Image Denoising on SSID CosPGD, 5 attack iterations
29.36PSNRNAFNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAFNetArchitecture=NAFNet2024.06 | 29.36 | 84.94 | |
| NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 29.14 | 83.37 | |
| NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.06 | 29.11 | 82.77 | |
| NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.06 | 28.58 | 80.99 | |
| NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 28.58 | 80.99 | |
| NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 28.39 | 78.38 | |
| Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.06 | 28.28 | 92.17 | |
| NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 28.22 | 79.14 | |
| Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 28.03 | 92.57 | |
| NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.06 | 27.9 | 78.39 | |
| Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.06 | 27.66 | 92.51 | |
| Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 27.56 | 92.52 | |
| Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 27.2 | 91.38 | |
| Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 27.1 | 91.58 | |
| RestormerArchitecture=Restormer2024.06 | 26.76 | 91.96 | |
| Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 26.63 | 87.49 |