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ResearchFormerly WizWand

Image Classification on MNIST (ACC, ASR)

99.28AccuracyState 0 (uninfected)
90.523292.796695.0797.3434Sep 29, 2024
Updated 6mo ago

Evaluation results

MethodLinks
State 0 (uninfected)Model=Inception, Learning Mode=std2024.0999.280.04
State 0 (uninfected)Model=ResNet, Learning Mode=std2024.0999.250.03
State 1 (infected)Model=ResNet, Learning Mode=adv2024.0999.25100
State 1 (infected)Model=VGG, Learning Mode=adv2024.0999.2100
State 0 (uninfected)Model=VGG, Learning Mode=std2024.0999.160
State 1 (infected)Model=Inception, Learning Mode=adv2024.0999.12100
State 1 (infected)Model=VGG, Learning Mode=std2024.0999.08100
State 1 (infected)Model=ResNet, Learning Mode=std2024.0999.08100
State 1 (infected)Model=Inception, Learning Mode=std2024.0999.05100
State 0 (uninfected)Model=ResNet, Learning Mode=adv2024.0998.920.02
State 0 (uninfected)Model=VGG, Learning Mode=adv2024.0998.90
State 0 (uninfected)Model=Inception, Learning Mode=adv2024.0998.870.03
Fine-TuningModel=Inception, Learning Mode=adv2024.0998.12100
Neural CleanseModel=VGG, Learning Mode=std2024.0998.070.18
Pixel BackdoorModel=Inception, Learning Mode=adv2024.0997.922.83
TaborModel=VGG, Learning Mode=std2024.0997.870.12
Psycho-PassModel=VGG, Learning Mode=std2024.0997.780.32
Neural CleanseModel=Inception, Learning Mode=adv2024.0997.6245.94
Neural CleanseModel=Inception, Learning Mode=std2024.0997.510.03
Psycho-PassModel=Inception, Learning Mode=adv2024.0997.320.12
TaborModel=Inception, Learning Mode=adv2024.0997.3123.07
Neural CleanseModel=ResNet, Learning Mode=std2024.0997.1725.3
Pixel BackdoorModel=VGG, Learning Mode=adv2024.0997.080.03
Pixel BackdoorModel=VGG, Learning Mode=std2024.0996.972.31
TaborModel=Inception, Learning Mode=std2024.0996.880.44
Pixel BackdoorModel=Inception, Learning Mode=std2024.0996.832.24
Neural CleanseModel=VGG, Learning Mode=adv2024.0996.790.56
Psycho-PassModel=VGG, Learning Mode=adv2024.0996.650.27
Fine-TuningModel=ResNet, Learning Mode=std2024.0996.4498.36
Psycho-PassModel=ResNet, Learning Mode=std2024.0996.392.93
Pixel BackdoorModel=ResNet, Learning Mode=adv2024.0996.3625.19
Psycho-PassModel=Inception, Learning Mode=std2024.0996.30.88
Neural CleanseModel=ResNet, Learning Mode=adv2024.0996.2526.02
Fine-TuningModel=ResNet, Learning Mode=adv2024.0996.289.7
TaborModel=VGG, Learning Mode=adv2024.0996.195.44
TaborModel=ResNet, Learning Mode=adv2024.0995.9658.2
Pixel BackdoorModel=ResNet, Learning Mode=std2024.0995.925.36
UnicornModel=ResNet, Learning Mode=adv2024.0995.640.67
Fine-TuningModel=VGG, Learning Mode=std2024.0995.53100
UnicornModel=VGG, Learning Mode=std2024.0995.530.1
TaborModel=ResNet, Learning Mode=std2024.0995.5132.99
Psycho-PassModel=ResNet, Learning Mode=adv2024.0995.310.33
UnicornModel=Inception, Learning Mode=adv2024.0995.041.08
UnicornModel=ResNet, Learning Mode=std2024.0994.6415.49
UnicornModel=Inception, Learning Mode=std2024.0994.570.65
Fine-TuningModel=VGG, Learning Mode=adv2024.0994.54100
UnicornModel=VGG, Learning Mode=adv2024.0993.159.03
Fine-TuningModel=Inception, Learning Mode=std2024.0990.8658.46