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 modeltAttack success rate (%)Perturbation size
-normHDCD

PointNet++2098.240.57820.00500.0003
3098.790.58040.00510.0003
4098.350.58290.00500.0003

DGCNN2088.130.94000.00880.0007
3087.910.94860.00890.0007
4087.250.95250.00890.0007

PointConv2094.730.86780.00850.0006
3093.520.87260.00850.0006
4093.630.87600.00860.0006