Adversarial Attack Transferability
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
91.5Accuracy
144
May 19, 2026
99.77Average ASR
138
May 19, 2026
78.87VGG16 Accuracy
93
Mar 17, 2026
97.98Transfer Success Rate (Target: VGG16)
93
Mar 17, 2026
86.93ASR (VGG16)
93
Mar 17, 2026
100Transferability on ViT
29
Apr 7, 2026
51.3RN18
22
Apr 7, 2026
75.4Attack Success Rate
15
Mar 17, 2026
75.05Attack Success Rate
15
Mar 17, 2026
73.28Attack Success Rate
15
Mar 17, 2026
76.16Attack Success Rate
15
Mar 17, 2026
51.37Attack Success Rate (ASR)
15
Mar 17, 2026
83.47Attack Success Rate (%)
15
Mar 17, 2026
96.5Attack Success Rate
15
Mar 17, 2026
99.98Attack Success Rate
15
Mar 17, 2026
93.99Attack Success Rate
15
Mar 17, 2026
95.93Attack Success Rate
15
Mar 17, 2026
94Cascade Accuracy
14
May 19, 2026
92.07Accuracy Difference/Score
13
Mar 16, 2026
93.56Accuracy
13
Mar 16, 2026
86.91Accuracy
13
Mar 16, 2026
98.8Flip Rate
5
Jul 8, 2026