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Benchmarks
Robust Image Classification on FashionMNIST (test)
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11.41
Error
A5/RC
11.2388
12.3944
13.55
14.7056
May 23, 2023
Error
Certified Error
Verified Robust Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Error
Certified Error
Verified Robust Accuracy
A5/RC
epsilon_A=0.1, epsilon...
2023.05
11.41
15.53
-
l_inf-dist Net+MLP
2023.05
12.09
20.77
-
A5/R
epsilon_A=0.1, epsilon...
2023.05
14.27
15.75
-
CROWN-IBP
implementation=Ours, e...
2023.05
15.11
22.92
-
CROWN-IBP
source=From [41]
2023.05
15.69
21.99
-
Real (Ours)
Arithmetic Assumption=...
2026.03
-
-
79.54
FP (Ours)
Arithmetic Assumption=...
2026.03
-
-
78.94
ERAN
Abstract Domain=DeepPo...
2026.03
-
-
53
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