Adversarial Attack on CIFAR10-DVS binary (test)
100ASR (General)PDSG-SDA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PDSG-SDABackbone=ResNet18, Tamper-count budget (B0)=40002026.02 | 100 | — | — | — | — | — | |
| SpikeFoolBackbone=ResNet18, Tamper-count budget (B0)=40002026.02 | 93 | — | — | — | — | — | |
| PDSG-SDABackbone=ResNet18, Tamper-count budget (B0)=20002026.02 | 91 | — | — | — | — | — | |
| SpikeFoolBackbone=ResNet18, Tamper-count budget (B0)=20002026.02 | 83 | — | — | — | — | — | |
| Spike-Retiming Attack (timing-only)Backbone=ResNet18, Tamper-count budget (B0)=40002026.02 | 80 | — | — | — | — | — | |
| PDSG-SDABackbone=ResNet18, Tamper-count budget (B0)=10002026.02 | 62 | — | — | — | — | — | |
| SpikeFoolBackbone=ResNet18, Tamper-count budget (B0)=10002026.02 | 55 | — | — | — | — | — | |
| Spike-Retiming Attack (timing-only)Backbone=ResNet18, Tamper-count budget (B0)=20002026.02 | 42 | — | — | — | — | — | |
| Spike-Retiming Attack (timing-only)Backbone=ResNet18, Tamper-count budget (B0)=10002026.02 | 26 | — | — | — | — | — | |
| GSAttackArchitecture=ResNet18, Acc (%)=78.2, Evaluation=Dynamic2025.03 | — | 0 | 0 | 65 | 8,511.6 | 8,741 | |
| SCGArchitecture=ResNet18, Acc (%)=78.2, Surrogate Gradient=STBP2025.03 | — | 0 | 4 | — | — | — | |
| SCGArchitecture=ResNet18, Acc (%)=78.2, Evaluation=Dynamic2025.03 | — | — | — | 100 | 2,346.1 | 2,191 | |
| SDAArchitecture=ResNet18, Acc (%)=78.2, Surrogate Gradient=PDSG2025.03 | — | 38 | 82 | 100 | 458.02 | 303 | |
| SpikeFoolArchitecture=ResNet18, Acc (%)=78.2, Surrogate Gradient=STBP2025.03 | — | 19 | 70 | — | — | — | |
| SpikeFoolArchitecture=ResNet18, Acc (%)=78.2, Evaluation=Dynamic2025.03 | — | — | — | 100 | 674.89 | 491 |