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Classification on FashionMNIST (l2, epsilon=2) (test)
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82.91
PGD (100) Robust Accuracy
Dense Orthogonal Classifier
-3.2956
19.0847
41.465
63.8453
May 19, 2021
PGD (100) Robust Accuracy
C&W Robust Accuracy
AutoAttack Robust Accuracy
Updated 3mo ago
Evaluation Results
Method
Method
Links
PGD (100) Robust Accuracy
C&W Robust Accuracy
AutoAttack Robust Accuracy
Dense Orthogonal Classifier
alpha=1
2021.05
82.91
0
0
Dense Orthogonal Classifier
alpha=0.3
2021.05
68.41
43.55
4.2
TRADES
1/lambda=1
2021.05
65.2
26.61
3.46
ALP
2021.05
64.14
25.53
2.35
PGD-AT
2021.05
62.19
48.09
0.19
TRADES
1/lambda=6
2021.05
56.3
22.15
1.65
FGSM-AT
2021.05
0.18
0
0
Standard Training
2021.05
0.02
0
0
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