Model and dataset | Method | |||
---|---|---|---|---|
FGSM (%) | Deepfool (%) | MI-FGSM (%) | TRA (%) | |
VGG19 (Gre2015) | 87.4 | 97.5 | 99.0 | 98.2 |
Alexnet(Gre2015) | 85.2 | 97.9 | 99.6 | 99.1 |
MobilenetV1(Gre2015) | 80.3 | 98.5 | 97.2 | 98.2 |
VGG19 (Bio2015) | 72.6 | 95.3 | 98.2 | 96.3 |
Alexnet(Bio2015) | 82.7 | 97.1 | 97.4 | 98.0 |
MobilenetV1(Bio2015) | 79.0 | 98.9 | 96.5 | 97.2 |
VGG19 (Cro2015) | 87.4 | 96.4 | 98.0 | 96.0 |
Alexnet(Cro2015) | 76.6 | 97.8 | 97.3 | 98.1 |
MobilenetV1(Cro2015) | 80.1 | 97.5 | 97.1 | 97.9 |