Point Cloud Classification Attack on ScanObjectNN (test)
100ASR (%)3D-Adv
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| 3D-AdvVictim Model=PointNet2025.05 | 100 | 6.38 | 3.95 | 0.7346 | 88.16 | |
| 3D-AdvVictim Model=DGCNN2025.05 | 100 | 15.88 | 2.53 | 1.1265 | 73.13 | |
| 3D-AdvVictim Model=PCT2025.05 | 100 | 13.26 | 2.79 | 1.2437 | 1,717.86 | |
| 3D-AdvVictim Model=CurveNet2025.05 | 100 | 19.36 | 4.12 | 1.5364 | 1,306.28 | |
| JGBAVictim Model=DGCNN2025.05 | 100 | 49.25 | 6.23 | 2.7712 | 5.25 | |
| JGBAVictim Model=PCT2025.05 | 100 | 46.43 | 5.24 | 2.7858 | 20.93 | |
| JGBAVictim Model=CurveNet2025.05 | 100 | 59.79 | 6.63 | 3.201 | 27.3 | |
| GeoA3Victim Model=PointNet2025.05 | 100 | 7.42 | 0.75 | 1.6682 | 91.32 | |
| GeoA3Victim Model=DGCNN2025.05 | 100 | 5.45 | 0.28 | 1.8935 | 98.68 | |
| GeoA3Victim Model=PCT2025.05 | 100 | 6.17 | 0.34 | 1.6391 | 1,747.91 | |
| GeoA3Victim Model=CurveNet2025.05 | 100 | 7.7 | 0.58 | 2.0549 | 1,336.25 | |
| GSDAVictim Model=PointNet2025.05 | 100 | 5.8 | 1.34 | 1.8148 | 108.12 | |
| GSDAVictim Model=DGCNN2025.05 | 100 | 4.8 | 0.46 | 2.0109 | 93.42 | |
| GSDAVictim Model=PCT2025.05 | 100 | 4.78 | 0.6 | 2.1551 | 1,619.43 | |
| GSDAVictim Model=CurveNet2025.05 | 100 | 7.06 | 1.05 | 2.1978 | 1,236.19 | |
| SI-AdvVictim Model=PCT2025.05 | 100 | 7.52 | 2.18 | 0.8552 | 9.97 | |
| SubAttackVictim Model=DGCNN2025.05 | 100 | 0.71 | 0.14 | 0.1369 | 0.78 | |
| SubAttackVictim Model=PCT2025.05 | 100 | 1.43 | 0.45 | 0.2115 | 26.26 | |
| SubAttackVictim Model=CurveNet2025.05 | 100 | 2.27 | 1 | 0.2856 | 21.16 | |
| SI-AdvVictim Model=DGCNN2025.05 | 99.8 | 8.42 | 1.71 | 0.9178 | 0.78 | |
| CIMVictim Model=DGCNN2025.05 | 99.8 | 7.78 | 1.72 | 0.8298 | 1.23 | |
| WAAttackVictim Model=PCT2025.05 | 99.8 | 1.64 | 0.48 | 0.2397 | 4.41 | |
| WAAttackVictim Model=DGCNN2025.05 | 99.7 | 0.91 | 0.18 | 0.1761 | 0.18 | |
| CIMVictim Model=PCT2025.05 | 99.5 | 7.25 | 2.17 | 0.7992 | 9.61 | |
| SubAttackVictim Model=PointNet2025.05 | 99.5 | 1.6 | 1.08 | 0.2151 | 0.9 | |
| WAAttackVictim Model=PointNet2025.05 | 99.3 | 1.65 | 1.16 | 0.2237 | 0.2 | |
| SI-AdvVictim Model=CurveNet2025.05 | 99.1 | 10.76 | 3.45 | 1.0198 | 9.9 | |
| CIMVictim Model=CurveNet2025.05 | 99 | 10.07 | 3.16 | 0.9246 | 9.25 | |
| HiT-AdvVictim Model=DGCNN2025.05 | 98.7 | 19.22 | 2.87 | 1.0136 | 51.38 | |
| PF-AttackVictim Model=DGCNN2025.05 | 98.5 | 50.34 | 2.31 | 2.4197 | 10.16 | |
| WAAttackVictim Model=CurveNet2025.05 | 98 | 2.47 | 1.16 | 0.3129 | 4.84 | |
| SI-AdvVictim Model=PointNet2025.05 | 97.9 | 3.99 | 3.21 | 0.5726 | 0.9 | |
| HiT-AdvVictim Model=PCT2025.05 | 97.9 | 43.1 | 3.21 | 1.3584 | 185.98 | |
| PF-AttackVictim Model=PCT2025.05 | 97.8 | 44.71 | 2.38 | 2.3356 | 183.24 | |
| CIMVictim Model=PointNet2025.05 | 97.2 | 3.7 | 2.85 | 0.5285 | 1.4 | |
| JGBAVictim Model=PointNet2025.05 | 96.9 | 53.7 | 8.14 | 2.309 | 5.19 | |
| HiT-AdvVictim Model=CurveNet2025.05 | 96.8 | 46.28 | 4.79 | 1.2655 | 166.37 | |
| HiT-AdvVictim Model=PointNet2025.05 | 96.4 | 55.72 | 3.58 | 1.5179 | 44.4 | |
| PF-AttackVictim Model=CurveNet2025.05 | 92.9 | 42.35 | 2.39 | 2.2965 | 148.22 | |
| PF-AttackVictim Model=PointNet2025.05 | 88.3 | 29.71 | 2.32 | 1.8787 | 11.58 |