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Benchmarks
Adversarial Attack Transferability on ImageNet Target: VGG19 5000 images (val)
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93.99
Attack Success Rate
RFA+SGM
41.4596
55.0973
68.735
82.3727
Oct 11, 2024
Attack Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Attack Success Rate
RFA+SGM
Source Model=ResNet-50...
2024.10
93.99
MFAA+SGM
Source Model=ResNet-50...
2024.10
93.47
SIA+SGM
Source Model=ResNet-50...
2024.10
93.09
MFAA+MUP
Source Model=ResNet-50...
2024.10
90.94
MFAA
Source Model=ResNet-50...
2024.10
90.29
RFA+MUP
Source Model=ResNet-50...
2024.10
90.27
RFA
Source Model=ResNet-50...
2024.10
88.74
SIA+MUP
Source Model=ResNet-50...
2024.10
87.71
SIA
Source Model=ResNet-50...
2024.10
87.39
SMI-FRSM+SGM
Source Model=ResNet-50...
2024.10
87.09
SMI-FRSM+MUP
Source Model=ResNet-50...
2024.10
82.93
SMI-FRSM
Source Model=ResNet-50...
2024.10
77.39
PGD+SGM
Source Model=ResNet-50...
2024.10
56.78
PGD+MUP
Source Model=ResNet-50...
2024.10
49.52
PGD
Source Model=ResNet-50...
2024.10
43.48
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