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ResearchFormerly WizWand

Image Denoising on SSID PGD 5 attack iterations

29.36PSNRNAFNet
26.527.242527.98528.7275Jun 11, 2024
Updated 4mo ago

Evaluation results

MethodLinks
NAFNetArchitecture=NAFNet2024.0629.3684.94
NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0629.1483.37
NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.0629.1182.77
NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.0628.5880.99
NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0628.5880.99
NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0628.3978.38
Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.0628.3192.21
NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0628.2279.14
Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0628.0292.6
NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.0627.9178.44
Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.0627.6692.52
Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0627.5692.51
Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0627.291.39
Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0627.0991.57
RestormerArchitecture=Restormer2024.0626.7391.94
Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.0626.6187.36