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ResearchFormerly WizWand

Image Denoising on SSID CosPGD (20 attack iterations)

27.97PSNRNAFNet
23.612424.743725.87527.0063Jun 11, 2024
Updated 4mo ago

Evaluation results

MethodLinks
NAFNetArchitecture=NAFNet2024.0627.970.8047
NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0627.310.7636
NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.0626.930.7366
Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.0626.750.8993
Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.0626.650.9137
Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0626.080.8916
Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0626.080.9034
Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0625.920.8965
NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.0625.690.6931
Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.30.883
Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.130.8462
RestormerArchitecture=Restormer2024.0625.050.8961
NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.0624.590.6252
NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0624.590.6252
NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0624.550.6426
NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0623.780.6152