Point Cloud Classification on ScanObjectNN (test)
1003D-Adv RobustnessNo Defense
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| No DefenseBackbone=DGCNN, Defense=None2025.05 | 100 | 100 | 100 | 100 | 99.8 | 98.5 | 99.8 | 98.7 | 99.8 | 100 | |
| SORBackbone=DGCNN, Defense=SOR2025.05 | 90.4 | 98.1 | 94.1 | 94.5 | 98.5 | 96.8 | 99.1 | 92.6 | 97.2 | 99.1 | |
| CCNBackbone=DGCNN, Defense=CCN2025.05 | 85.9 | 97.3 | 97.7 | 98.4 | 98.5 | 96.7 | 97.9 | 97.1 | 99.6 | 99.7 | |
| DUP-NetBackbone=DGCNN, Defense=DUP-Net2025.05 | 70.8 | 85.7 | 75.4 | 73.8 | 80.7 | 72.7 | 79.1 | 81.8 | 79.3 | 73.3 |