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ResearchFormerly WizWand

Attribution Robustness on Fashion-MNIST (test)

80.62Top-K IntersectionTRADES+IGR
29.753642.959356.16569.3707May 15, 2022
Updated 8mo ago

Evaluation results

MethodLinks
TRADES+IGRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0580.620.6565
TRADES+AdvAATAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0579.150.5794
AdvAATAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0573.620.581
SSRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0560.40.4321
MARTAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0558.570.4262
MART+IGRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0557.970.4317
IG-SUM-NORMAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0557.270.4097
TRADESAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0557.010.2582
AT+IGRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0553.360.375
IG-NORMAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0551.840.3446
StandardAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0542.830.1884
ATAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.05320.1516
ARTAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0531.710.2079