Adversarial Attack on NCALTECH
100Success RateC&W
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| C&WBackbone=EventMamba, Defense Strategy=No Defense2026.02 | 100 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=No Defense2026.02 | 100 | — | — | — | |
| IFGSMBackbone=EventMamba2026.02 | 100 | 66.9296 | 14.1339 | 82.4724 | |
| IFGSMBackbone=PointNet++2026.02 | 100 | 35.4557 | 10.2922 | 38.0626 | |
| C&W+IFGSMBackbone=EventMamba2026.02 | 100 | 3.1356 | 0.8328 | 3.2736 | |
| C&W+IFGSMBackbone=PointNet++2026.02 | 100 | 23.0316 | 3.7536 | 24.2463 | |
| C&W+IFGSMBackbone=PointNet2026.02 | 100 | 1.3429 | 0.9301 | 1.4331 | |
| HIT-ADVBackbone=EventMamba2026.02 | 100 | 2.8815 | 1.2445 | 6.7086 | |
| HIT-ADVBackbone=PointNet2026.02 | 100 | 54.1854 | 11.0535 | 122.5644 | |
| C&WBackbone=EventMamba2026.02 | 100 | 0.1702 | 0.3437 | 0.2125 | |
| C&WBackbone=PointNet++2026.02 | 100 | 0.5846 | 1.0079 | 0.771 | |
| C&WBackbone=PointNet2026.02 | 100 | 0.0188 | 0.1544 | 0.0214 | |
| MA-ADVBackbone=EventMamba2026.02 | 100 | 0.1118 | 0.2432 | 0.1592 | |
| MA-ADVBackbone=PointNet++2026.02 | 100 | 0.1309 | 0.4427 | 0.1904 | |
| MA-ADVBackbone=PointNet2026.02 | 100 | 0.0043 | 0.0753 | 0.0062 | |
| IFGSMBackbone=PointNet2026.02 | 99.71 | 6.3906 | 4.3667 | 6.8347 | |
| FGSMBackbone=PointNet2026.02 | 99.66 | 686.8976 | 45.3256 | 722.1955 | |
| FGSMBackbone=EventMamba2026.02 | 98.42 | 4,370.4712 | 117.3863 | 4,520.8867 | |
| HIT-ADVBackbone=PointNet++2026.02 | 80.53 | 71.4359 | 8.2967 | 146.5294 | |
| FGSMBackbone=PointNet++2026.02 | 71.01 | 3,628.381 | 104.9289 | 3,754.934 | |
| MA-ADVBackbone=EventMamba, Defense Strategy=SOR2026.02 | 37.09 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=DUP-Net2026.02 | 31.45 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=SOR2026.02 | 30.2 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=DUP-Net2026.02 | 30.04 | — | — | — | |
| MA-ADVBackbone=EventMamba, Defense Strategy=SRS2026.02 | 16.38 | — | — | — | |
| C&WBackbone=EventMamba, Defense Strategy=SRS2026.02 | 15.31 | — | — | — |