Point Cloud Attack on ModelNet40 (test)
100ASRGeoA³
Evaluation results
| Method | Links | |
|---|---|---|
| GeoA³Defense=None, Target Model=PointNet2022.03 | 100 | |
| 3d-AdvDefense=None, Target Model=PointNet2022.03 | 99.9 | |
| AdvPCDefense=None, Target Model=PointNet2022.03 | 99.8 | |
| Shape-invariant White-box AttackDefense=None, Target Model=PointNet2022.03 | 99.8 | |
| GeoA³Defense=AT, Target Model=PointNet2022.03 | 99.6 | |
| Shape-invariant White-box AttackDefense=SOR, Target Model=PointNet2022.03 | 97.4 | |
| Shape-invariant White-box AttackDefense=DUP-Net, Target Model=PointNet2022.03 | 95.8 | |
| 3d-AdvDefense=AT, Target Model=PointNet2022.03 | 94.8 | |
| Shape-invariant White-box AttackDefense=AT, Target Model=PointNet2022.03 | 90 | |
| AdvPCDefense=AT, Target Model=PointNet2022.03 | 78.6 | |
| GeoA³Defense=DUP-Net, Target Model=PointNet2022.03 | 73.7 | |
| GeoA³Defense=SOR, Target Model=PointNet2022.03 | 69.6 | |
| AdvPCDefense=SOR, Target Model=PointNet2022.03 | 33.6 | |
| AdvPCDefense=DUP-Net, Target Model=PointNet2022.03 | 29 | |
| 3d-AdvDefense=DUP-Net, Target Model=PointNet2022.03 | 12.3 | |
| 3d-AdvDefense=SOR, Target Model=PointNet2022.03 | 12 |