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ResearchFormerly WizWand

Untargeted White-box Adversarial Attack on MNIST (test)

30Baseline Error RateOriginal network
11.2138.1265391.9Apr 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Original networkNetwork structure=FC, Attack epsilon (ε)=0.1042022.043019.3
Original networkNetwork structure=FC, Attack epsilon (ε)=0.1242022.043029.7
Original networkNetwork structure=FC, Attack epsilon (ε)=0.142022.043039
Original networkNetwork structure=FC, Attack epsilon (ε)=0.1542022.043050
Original networkNetwork structure=CONV, Attack epsilon (ε)=0.122022.043018.7
Original networkNetwork structure=CONV, Attack epsilon (ε)=0.142022.043029
Original networkNetwork structure=CONV, Attack epsilon (ε)=0.172022.043040.7
Original networkNetwork structure=CONV, Attack epsilon (ε)=0.192022.043050.7
Robust networkNetwork structure=CONV, Attack epsilon (ε)=0.17, Robust training epsilon (ε)=0.122022.0433010.7
Robust networkNetwork structure=CONV, Attack epsilon (ε)=0.12, Robust training epsilon (ε)=0.122022.043708.3
Robust networkNetwork structure=CONV, Attack epsilon (ε)=0.14, Robust training epsilon (ε)=0.122022.044009
Robust networkNetwork structure=CONV, Attack epsilon (ε)=0.19, Robust training epsilon (ε)=0.122022.0440013
Robust networkNetwork structure=FC, Attack epsilon (ε)=0.104, Robust training epsilon (ε)=0.122022.0447016.6
Robust networkNetwork structure=FC, Attack epsilon (ε)=0.124, Robust training epsilon (ε)=0.122022.0447020.3
Robust networkNetwork structure=FC, Attack epsilon (ε)=0.14, Robust training epsilon (ε)=0.122022.0447023.3
Robust networkNetwork structure=FC, Attack epsilon (ε)=0.154, Robust training epsilon (ε)=0.122022.0450024.3