Adversarial Attack on DVSGESTURE
100Success RateMA-ADV
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MA-ADVBackbone=EventMamba, Defense Strategy=No Defense2026.02 | 100 | — | — | — | |
| C&W+IFGSMBackbone=EventMamba2026.02 | 100 | 47.0102 | 10.4387 | 51.7008 | |
| C&W+IFGSMBackbone=PointNet++2026.02 | 100 | 23.7156 | 5.8431 | 25.9396 | |
| C&W+IFGSMBackbone=PointNet2026.02 | 100 | 1.9981 | 1.2405 | 2.1329 | |
| HIT-ADVBackbone=PointNet2026.02 | 100 | 0.9901 | 1.4419 | 2.3183 | |
| C&WBackbone=PointNet++2026.02 | 100 | 0.5128 | 0.6857 | 0.5568 | |
| MA-ADVBackbone=EventMamba2026.02 | 100 | 0.5598 | 1.0039 | 0.6487 | |
| MA-ADVBackbone=PointNet++2026.02 | 100 | 0.4296 | 0.3424 | 0.4742 | |
| MA-ADVBackbone=PointNet2026.02 | 100 | 0.0051 | 0.0873 | 0.0068 | |
| C&WBackbone=PointNet2026.02 | 99.97 | 0.0071 | 0.0918 | 0.0093 | |
| C&WBackbone=EventMamba, Defense Strategy=No Defense2026.02 | 99.77 | — | — | — | |
| C&WBackbone=EventMamba2026.02 | 99.77 | 0.6918 | 1.1108 | 0.7768 | |
| IFGSMBackbone=PointNet2026.02 | 99.64 | 2.5768 | 2.7606 | 2.7778 | |
| IFGSMBackbone=PointNet++2026.02 | 98.21 | 8.4882 | 5.0408 | 9.9522 | |
| FGSMBackbone=PointNet++2026.02 | 94.16 | 562.4741 | 43.4647 | 591.9448 | |
| FGSMBackbone=EventMamba2026.02 | 94.14 | 586.4739 | 44.4908 | 622.5184 | |
| HIT-ADVBackbone=EventMamba2026.02 | 91.38 | 23.716 | 8.3958 | 51.1839 | |
| FGSMBackbone=PointNet2026.02 | 89.27 | 271.53 | 28.7187 | 291.2435 | |
| IFGSMBackbone=EventMamba2026.02 | 88.61 | 12.4718 | 6.0955 | 14.6677 | |
| MA-ADVBackbone=EventMamba, Defense Strategy=SOR2026.02 | 61.87 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=SOR2026.02 | 54.42 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=SRS2026.02 | 42.77 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=DUP-Net2026.02 | 41.83 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=SRS2026.02 | 41.28 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=DUP-Net2026.02 | 41.08 | — | — | — | |
| HIT-ADVBackbone=PointNet++2026.02 | 34.85 | 2.6965 | 1.3618 | 4.7861 |