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Benchmarks
Adversarial Attack Transferability on ImageNet Target: VGG16 5000 images (val)
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95.93
Attack Success Rate
SIA+SGM
42.9628
56.7139
70.465
84.2161
Oct 11, 2024
Attack Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Attack Success Rate
SIA+SGM
Source Model=ResNet-50...
2024.10
95.93
RFA+SGM
Source Model=ResNet-50...
2024.10
93.52
MFAA+SGM
Source Model=ResNet-50...
2024.10
93.28
SIA+MUP
Source Model=ResNet-50...
2024.10
90.93
SIA
Source Model=ResNet-50...
2024.10
90.88
MFAA+MUP
Source Model=ResNet-50...
2024.10
90.87
MFAA
Source Model=ResNet-50...
2024.10
90.11
RFA+MUP
Source Model=ResNet-50...
2024.10
88.93
SMI-FRSM+SGM
Source Model=ResNet-50...
2024.10
88.07
RFA
Source Model=ResNet-50...
2024.10
87.71
SMI-FRSM+MUP
Source Model=ResNet-50...
2024.10
83.71
SMI-FRSM
Source Model=ResNet-50...
2024.10
78.11
PGD+SGM
Source Model=ResNet-50...
2024.10
58.68
PGD+MUP
Source Model=ResNet-50...
2024.10
50.84
PGD
Source Model=ResNet-50...
2024.10
45
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