Image Denoising on SSID CosPGD (20 attack iterations)
27.97PSNRNAFNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAFNetArchitecture=NAFNet2024.06 | 27.97 | 0.8047 | |
| NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 27.31 | 0.7636 | |
| NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.06 | 26.93 | 0.7366 | |
| Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.06 | 26.75 | 0.8993 | |
| Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.06 | 26.65 | 0.9137 | |
| Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 26.08 | 0.8916 | |
| Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 26.08 | 0.9034 | |
| Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 25.92 | 0.8965 | |
| NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.06 | 25.69 | 0.6931 | |
| Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.3 | 0.883 | |
| Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.13 | 0.8462 | |
| RestormerArchitecture=Restormer2024.06 | 25.05 | 0.8961 | |
| NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.06 | 24.59 | 0.6252 | |
| NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 24.59 | 0.6252 | |
| NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 24.55 | 0.6426 | |
| NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 23.78 | 0.6152 |