Adversarial Attack on N-MNIST
100ASRC&W
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| C&WBackbone=EventMamba, Defense Strategy=No Defense2026.02 | 100 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=No Defense2026.02 | 100 | — | — | — | |
| C&W+IFGSMBackbone=EventMamba2026.02 | 100 | 179.2462 | 20.5694 | 193.2784 | |
| C&W+IFGSMBackbone=PointNet++2026.02 | 100 | 209.3543 | 22.5049 | 225.3949 | |
| C&W+IFGSMBackbone=PointNet2026.02 | 100 | 16.5717 | 5.5445 | 17.0246 | |
| HIT-ADVBackbone=PointNet2026.02 | 100 | 16.8697 | 6.5788 | 36.1422 | |
| C&WBackbone=EventMamba2026.02 | 100 | 2.4263 | 2.2715 | 2.8778 | |
| C&WBackbone=PointNet++2026.02 | 100 | 1.1441 | 1.6471 | 1.3456 | |
| C&WBackbone=PointNet2026.02 | 100 | 0.0149 | 0.1949 | 0.0184 | |
| MA-ADVBackbone=EventMamba2026.02 | 100 | 2.1017 | 2.0378 | 2.4133 | |
| MA-ADVBackbone=PointNet++2026.02 | 100 | 0.675 | 0.9272 | 0.8643 | |
| MA-ADVBackbone=PointNet2026.02 | 100 | 0.0056 | 0.1199 | 0.0078 | |
| IFGSMBackbone=PointNet++2026.02 | 99.99 | 19.4687 | 7.6384 | 21.6056 | |
| HIT-ADVBackbone=EventMamba2026.02 | 99.84 | 151.9679 | 22.7492 | 301.5391 | |
| IFGSMBackbone=PointNet2026.02 | 95.56 | 5.2205 | 3.9444 | 5.4968 | |
| IFGSMBackbone=EventMamba2026.02 | 91.33 | 40.4138 | 10.9905 | 45.8823 | |
| FGSMBackbone=PointNet2026.02 | 89.62 | 494.7847 | 38.4355 | 521.2792 | |
| FGSMBackbone=EventMamba2026.02 | 87.54 | 2,548.103 | 88.1012 | 2,651.1113 | |
| FGSMBackbone=PointNet++2026.02 | 55.92 | 1,460.3 | 65.6142 | 1,551.933 | |
| MA-ADVBackbone=EventMamba, Defense Strategy=SRS2026.02 | 47.01 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=DUP-Net2026.02 | 46.88 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=SOR2026.02 | 45.98 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=DUP-Net2026.02 | 43.33 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=SRS2026.02 | 42.59 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=SOR2026.02 | 28.64 | — | — | — | |
| HIT-ADVBackbone=PointNet++2026.02 | 27.33 | 20.4784 | 4.7725 | 38.1601 |