Point Cloud Classification on ShapeNet Part
100Accuracy3D-ADV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 3D-ADVModel=PointNet2024.03 | 100 | 2.1603 | 0.2103 | 0.5322 | |
| GeoA³Model=PointNet2024.03 | 100 | 3.7291 | 0.2658 | 0.6892 | |
| HIT-ADVModel=PointNet2024.03 | 100 | 0.981 | 0.1874 | 0.5272 | |
| 3D-ADVModel=DGCNN2024.03 | 100 | 2.3788 | 0.1886 | 0.6837 | |
| GeoA³Model=DGCNN2024.03 | 100 | 2.9907 | 0.1895 | 0.718 | |
| Eps-isoModel=DGCNN2024.03 | 100 | 3.0629 | 0.2171 | 0.7108 | |
| HIT-ADVModel=DGCNN2024.03 | 100 | 0.6629 | 0.187 | 0.6325 | |
| AOFModel=PointNet2024.03 | 99.85 | 3.3172 | 0.3601 | 1.311 | |
| IFGM(l2)Model=DGCNN2024.03 | 99.51 | 2.6947 | 0.208 | 0.6627 | |
| MeshAttackModel=DGCNN2024.03 | 99.43 | 3.1836 | 0.2232 | 0.7092 | |
| AOFModel=DGCNN2024.03 | 98.54 | 3.2227 | 0.2444 | 0.897 | |
| PointNet++Scheme=Clean2024.10 | 98.5 | — | — | — | |
| IFGSM(linf)Model=DGCNN2024.03 | 98.46 | 3.355 | 0.2094 | 0.7085 | |
| CurveNetScheme=Clean2024.10 | 98.42 | — | — | — | |
| PointMLPScheme=Clean2024.10 | 98.39 | — | — | — | |
| SimpleViewScheme=Clean2024.10 | 98.26 | — | — | — | |
| PointConvScheme=Clean2024.10 | 98.23 | — | — | — | |
| PointNetScheme=Clean2024.10 | 98.21 | — | — | — | |
| KNNModel=DGCNN2024.03 | 98.09 | 3.4718 | 0.2372 | 0.6349 | |
| DGCNNScheme=Clean2024.10 | 98.06 | — | — | — | |
| Eps-isoModel=PointNet2024.03 | 98.01 | 2.6093 | 0.2908 | 0.7457 | |
| PointCNNScheme=Clean2024.10 | 97.54 | — | — | — | |
| IFGM(l2)Model=PointNet2024.03 | 97.49 | 2.3401 | 0.2404 | 0.5898 | |
| MeshAttackModel=PointNet2024.03 | 97.24 | 3.0671 | 0.3444 | 0.7798 | |
| RIConv++Scheme=UMT(k=1)2024.10 | 96.93 | — | — | — | |
| RIConv++Scheme=Clean2024.10 | 96.7 | — | — | — | |
| SI-ADVModel=DGCNN2024.03 | 96.43 | 3.0193 | 0.2456 | 0.6824 | |
| KNNModel=PointNet2024.03 | 96.4 | 2.5067 | 0.2723 | 0.5098 | |
| SI-ADVModel=PointNet2024.03 | 96.38 | 2.8476 | 0.2945 | 0.9217 | |
| PCTScheme=Clean2024.10 | 96.38 | — | — | — | |
| 3DGCNScheme=Clean2024.10 | 96.18 | — | — | — | |
| IFGSM(linf)Model=PointNet2024.03 | 95.2 | 2.8831 | 0.3035 | 0.8076 | |
| PointNNScheme=Clean2024.10 | 94.66 | — | — | — | |
| CurveNetScheme=UMT(k=1)2024.10 | 71.38 | — | — | — | |
| DGCNNScheme=UMT(k=1)2024.10 | 64.71 | — | — | — | |
| PointNetScheme=UMT(k=1)2024.10 | 63.85 | — | — | — | |
| PointNNScheme=UMT(k=1)2024.10 | 58.44 | — | — | — | |
| SimpleViewScheme=UMT(k=1)2024.10 | 56.22 | — | — | — | |
| PCTScheme=UMT(k=1)2024.10 | 54.39 | — | — | — | |
| PointCNNScheme=UMT(k=1)2024.10 | 51.95 | — | — | — | |
| PointNNScheme=UMT(k=4)2024.10 | 51.91 | — | — | — | |
| PointNNScheme=UMT(k=3)2024.10 | 50.85 | — | — | — | |
| PointNet++Scheme=UMT(k=1)2024.10 | 50.3 | — | — | — | |
| PointNNScheme=UMT(k=2)2024.10 | 49.82 | — | — | — | |
| 3DGCNScheme=UMT(k=3)2024.10 | 47.84 | — | — | — | |
| PointMLPScheme=UMT(k=3)2024.10 | 47.8 | — | — | — | |
| PointMLPScheme=UMT(k=1)2024.10 | 47.32 | — | — | — | |
| PointCNNScheme=UMT(k=3)2024.10 | 46.77 | — | — | — | |
| PointNet++Scheme=UMT(k=2)2024.10 | 45.61 | — | — | — | |
| PCTScheme=UMT(k=4)2024.10 | 45.07 | — | — | — | |
| PCTScheme=UMT(k=3)2024.10 | 43.52 | — | — | — | |
| SimpleViewScheme=UMT(k=3)2024.10 | 41.51 | — | — | — | |
| PointMLPScheme=UMT(k=4)2024.10 | 40.93 | — | — | — | |
| SimpleViewScheme=UMT(k=4)2024.10 | 40.04 | — | — | — | |
| PointNet++Scheme=UMT(k=3)2024.10 | 39.64 | — | — | — | |
| SimpleViewScheme=UMT(k=2)2024.10 | 38.38 | — | — | — | |
| 3DGCNScheme=UMT(k=1)2024.10 | 37.9 | — | — | — | |
| PCTScheme=UMT(k=2)2024.10 | 37.72 | — | — | — | |
| DGCNNScheme=UMT(k=3)2024.10 | 37.29 | — | — | — | |
| CurveNetScheme=UMT(k=3)2024.10 | 37.27 | — | — | — | |
| DGCNNScheme=UMT(k=4)2024.10 | 36.18 | — | — | — | |
| PointCNNScheme=UMT(k=4)2024.10 | 34.52 | — | — | — | |
| PointMLPScheme=UMT(k=2)2024.10 | 34.19 | — | — | — | |
| 3DGCNScheme=UMT(k=4)2024.10 | 33.06 | — | — | — | |
| PointNetScheme=UMT(k=3)2024.10 | 32.5 | — | — | — | |
| RIConv++Scheme=UMT(k=4)2024.10 | 32.22 | — | — | — | |
| 3DGCNScheme=UMT(k=2)2024.10 | 32.21 | — | — | — | |
| PointConvScheme=UMT(k=3)2024.10 | 31.28 | — | — | — | |
| CurveNetScheme=UMT(k=4)2024.10 | 29.79 | — | — | — | |
| PointConvScheme=UMT(k=4)2024.10 | 29.48 | — | — | — | |
| PointConvScheme=UMT(k=1)2024.10 | 29.34 | — | — | — | |
| PointCNNScheme=UMT(k=2)2024.10 | 28.97 | — | — | — | |
| CurveNetScheme=UMT(k=2)2024.10 | 26.49 | — | — | — | |
| DGCNNScheme=UMT(k=2)2024.10 | 25.99 | — | — | — | |
| PointConvScheme=UMT(k=2)2024.10 | 25.6 | — | — | — | |
| PointNetScheme=UMT(k=4)2024.10 | 23.72 | — | — | — | |
| PointNet++Scheme=UMT(k=4)2024.10 | 23.3 | — | — | — | |
| PointNetScheme=UMT(k=2)2024.10 | 18.41 | — | — | — | |
| RIConv++Scheme=UMT(k=3)2024.10 | 6.01 | — | — | — | |
| RIConv++Scheme=UMT(k=2)2024.10 | 5.05 | — | — | — |