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Benchmarks
Classification on FashionMNIST l1, epsilon=10 (test)
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92.56
Clean Accuracy
Dense Orthogonal Classifier
77.168
81.164
85.16
89.156
May 19, 2021
Clean Accuracy
PGD-50 Accuracy
SLIDE Accuracy
Updated 3mo ago
Evaluation Results
Method
Method
Links
Clean Accuracy
PGD-50 Accuracy
SLIDE Accuracy
Dense Orthogonal Classifier
alpha=1
2021.05
92.56
89.81
87.9
FGSM-AT
2021.05
91.94
20.72
12.75
Standard Training
2021.05
91.82
24.5
8.27
TRADES
1/lambda=1
2021.05
86.06
68.88
58.4
ALP
2021.05
83.08
65.74
53.65
Dense Orthogonal Classifier
alpha=0.3
2021.05
78.8
70.1
51.81
TRADES
1/lambda=6
2021.05
78.05
63.98
50.34
PGD-AT
2021.05
77.76
67.2
57.99
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