Adversarial Attack on N-MNIST binary (test)
63ASR (L0 < 200)SDA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SDAArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=PDSG2025.03 | 63 | 99 | 100 | 207.34 | 171 | |
| SpikeFoolArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=STBP2025.03 | 15 | 93 | — | — | — | |
| SpikeFoolArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=HART2025.03 | 2 | 46 | — | — | — | |
| SpikeFoolArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=PDSG2025.03 | 1 | 27 | — | — | — | |
| SCGArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=STBP2025.03 | 0 | 18 | — | — | — | |
| SCGArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=RGA2025.03 | 0 | 15 | — | — | — | |
| SCGArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=HART2025.03 | 0 | 0 | — | — | — | |
| SCGArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=PDSG2025.03 | 0 | 34 | — | — | — | |
| SpikeFoolArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Surrogate Gradient=RGA2025.03 | 0 | 20 | — | — | — | |
| GSAttackArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Evaluation=Dynamic2025.03 | 0 | 0 | 91 | 2,828.25 | 2,905 | |
| SCGArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Evaluation=Dynamic2025.03 | — | — | 91 | 1,144.9 | 1,162 | |
| SpikeFoolArchitecture=PLIFNet, Input=Binary, Acc (%)=99.57, Evaluation=Dynamic2025.03 | — | — | 97 | 444.44 | 356 |