Point Cloud Classification on ShapeNet
98.08EidosPWaveP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PWavePModel=Pointnet++2026.02 | 98.08 | 96.1 | 98.12 | 86.46 | 98.68 | |
| PointCVARModel=Pointnet++2026.02 | 97.74 | 97.75 | 97.77 | 86.7 | 97.22 | |
| PWavePModel=CurveNet2026.02 | 97.35 | 97.03 | 97.92 | 72.89 | 97.74 | |
| Ada3DiffModel=Pointnet++2026.02 | 97.24 | 95.22 | 93.44 | 72.79 | 69.85 | |
| PWavePModel=PointNet2026.02 | 96.85 | 90.25 | 97.15 | 79.67 | 94.43 | |
| PointCVARModel=CurveNet2026.02 | 96.84 | 96.86 | 97.58 | 76.2 | 97.19 | |
| PFourierPModel=PointNet2026.02 | 96.3 | 88.19 | 96.86 | 59.92 | 94.11 | |
| PointCVARModel=PointNet2026.02 | 96.13 | 85.81 | 94.94 | 74.89 | 93 | |
| PWavePModel=DGCNN2026.02 | 96.12 | 93.72 | 97.13 | 78.26 | 95.53 | |
| PFourierPModel=Pointnet++2026.02 | 96.03 | 91.46 | 97.73 | 71.5 | 95.59 | |
| Ada3DiffModel=DGCNN2026.02 | 95.77 | 95.22 | 96.56 | 77.39 | 55.63 | |
| PFourierPModel=DGCNN2026.02 | 95.39 | 90.91 | 97.1 | 76.23 | 92.95 | |
| PFourierPModel=CurveNet2026.02 | 95.38 | 96.81 | 97.97 | 70.71 | 97.04 | |
| PointCVARModel=DGCNN2026.02 | 91.28 | 87.84 | 96.23 | 75.87 | 89.44 | |
| SORModel=Pointnet++2026.02 | 87.43 | 77.37 | 87.42 | 76.92 | 86.41 | |
| SORModel=CurveNet2026.02 | 87.38 | 94.87 | 78.09 | 65.12 | 87.73 | |
| RORModel=CurveNet2026.02 | 85.31 | 92.94 | 75.96 | 61.77 | 77.33 | |
| SORModel=PointNet2026.02 | 85.13 | 83.01 | 90.21 | 78.22 | 85 | |
| Ada3DiffModel=CurveNet2026.02 | 83.82 | 83.09 | 59.74 | 75.37 | 73.71 | |
| SORModel=DGCNN2026.02 | 83.73 | 78.23 | 90.29 | 70.96 | 82.37 | |
| Ada3DiffModel=PointNet2026.02 | 79.96 | 61.21 | 64.34 | 63.05 | 54.41 | |
| RORModel=PointNet2026.02 | 78.58 | 79.21 | 88.08 | 73.1 | 70.8 | |
| RORModel=DGCNN2026.02 | 76.85 | 78.98 | 88.97 | 65.41 | 71.57 | |
| RORModel=Pointnet++2026.02 | 72.82 | 77.07 | 83.7 | 71.48 | 75.13 | |
| No DefenseModel=CurveNet2026.02 | 2.02 | 0.18 | 3.88 | 0 | 1.1 | |
| No DefenseModel=PointNet2026.02 | 1.1 | 0 | 0 | 9.41 | 0.92 | |
| No DefenseModel=DGCNN2026.02 | 0.55 | 0 | 0 | 3.68 | 0.55 | |
| No DefenseModel=Pointnet++2026.02 | 0 | 0 | 5.94 | 0 | 0.92 |