Image Classification on N-MNIST binary
100ASRConvNet (SNN)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=12026.02 | 100 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=22026.02 | 100 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=32026.02 | 100 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=10002026.02 | 100 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=4002026.02 | 100 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=12026.02 | 100 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=22026.02 | 100 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=32026.02 | 100 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=10002026.02 | 100 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=22026.02 | 100 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=32026.02 | 100 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=12026.02 | 100 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=22026.02 | 100 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=32026.02 | 100 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=12026.02 | 100 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=22026.02 | 100 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=32026.02 | 100 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=4002026.02 | 100 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=12026.02 | 100 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=22026.02 | 100 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=32026.02 | 100 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=4002026.02 | 99.9 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=4002026.02 | 99.9 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=10002026.02 | 99.9 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=7502026.02 | 99.8 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=10002026.02 | 99.7 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=7502026.02 | 99.6 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=10002026.02 | 99.5 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=7502026.02 | 99.2 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=4002026.02 | 98.6 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=4002026.02 | 98.3 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_inf, Budget Value=12026.02 | 97.7 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=7502026.02 | 97.6 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=3002026.02 | 97.6 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=5002026.02 | 97.1 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=5002026.02 | 96.5 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=10002026.02 | 96.2 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=3002026.02 | 93.4 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=5002026.02 | 92.6 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=3002026.02 | 90.8 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=3002026.02 | 90 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=3002026.02 | 89.3 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=3002026.02 | 86.3 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=7502026.02 | 82.1 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=7502026.02 | 70.6 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=5002026.02 | 50.9 | — | |
| ConvNet (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=2002026.02 | 42.8 | — | |
| ConvNet (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=2002026.02 | 35 | — | |
| ResNet18 (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=2002026.02 | 34.7 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=5002026.02 | 32.3 | — | |
| VGG (CNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=2002026.02 | 31.8 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=2002026.02 | 29.7 | — | |
| ResNet18 (SNN)Attack=Spike-Retiming Attack, Constraint=B_1, Budget Value=5002026.02 | 28.2 | — | |
| VGGSNN (SNN)Attack=Spike-Retiming Attack, Constraint=B_0, Budget Value=2002026.02 | 25.6 | — | |
| ConvNet (CNN)Attack=None2026.02 | — | 99.34 | |
| ConvNet (SNN)Attack=None2026.02 | — | 99.06 | |
| ResNet18 (CNN)Attack=None2026.02 | — | 99.7 | |
| ResNet18 (SNN)Attack=None2026.02 | — | 99.62 | |
| VGG (CNN)Attack=None2026.02 | — | 99.72 | |
| VGGSNN (SNN)Attack=None2026.02 | — | 99.64 |