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ResearchFormerly WizWand

Image Classification on MNIST (test) (Adversarial Robustness: Autoattack & Certified Error)

61Clean ErrorA5/RC
31.44230.97430.5630.03May 23, 2023
Updated 8mo ago

Evaluation results

MethodLinks
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.1, Data Augmentation=true2023.05616888
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.1, Data Augmentation=true2023.056980105
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.2, Data Augmentation=true2023.056976110
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.3, Data Augmentation=true2023.056976110
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.3, Data Augmentation=true2023.057280103
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.1, Data Augmentation=true2023.057280103
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.3, Data Augmentation=true2023.057582106
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.1, Data Augmentation=true2023.057795140
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.2, Data Augmentation=true2023.057988121
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.3, Data Augmentation=true2023.057988121
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.1, Data Augmentation=true2023.058494125
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.1, Data Augmentation=true2023.058496138
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.2, Data Augmentation=true2023.0586103142
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.4, Data Augmentation=true2023.0587114150
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.4, Data Augmentation=true2023.0588110154
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.2, Data Augmentation=true2023.059199116
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.2, Data Augmentation=true2023.0591114168
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.2, Data Augmentation=true2023.059399118
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.2, Data Augmentation=true2023.0594115159
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.3, Data Augmentation=true2023.0596107133
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.1, Data Augmentation=true2023.0599116156
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.3, Data Augmentation=true2023.05100138235
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.4, Data Augmentation=true2023.05100112143
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.3, Data Augmentation=true2023.05100114136
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.4, Data Augmentation=true2023.05100103130
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.4, Data Augmentation=true2023.05107139190
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.4, Data Augmentation=true2023.05113131172
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.3, Data Augmentation=true2023.05114154229
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.3, Data Augmentation=true2023.05116161246
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.2, Data Augmentation=true2023.05128282401
A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.4, Data Augmentation=true2023.05137172233
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.3, Data Augmentation=true2023.05140242362
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.1, Data Augmentation=true2023.05168311479
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.4, Data Augmentation=true2023.05188353490
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.1, Data Augmentation=true2023.05207566756
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.2, Data Augmentation=true2023.05235618807
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.4, Data Augmentation=true2023.05235631793
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.1, Data Augmentation=true2023.052578351,086
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.2, Data Augmentation=true2023.053429511,172
A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.4, Data Augmentation=true2023.058001,8051,977