Image Denoising on SSID CosPGD, 10 attack iterations
28.47PSNRNAFNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAFNetArchitecture=NAFNet2024.06 | 28.47 | 82.6 | |
| NAFNetArchitecture=NAFNet2024.06 | 28.43 | 82.43 | |
| NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 27.98 | 79.53 | |
| NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 27.98 | 79.52 | |
| NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.06 | 27.92 | 78.41 | |
| NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.06 | 27.91 | 78.41 | |
| Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.06 | 27.26 | 90.75 | |
| Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.06 | 27.23 | 90.82 | |
| Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.06 | 27.13 | 91.86 | |
| Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.06 | 27.13 | 91.8 | |
| NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.06 | 26.9 | 73.83 | |
| NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 26.9 | 73.83 | |
| NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.06 | 26.9 | 73.83 | |
| NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 26.9 | 73.83 | |
| Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 26.72 | 90.58 | |
| Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 26.71 | 90.56 | |
| NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.06 | 26.69 | 73.95 | |
| Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 26.67 | 91.43 | |
| NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.06 | 26.65 | 73.83 | |
| Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 26.63 | 91.28 | |
| Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 26.42 | 90.41 | |
| Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 26.42 | 90.46 | |
| NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 26.41 | 72.44 | |
| NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 26.41 | 72.43 | |
| Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.95 | 89.76 | |
| Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.94 | 89.7 | |
| NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 25.9 | 69.38 | |
| NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 25.88 | 69.31 | |
| RestormerArchitecture=Restormer2024.06 | 25.66 | 90.68 | |
| RestormerArchitecture=Restormer2024.06 | 25.64 | 90.67 | |
| Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.64 | 86.01 | |
| Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.64 | 85.98 |