Adversarial Attack on ModelNet40 (test)
100ASR3D-ADV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 3D-ADVModel=PointNet2026.04 | 100 | 0.95 | 0.2965 | |
| GeoA3Model=PointNet2026.04 | 100 | 1.7112 | 0.2919 | |
| AOFModel=PointNet2026.04 | 100 | 2.8213 | 0.3809 | |
| HiT-ADVModel=PointNet2026.04 | 100 | 0.4709 | 0.2883 | |
| 3D-ADVModel=DGCNN2026.04 | 100 | 1.0206 | 0.2919 | |
| MeshAttackModel=DGCNN2026.04 | 100 | 1.0411 | 0.3192 | |
| Eps-isoModel=DGCNN2026.04 | 100 | 1.043 | 0.3001 | |
| HiT-ADVModel=DGCNN2026.04 | 100 | 0.1946 | 0.2867 | |
| Topo-ADVModel=DGCNN2026.04 | 100 | 2.8549 | 0.0137 | |
| Topo-ADVModel=PointNet2026.04 | 99.86 | 1.2328 | 0.0121 | |
| GeoA3Model=DGCNN2026.04 | 99.71 | 1.0286 | 0.2887 | |
| IFGM(l2)Model=PointNet2026.04 | 99.68 | 1.6502 | 0.3173 | |
| KNNModel=PointNet2026.04 | 99.68 | 2.3133 | 0.3695 | |
| SI-ADVModel=PointNet2026.04 | 99.32 | 1.4601 | 0.3059 | |
| IFGSM(l∞)Model=PointNet2026.04 | 99.01 | 2.6341 | 0.3134 | |
| IFGSM(l∞)Model=DGCNN2026.04 | 98.96 | 2.7243 | 0.3112 | |
| IFGM(l2)Model=DGCNN2026.04 | 98.96 | 2.0193 | 0.2983 | |
| Eps-isoModel=PointNet2026.04 | 97.17 | 2.2514 | 0.3053 | |
| AOFModel=DGCNN2026.04 | 97.09 | 2.3148 | 0.3226 | |
| MeshAttackModel=PointNet2026.04 | 96.64 | 2.2161 | 0.3008 | |
| KNNModel=DGCNN2026.04 | 96.15 | 3.2322 | 0.3987 | |
| SI-ADVModel=DGCNN2026.04 | 96.08 | 2.3211 | 0.5557 |