Adversarial Attack on Binary N-MNIST
100ASROurs (timing)
Evaluation results
| Method | Links | |
|---|---|---|
| Ours (timing)Model=ResNet18, B0=3002026.02 | 100 | |
| Ours (timing)Model=ResNet18, B0=4002026.02 | 100 | |
| Ours (timing)Model=VGGSNN, B0=4002026.02 | 99.8 | |
| SpikeFoolModel=ConvNet, B0=4002026.02 | 98.9 | |
| PDSG-SDAModel=ResNet18, B0=4002026.02 | 98.8 | |
| Ours (timing)Model=ConvNet, B0=4002026.02 | 98.5 | |
| PDSG-SDAModel=ConvNet, B0=4002026.02 | 97.4 | |
| PDSG-SDAModel=ConvNet, B0=3002026.02 | 93.4 | |
| SpikeFoolModel=ConvNet, B0=3002026.02 | 92.2 | |
| PDSG-SDAModel=ResNet18, B0=3002026.02 | 92.2 | |
| Ours (timing)Model=VGGSNN, B0=3002026.02 | 81.8 | |
| Ours (timing)Model=ResNet18, B0=2002026.02 | 78.9 | |
| PDSG-SDAModel=VGGSNN, B0=4002026.02 | 72.4 | |
| SpikeFoolModel=ResNet18, B0=4002026.02 | 69.7 | |
| SpikeFoolModel=VGGSNN, B0=4002026.02 | 69.5 | |
| PDSG-SDAModel=ConvNet, B0=2002026.02 | 64.7 | |
| PDSG-SDAModel=ResNet18, B0=2002026.02 | 62.1 | |
| Ours (timing)Model=ConvNet, B0=3002026.02 | 53.1 | |
| SpikeFoolModel=ConvNet, B0=2002026.02 | 50.4 | |
| SpikeFoolModel=VGGSNN, B0=3002026.02 | 38.7 | |
| PDSG-SDAModel=VGGSNN, B0=3002026.02 | 38.7 | |
| SpikeFoolModel=ResNet18, B0=3002026.02 | 37.1 | |
| Ours (timing)Model=VGGSNN, B0=2002026.02 | 18.3 | |
| SpikeFoolModel=VGGSNN, B0=2002026.02 | 16.2 | |
| PDSG-SDAModel=VGGSNN, B0=2002026.02 | 13.9 | |
| Ours (timing)Model=ConvNet, B0=2002026.02 | 13 | |
| SpikeFoolModel=ResNet18, B0=2002026.02 | 12.5 |