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ResearchFormerly WizWand

Image Denoising on SSID CosPGD, 10 attack iterations

28.47PSNRNAFNet
25.526826.290927.05527.8191Jun 11, 2024
Updated 4mo ago

Evaluation results

MethodLinks
NAFNetArchitecture=NAFNet2024.0628.4782.6
NAFNetArchitecture=NAFNet2024.0628.4382.43
NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0627.9879.53
NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0627.9879.52
NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.0627.9278.41
NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.0627.9178.41
Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.0627.2690.75
Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.0627.2390.82
Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.0627.1391.86
Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.0627.1391.8
NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.0626.973.83
NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0626.973.83
NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.0626.973.83
NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0626.973.83
Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0626.7290.58
Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0626.7190.56
NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.0626.6973.95
Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0626.6791.43
NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.0626.6573.83
Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0626.6391.28
Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0626.4290.41
Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0626.4290.46
NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0626.4172.44
NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0626.4172.43
Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.9589.76
Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.9489.7
NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0625.969.38
NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0625.8869.31
RestormerArchitecture=Restormer2024.0625.6690.68
RestormerArchitecture=Restormer2024.0625.6490.67
Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.6486.01
Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.6485.98