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Benchmarks
Adversarial Robustness on CIFAR10
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97.7
Accuracy
AAA
91.876
93.388
94.9
96.412
Oct 1, 2023
Accuracy
RayS Robustness Score
SignFlip Error Rate
Updated 3d ago
Evaluation Results
Method
Method
Links
Accuracy
RayS Robustness Score
SignFlip Error Rate
AAA
Model=ResNet50
2023.10
97.7
0.1
20.4
Base
Model=ResNet50
2023.10
97.66
0.1
20.5
AAA
Model=VGG19
2023.10
96.3
0.1
5.7
Base
Model=VGG19
2023.10
96.28
0
6.4
Input
Model=ResNet50
2023.10
93.52
12
85.5
Feature
Model=VGG19
2023.10
93.48
15.4
76.5
Input
Model=VGG19
2023.10
93.42
8.1
86
Feature
Model=ResNet50
2023.10
92.1
14.4
82.5
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