RevD-Bbackbone=NAFNet2024.06 | 31.86 | — | — | — | — | 0.948 | — | — | |
| LoFormer-LParam. (M)=492024.03 | 31.86 | — | — | — | — | 0.949 | 32.16 | — | |
| UFPNetTraining Dataset=GoPro2024.12 | 31.74 | 0.066 | 0.15 | 0.093 | 3.13 | 0.947 | — | — | |
| XYScanNetTraining Dataset=GoPro2024.12 | 31.74 | 0.035 | 0.118 | 0.091 | 3.52 | 0.947 | — | — | |
| UFPNet#P(M)=80.32024.04 | 31.74 | — | — | — | — | 0.947 | — | — | |
| UFPNet2024.06 | 31.74 | — | — | — | — | 0.947 | — | — | |
| UFPNetParam. (M)=80.32024.03 | 31.74 | — | — | — | — | 0.947 | 32.62 | — | |
| UFPNet2025.10 | 31.74 | — | — | 0.0931 | — | 0.9471 | — | 0.0676 | |
| MISC*Training Dataset=GoPro2024.12 | 31.66 | — | — | — | — | 0.946 | — | — | |
| MISC Filter#P(M)=16.0, RT(s)=0.072024.04 | 31.66 | — | — | — | — | 0.946 | — | — | |
| RestormerAugmentation=+ID-Blau2023.12 | 31.66 | — | — | — | — | 0.947 | — | — | |
| DeepRFT+2024.06 | 31.66 | — | — | — | — | 0.946 | — | — | |
| GRL2024.05 | 31.65 | — | — | — | — | 0.947 | — | — | |
| Omni-DeblurringSetting=task-aligned, trained_on=GoPro2026.06 | 31.65 | — | — | — | — | 0.947 | — | — | |
| ALGNet†Training Dataset=GoPro2024.12 | 31.64 | 0.083 | 0.166 | 0.1 | 3.2 | 0.947 | — | — | |
| MRLPFNet2024.06 | 31.63 | — | — | — | — | 0.947 | — | — | |
| FFTformerTraining Dataset=GoPro2024.12 | 31.62 | 0.051 | 0.139 | 0.096 | 3.29 | 0.945 | — | — | |
| OursParameters (M)=16.6, Training dataset=GoPro2022.11 | 31.62 | — | — | — | — | 0.9455 | — | — | |
| FFTformer#P(M)=16.6, RT(s)=0.132024.04 | 31.62 | — | — | — | — | 0.945 | — | — | |
| FFTformerAugmentation=Baseline2023.12 | 31.62 | — | — | — | — | 0.946 | — | — | |
| FFTformer2023.09 | 31.62 | — | — | — | — | 0.945 | — | — | |
| FFTformer2024.06 | 31.62 | — | — | — | — | 0.946 | — | — | |
| FFTformerParam. (M)=16.62024.03 | 31.62 | — | — | — | — | 0.946 | 31.75 | — | |
| FFTformer2024.05 | 31.62 | — | — | — | — | 0.9455 | — | — | |
| StripformerAugmentation=+ID-Blau2023.12 | 31.5 | — | — | — | — | 0.944 | — | — | |
| Restormer-localParameters (M)=26.1, Training dataset=GoPro2022.11 | 31.49 | — | — | — | — | 0.9447 | — | — | |
| Restormer-localTraining Dataset=GoPro [75], local version=true2023.02 | 31.49 | — | — | — | — | 0.945 | — | — | |
| Restormer+local#P(M)=26.1, RT(s)=0.422024.04 | 31.49 | — | — | — | — | 0.944 | — | — | |
| Restormer-localLocal processing=true2023.09 | 31.49 | — | — | — | — | 0.945 | — | — | |
| Restormer-localprocessing=local2024.05 | 31.49 | — | — | — | — | 0.9447 | — | — | |
| DeblurDiNAT-LParam. (M)=16.12024.03 | 31.47 | — | — | — | — | 0.944 | 32.18 | — | |
| CU-mamba2024.05 | 31.47 | — | — | — | — | 0.944 | — | — | |
| HI-Difftrained_on=GoPro2023.05 | 31.46 | — | — | — | — | 0.945 | — | — | |
| HI-Diff2025.10 | 31.46 | — | — | 0.1055 | — | 0.9446 | — | 0.0725 | |
| DeepRFT+#P(M)=23, RT(s)=0.092024.04 | 31.42 | — | — | — | — | 0.944 | — | — | |
| DeepRFT+2024.05 | 31.42 | — | — | — | — | 0.944 | — | — | |
| NAFNet642024.06 | 31.32 | — | — | — | — | 0.943 | — | — | |
| NAFNetParam. (M)=67.92024.03 | 31.32 | — | — | — | — | 0.943 | 31.87 | — | |
| NAFNetTraining Dataset=GoPro2024.12 | 31.31 | 0.043 | 0.137 | 0.103 | 3.22 | 0.942 | — | — | |
| NAFNetParameters (M)=67.9, Training dataset=GoPro2022.11 | 31.31 | — | — | — | — | 0.9427 | — | — | |
| NAFNet#P(M)=67.9, RT(s)=0.042024.04 | 31.31 | — | — | — | — | 0.942 | — | — | |
| NAFNet-localLocal processing=true2023.09 | 31.31 | — | — | — | — | 0.943 | — | — | |
| NAFNet2024.05 | 31.31 | — | — | — | — | 0.9427 | — | — | |
| MSFS-Net-localTraining Dataset=GoPro [75], local version=true2023.02 | 31.3 | — | — | — | — | 0.943 | — | — | |
| ENS (Ours)trained_on=GoPro2026.05 | 31.25 | — | — | — | — | 0.943 | — | — | |
| RestormerTraining Dataset=GoPro2024.12 | 31.22 | 0.052 | 0.15 | 0.108 | 3.42 | 0.942 | — | — | |
| RestormerParameters (M)=26.1, Training dataset=GoPro2022.11 | 31.22 | — | — | — | — | 0.9423 | — | — | |
| Restormertrained_on=GoPro2023.05 | 31.22 | — | — | — | — | 0.942 | — | — | |
| RestormerTraining Dataset=GoPro [75], local version=false2023.02 | 31.22 | — | — | — | — | 0.942 | — | — | |
| Restormer#P(M)=26.1, RT(s)=0.082024.04 | 31.22 | — | — | — | — | 0.942 | — | — | |
| RestormerAugmentation=Baseline2023.12 | 31.22 | — | — | — | — | 0.942 | — | — | |
| Restormer2023.09 | 31.22 | — | — | — | — | 0.942 | — | — | |
| Restormer2024.06 | 31.22 | — | — | — | — | 0.942 | — | — | |
| RestormerParam. (M)=26.12024.03 | 31.22 | — | — | — | — | 0.942 | 32.12 | — | |
| Restormertrained_on=GoPro2026.01 | 31.22 | — | — | — | — | 0.942 | — | — | |
| Restormer2025.10 | 31.22 | — | — | 0.1082 | — | 0.9423 | — | 0.073 | |
| Restormertrained_on=GoPro2026.05 | 31.22 | — | — | — | — | 0.942 | — | — | |
| Restormer2025.11 | 31.22 | — | — | — | — | 0.942 | — | — | |
| ViT+FFT-ReLU2025.11 | 31.22 | — | — | — | — | 0.942 | — | — | |
| MPRNet-localParameters (M)=20.1, Training dataset=GoPro2022.11 | 31.19 | — | — | — | — | 0.9418 | — | — | |
| MPRNet-localTraining Dataset=GoPro [75], local version=true2023.02 | 31.19 | — | — | — | — | 0.945 | — | — | |
| MPRNet-localLocal processing=true2023.09 | 31.19 | — | — | — | — | 0.945 | — | — | |
| Restormer2024.05 | 31.19 | — | — | — | — | 0.9418 | — | — | |
| MPRNet-localprocessing=local2024.05 | 31.19 | — | — | — | — | 0.9418 | — | — | |
| CAPTNet-32Model scale=322023.09 | 31.08 | — | — | — | — | 0.941 | — | — | |
| MLWNet-Bvariant=Base2024.05 | 31.06 | — | — | — | — | 0.932 | — | — | |
| MSFS-NetTraining Dataset=GoPro [75], local version=false2023.02 | 31.05 | — | — | — | — | 0.941 | — | — | |
| FSNetSetting=task-aligned, trained_on=GoPro2026.06 | 31.05 | — | — | — | — | 0.941 | — | — | |
| StripformerNumber of Parameters (M)=20, Inference Time (ms)=432022.04 | 31.03 | — | — | — | — | 0.94 | — | — | |
| StripformerParameters (M)=19.7, Training dataset=GoPro2022.11 | 31.03 | — | — | — | — | 0.9395 | — | — | |
| Stripformertrained_on=GoPro2023.05 | 31.03 | — | — | — | — | 0.94 | — | — | |
| Stripformer#P(M)=26.1, RT(s)=0.042024.04 | 31.03 | — | — | — | — | 0.939 | — | — | |
| StripformerAugmentation=Baseline2023.12 | 31.03 | — | — | — | — | 0.94 | — | — | |
| Stripformer2024.06 | 31.03 | — | — | — | — | 0.94 | — | — | |
| Stripformer2024.05 | 31.03 | — | — | — | — | 0.9395 | — | — | |
| Stripformer2025.11 | 31.03 | — | — | — | — | 0.939 | — | — | |
| MHNet-32Training Dataset=GoPro [75], channels=32, local version=false2023.02 | 31.02 | — | — | — | — | 0.949 | — | — | |
| MSDI-Net#P(M)=135.42024.04 | 31.02 | — | — | — | — | 0.94 | — | — | |
| MambaIRSetting=task-aligned, trained_on=GoPro2026.06 | 31.01 | — | — | — | — | 0.939 | — | — | |
| MPRNetTraining Dataset=GoPro2024.12 | 30.96 | 0.055 | 0.168 | 0.114 | 3.46 | 0.939 | — | — | |
| MPRNetTraining dataset=GoPro, Evaluation protocol=Zero-shot cross-dataset2021.02 | 30.96 | — | — | — | — | 0.939 | — | — | |
| MPRNet2022.01 | 30.96 | — | — | — | — | 0.939 | — | — | |
| MPRNetNumber of Parameters (M)=20, Inference Time (ms)=1402022.04 | 30.96 | — | — | — | — | 0.939 | — | — | |
| MPRNetParameters (M)=20.1, Training dataset=GoPro2022.11 | 30.96 | — | — | — | — | 0.9397 | — | — |