Adversarial Attack on DVS-Gesture binary (test)
98.9ASRSpike-Retiming Attack
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Spike-Retiming AttackModel=VGGSNN, B0=40002026.02 | 98.9 | — | — | — | — | — | |
| Spike-Retiming AttackModel=ResNet18, B0=40002026.02 | 98.5 | — | — | — | — | — | |
| PDSG-SDAModel=ResNet18, B0=40002026.02 | 91.2 | — | — | — | — | — | |
| Spike-Retiming AttackModel=VGGSNN, B0=20002026.02 | 87.2 | — | — | — | — | — | |
| PDSG-SDAModel=VGGSNN, B0=40002026.02 | 85 | — | — | — | — | — | |
| PDSG-SDAModel=ResNet18, B0=20002026.02 | 82.4 | — | — | — | — | — | |
| SpikeFoolModel=ResNet18, B0=40002026.02 | 72.9 | — | — | — | — | — | |
| Spike-Retiming AttackModel=ResNet18, B0=20002026.02 | 67.9 | — | — | — | — | — | |
| PDSG-SDAModel=VGGSNN, B0=20002026.02 | 67.1 | — | — | — | — | — | |
| PDSG-SDAModel=ResNet18, B0=10002026.02 | 60.2 | — | — | — | — | — | |
| Spike-Retiming AttackModel=VGGSNN, B0=10002026.02 | 55.8 | — | — | — | — | — | |
| PDSG-SDAModel=VGGSNN, B0=10002026.02 | 52.9 | — | — | — | — | — | |
| SpikeFoolModel=ResNet18, B0=20002026.02 | 34.3 | — | — | — | — | — | |
| Spike-Retiming AttackModel=ResNet18, B0=10002026.02 | 27.7 | — | — | — | — | — | |
| SpikeFoolModel=VGGSNN, B0=40002026.02 | 25.5 | — | — | — | — | — | |
| SpikeFoolModel=VGGSNN, B0=20002026.02 | 18.9 | — | — | — | — | — | |
| SpikeFoolModel=ResNet18, B0=10002026.02 | 17.8 | — | — | — | — | — | |
| SpikeFoolModel=VGGSNN, B0=10002026.02 | 14.9 | — | — | — | — | — | |
| GSAttackArchitecture=VGGSNN, Acc (%)=95.14, Evaluation=Dynamic2025.03 | — | 0 | 0 | 71 | 9,820.14 | 8,521.5 | |
| SCGArchitecture=VGGSNN, Acc (%)=95.14, Surrogate Gradient=STBP2025.03 | — | 0 | 2 | — | — | — | |
| SCGArchitecture=VGGSNN, Acc (%)=95.14, Evaluation=Dynamic2025.03 | — | — | — | 100 | 8,377.84 | 7,586.5 | |
| SDAArchitecture=VGGSNN, Acc (%)=95.14, Surrogate Gradient=PDSG2025.03 | — | 21 | 52 | 100 | 1,731.63 | 769.5 | |
| SpikeFoolArchitecture=VGGSNN, Acc (%)=95.14, Surrogate Gradient=PDSG2025.03 | — | 2 | 14 | — | — | — | |
| SpikeFoolArchitecture=VGGSNN, Acc (%)=95.14, Evaluation=Dynamic2025.03 | — | — | — | 69 | 2,762.41 | 1,908 |