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SOTA Adversarial Attack Transferability benchmarks and papers with code | Wizwand
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Adversarial Attack Transferability
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ImageNet (test)
AITL+SGM
VGG16 Accuracy
78.87
93
1mo ago
ImageNet
BSR+SGM
Transfer Success Rate (Target: VGG16)
97.98
93
1mo ago
ImageNet 1k (val)
AITL+SGM
ASR (VGG16)
86.93
93
1mo ago
ImageNet-Compatible
DI
Transferability on ViT
100
29
12d ago
ImageNet-Compatible (test)
RaPA
RN18
51.3
22
12d ago
ImageNet Target: IncRes 5000 images (val)
RFA+SGM
Attack Success Rate
75.4
15
1mo ago
ImageNet Target IncV4 5000 images (val)
RFA+SGM
Attack Success Rate
75.05
15
1mo ago
ImageNet Target: Visformer-S 5000 images (val)
RFA+SGM
Attack Success Rate
73.28
15
1mo ago
ImageNet Target: TNT-S 5000 images (val)
RFA+SGM
Attack Success Rate
76.16
15
1mo ago
ImageNet Target: ConViT-B 5000 images (val)
RFA+SGM
Attack Success Rate (ASR)
51.37
15
1mo ago
ImageNet Target: SE154 5000 images (val)
RFA+SGM
Attack Success Rate (%)
83.47
15
1mo ago
ImageNet Target: DN201 5000 images (val)
RFA+SGM
Attack Success Rate
96.5
15
1mo ago
ImageNet Target: RN152 5000 images (val)
PGD+SGM
Attack Success Rate
99.98
15
1mo ago
ImageNet Target: VGG19 5000 images (val)
RFA+SGM
Attack Success Rate
93.99
15
1mo ago
ImageNet Target: VGG16 5000 images (val)
SIA+SGM
Attack Success Rate
95.93
15
1mo ago
FGVC Aircraft
Benign
Accuracy Difference/Score
92.07
13
1mo ago
Stanford Cars
Benign
Accuracy
93.56
13
1mo ago
CUB-200 2011
Benign
Accuracy
86.91
13
1mo ago
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