3D Point Cloud Classification on ScanNet (test)
100Attack Success RatePointNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PointNetAttack Method=JGBA [31]2022.03 | 100 | — | — | |
| PointNetAttack Method=Perturbation [62]2022.03 | 100 | — | — | |
| PointNetAttack Method=Add [62]2022.03 | 100 | — | — | |
| PointNetAttack Method=Cluster [62]2022.03 | 100 | — | — | |
| PointNetAttack Method=Object [62]2022.03 | 100 | — | — | |
| PointNetAttack Method=JGBA [31], Defense Method=RPL [12]2022.03 | 100 | — | — | |
| PointNetAttack Method=FGSM [11], Defense Method=RPL [12]2022.03 | 97.76 | — | — | |
| PointNetAttack Method=JGBA [31], Defense Method=DUP-Net [75]2022.03 | 90.55 | — | — | |
| PointNetAttack Method=Object [62], Defense Method=RPL [12]2022.03 | 85.71 | — | — | |
| PointNetAttack Method=JGBA [31], Defense Method=IF-Defense [60]2022.03 | 83.21 | — | — | |
| PointNetAttack Method=FGSM [11]2022.03 | 46.03 | — | — | |
| PointNetAttack Method=Cluster [62], Defense Method=RPL [12]2022.03 | 40.87 | — | — | |
| PointNetAttack Method=Cluster [62], Defense Method=DUP-Net [75]2022.03 | 30.16 | — | — | |
| PointNetAttack Method=Cluster [62], Defense Method=IF-Defense [60]2022.03 | 23.81 | — | — | |
| PointNetAttack Method=Add [62], Defense Method=RPL [12]2022.03 | 18.65 | — | — | |
| LPCAttack Method=Perturbation [62], Backbone=EfficientNet2022.03 | 12.7 | — | — | |
| PointNetAttack Method=FGSM [11], Defense Method=IF-Defense [60]2022.03 | 11.28 | — | — | |
| PointNetAttack Method=FGSM [11], Defense Method=DUP-Net [75]2022.03 | 10.29 | — | — | |
| LPCAttack Method=Cluster [62], Backbone=EfficientNet2022.03 | 9.92 | — | — | |
| PointNetAttack Method=Object [62], Defense Method=IF-Defense [60]2022.03 | 7.54 | — | — | |
| PointNetAttack Method=Object [62], Defense Method=DUP-Net [75]2022.03 | 7.14 | — | — | |
| LPCAttack Method=Object [62], Backbone=EfficientNet2022.03 | 5.95 | — | — | |
| PointNetAttack Method=Perturbation [62], Defense Method=DUP-Net [75]2022.03 | 3.17 | — | — | |
| PointNetAttack Method=Perturbation [62], Defense Method=RPL [12]2022.03 | 3.03 | — | — | |
| LPCAttack Method=Add [62], Backbone=EfficientNet2022.03 | 2.78 | — | — | |
| PointNetAttack Method=Perturbation [62], Defense Method=IF-Defense [60]2022.03 | 2.38 | — | — | |
| PointNetAttack Method=Add [62], Defense Method=IF-Defense [60]2022.03 | 2.38 | — | — | |
| PointNetAttack Method=Add [62], Defense Method=DUP-Net [75]2022.03 | 1.98 | — | — | |
| LPCAttack Method=FGSM [11], Backbone=EfficientNet2022.03 | 0 | — | — | |
| LPCAttack Method=JGBA [31], Backbone=EfficientNet2022.03 | 0 | — | — | |
| PointCNNInput Points=10242018.01 | — | 55.7 | 79.7 | |
| PointNetInput Points=10242018.01 | — | — | 76.1 |