Table 4 Accuracy against whitebox adversarial attacks on the CIFAR10 dataset.
From: Evidence for the intrinsically nonlinear nature of receptive fields in vision
Attack methods | FGSM (\(\epsilon =0.05\)) | FGSM (\(\epsilon =0.1\)) | FGSM (\(\epsilon =0.15\)) | DeepFool |
|---|---|---|---|---|
CNN | 13.27% | 12.26% | 10.79% | 47.63% |
INRFnet | 19.3% | 16.6% | 15.6% | 57.46% |
