Research Article
NormalAttack: Curvature-Aware Shape Deformation along Normals for Imperceptible Point Cloud Attack
Table 5
Attack success rates and perturbation sizes of our NormalAttack framework with different values of
.
| Victim model | t | Attack success rate (%) | Perturbation size | -norm | HD | CD |
| PointNet++ | 20 | 98.24 | 0.5782 | 0.0050 | 0.0003 | 30 | 98.79 | 0.5804 | 0.0051 | 0.0003 | 40 | 98.35 | 0.5829 | 0.0050 | 0.0003 |
| DGCNN | 20 | 88.13 | 0.9400 | 0.0088 | 0.0007 | 30 | 87.91 | 0.9486 | 0.0089 | 0.0007 | 40 | 87.25 | 0.9525 | 0.0089 | 0.0007 |
| PointConv | 20 | 94.73 | 0.8678 | 0.0085 | 0.0006 | 30 | 93.52 | 0.8726 | 0.0085 | 0.0006 | 40 | 93.63 | 0.8760 | 0.0086 | 0.0006 |
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