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ResearchFormerly WizWand

Image Denoising on SSID PGD (20 attack iterations)

27.96PSNRNAFNet
23.633624.756825.8827.0032Jun 11, 2024
Updated 4mo ago

Evaluation results

MethodLinks
NAFNetArchitecture=NAFNet2024.0627.9680.32
NAFNet + FP + FirstLayerDropArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0627.3376.37
NAFNet + FPArchitecture=NAFNet, Pooling=FrequencyPreservedPooling2024.0626.9473.69
Restormer + FPArchitecture=Restormer, Pooling=FrequencyPreservedPooling2024.0626.7289.86
Restormer + FreqAvgUpArchitecture=Restormer, Upsampling=FreqAvgUp2024.0626.6691.43
Restormer + FP + DropHighArchitecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0626.0989.13
Restormer + FP + FirstLayerDropArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true2024.0626.0690.28
Restormer + FP + FirstLayerDrop + FreqAvgUpArchitecture=Restormer, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0625.9289.61
NAFNet + FreqAvgUpArchitecture=NAFNet, Upsampling=FreqAvgUp2024.0625.6769.21
Restormer + FP + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.3188.39
Restormer + FP + DropHigh + FreqAvgUp (BoA)Architecture=Restormer, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp, Protocol=BoA2024.0625.0884.28
RestormerArchitecture=Restormer2024.0625.0189.61
NAFNet + FP + DropHigh + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true, Upsampling=FreqAvgUp2024.0624.5862.46
NAFNet + FP + FreqAvgUp (BoA)Architecture=NAFNet, Pooling=FrequencyPreservedPooling, Upsampling=FreqAvgUp, Protocol=BoA2024.0624.5862.46
NAFNet + FP + DropHighArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, DropHigh=true2024.0624.5764.37
NAFNet + FP + FirstLayerDrop + FreqAvgUpArchitecture=NAFNet, Pooling=FrequencyPreservedPooling, FirstLayerDrop=true, Upsampling=FreqAvgUp2024.0623.861.63