Image Denoising on SSID PGD (20 attack iterations)
27.96PSNRNAFNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAFNetArchitecture=NAFNet2024.06 | 27.96 | 80.32 | |
| NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 27.33 | 76.37 | |
| NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.06 | 26.94 | 73.69 | |
| Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.06 | 26.72 | 89.86 | |
| Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.06 | 26.66 | 91.43 | |
| Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 26.09 | 89.13 | |
| Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.06 | 26.06 | 90.28 | |
| Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 25.92 | 89.61 | |
| NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.06 | 25.67 | 69.21 | |
| Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.31 | 88.39 | |
| Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 25.08 | 84.28 | |
| RestormerArchitecture=Restormer2024.06 | 25.01 | 89.61 | |
| NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.06 | 24.58 | 62.46 | |
| NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.06 | 24.58 | 62.46 | |
| NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.06 | 24.57 | 64.37 | |
| NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.06 | 23.8 | 61.63 |