Point Cloud Classification on ModelNet40
11.39ASRKNN
Evaluation results
| Method | Links | |
|---|---|---|
| KNNTarget Model=PointNet, Defense=AT2024.03 | 11.39 | |
| GeoA3Target Model=PointNet, Defense=DUP-Net2024.03 | 13.65 | |
| 3D-ADVTarget Model=PointNet, Defense=DUP-Net2024.03 | 14.03 | |
| MeshAttackTarget Model=PointNet, Defense=SOR2024.03 | 18.01 | |
| MeshAttackTarget Model=PointNet, Defense=DUP-Net2024.03 | 18.46 | |
| GeoA3Target Model=PointNet, Defense=SOR2024.03 | 18.76 | |
| Eps-isoTarget Model=PointNet, Defense=DUP-Net2024.03 | 19.61 | |
| Eps-isoTarget Model=PointNet, Defense=SOR2024.03 | 19.79 | |
| KNNTarget Model=PointNet, Defense=DUP-Net2024.03 | 21.27 | |
| IFGMTarget Model=PointNet, Defense=DUP-Net2024.03 | 21.49 | |
| IFGMTarget Model=PointNet, Defense=AT2024.03 | 21.65 | |
| MeshAttackTarget Model=PointNet, Defense=AT2024.03 | 24.21 | |
| 3D-ADVTarget Model=PointNet, Defense=SOR2024.03 | 24.25 | |
| 3D-ADVTarget Model=PointNet, Defense=SRS2024.03 | 24.28 | |
| MeshAttackTarget Model=PointNet, Defense=SRS2024.03 | 25.67 | |
| Eps-isoTarget Model=PointNet, Defense=SRS2024.03 | 26.16 | |
| AOFTarget Model=PointNet, Defense=AT2024.03 | 27.2 | |
| KNNTarget Model=PointNet, Defense=SOR2024.03 | 28.21 | |
| Eps-isoTarget Model=PointNet, Defense=AT2024.03 | 30.23 | |
| Eps-isoTarget Model=DGCNN, Defense=SRS2024.03 | 31.36 | |
| MeshAttackTarget Model=DGCNN, Defense=SRS2024.03 | 32.12 | |
| IFGMTarget Model=PointNet, Defense=SOR2024.03 | 33.49 | |
| AOFTarget Model=DGCNN, Defense=AT2024.03 | 33.62 | |
| 3D-ADVTarget Model=DGCNN, Defense=SRS2024.03 | 35.55 | |
| SI-ADVTarget Model=PointNet, Defense=AT2024.03 | 36.21 | |
| GeoA3Target Model=PointNet, Defense=SRS2024.03 | 40.66 | |
| IFGMTarget Model=DGCNN, Defense=AT2024.03 | 42.58 | |
| 3D-ADVTarget Model=DGCNN, Defense=SOR2024.03 | 43.08 | |
| IFGSMTarget Model=PointNet, Defense=DUP-Net2024.03 | 43.57 | |
| GeoA3Target Model=DGCNN, Defense=SOR2024.03 | 44.61 | |
| MeshAttackTarget Model=DGCNN, Defense=SOR2024.03 | 45.66 | |
| Eps-isoTarget Model=DGCNN, Defense=SOR2024.03 | 47.28 | |
| IFGSMTarget Model=PointNet, Defense=AT2024.03 | 49.09 | |
| SI-ADVTarget Model=PointNet, Defense=SOR2024.03 | 50.2 | |
| AOFTarget Model=DGCNN, Defense=SRS2024.03 | 50.81 | |
| SI-ADVTarget Model=DGCNN, Defense=AT2024.03 | 51.99 | |
| 3D-ADVTarget Model=DGCNN, Defense=DUP-Net2024.03 | 52.33 | |
| KNNTarget Model=DGCNN, Defense=AT2024.03 | 52.41 | |
| GeoA3Target Model=DGCNN, Defense=DUP-Net2024.03 | 53 | |
| MeshAttackTarget Model=DGCNN, Defense=DUP-Net2024.03 | 53.28 | |
| Eps-isoTarget Model=DGCNN, Defense=DUP-Net2024.03 | 54.33 | |
| SI-ADVTarget Model=PointNet, Defense=DUP-Net2024.03 | 56.73 | |
| SI-ADVTarget Model=PointNet, Defense=SRS2024.03 | 58.32 | |
| IFGMTarget Model=DGCNN, Defense=SRS2024.03 | 58.62 | |
| IFGMTarget Model=DGCNN, Defense=DUP-Net2024.03 | 59.77 | |
| AOFTarget Model=DGCNN, Defense=DUP-Net2024.03 | 60.24 | |
| IFGSMTarget Model=PointNet, Defense=SOR2024.03 | 60.68 | |
| 3D-ADVTarget Model=PointNet, Defense=AT2024.03 | 60.98 | |
| IFGSMTarget Model=DGCNN, Defense=DUP-Net2024.03 | 61.1 | |
| AOFTarget Model=PointNet, Defense=DUP-Net2024.03 | 63.27 | |
| AOFTarget Model=DGCNN, Defense=SOR2024.03 | 63.58 | |
| GeoA3Target Model=PointNet, Defense=AT2024.03 | 64.35 | |
| KNNTarget Model=DGCNN, Defense=DUP-Net2024.03 | 66.25 | |
| HiT-ADVTarget Model=DGCNN, Defense=SRS2024.03 | 66.82 | |
| IFGSMTarget Model=DGCNN, Defense=SRS2024.03 | 67.31 | |
| SI-ADVTarget Model=DGCNN, Defense=SOR2024.03 | 71.78 | |
| IFGSMTarget Model=DGCNN, Defense=AT2024.03 | 72.06 | |
| SI-ADVTarget Model=DGCNN, Defense=SRS2024.03 | 72.17 | |
| HiT-ADVTarget Model=PointNet, Defense=DUP-Net2024.03 | 72.27 | |
| IFGMTarget Model=DGCNN, Defense=SOR2024.03 | 72.54 | |
| SI-ADVTarget Model=DGCNN, Defense=DUP-Net2024.03 | 73.02 | |
| AOFTarget Model=PointNet, Defense=SRS2024.03 | 73.82 | |
| KNNTarget Model=DGCNN, Defense=SRS2024.03 | 74.26 | |
| MeshAttackTarget Model=DGCNN, Defense=AT2024.03 | 74.29 | |
| 3D-ADVTarget Model=DGCNN, Defense=AT2024.03 | 74.82 | |
| GeoA3Target Model=DGCNN, Defense=SRS2024.03 | 76.28 | |
| GeoA3Target Model=DGCNN, Defense=AT2024.03 | 77.3 | |
| IFGSMTarget Model=PointNet, Defense=SRS2024.03 | 77.37 | |
| Eps-isoTarget Model=DGCNN, Defense=AT2024.03 | 78.96 | |
| KNNTarget Model=DGCNN, Defense=SOR2024.03 | 79.88 | |
| IFGMTarget Model=PointNet, Defense=SRS2024.03 | 81.81 | |
| IFGSMTarget Model=DGCNN, Defense=SOR2024.03 | 82.14 | |
| HiT-ADVTarget Model=DGCNN, Defense=SOR2024.03 | 83.98 | |
| KNNTarget Model=PointNet, Defense=SRS2024.03 | 84.72 | |
| HiT-ADVTarget Model=PointNet, Defense=SRS2024.03 | 84.95 | |
| AOFTarget Model=PointNet, Defense=SOR2024.03 | 86.2 | |
| HiT-ADVTarget Model=PointNet, Defense=SOR2024.03 | 87.86 | |
| HiT-ADVTarget Model=DGCNN, Defense=DUP-Net2024.03 | 92.37 | |
| SI-ADVTarget Model=DGCNN, Defense=No Defense2024.03 | 96.08 | |
| KNNTarget Model=DGCNN, Defense=No Defense2024.03 | 96.15 | |
| MeshAttackTarget Model=PointNet, Defense=No Defense2024.03 | 96.64 | |
| AOFTarget Model=DGCNN, Defense=No Defense2024.03 | 97.09 | |
| Eps-isoTarget Model=PointNet, Defense=No Defense2024.03 | 97.17 | |
| IFGSMTarget Model=DGCNN, Defense=No Defense2024.03 | 98.96 | |
| IFGMTarget Model=DGCNN, Defense=No Defense2024.03 | 98.96 | |
| IFGSMTarget Model=PointNet, Defense=No Defense2024.03 | 99.01 | |
| SI-ADVTarget Model=PointNet, Defense=No Defense2024.03 | 99.32 | |
| IFGMTarget Model=PointNet, Defense=No Defense2024.03 | 99.68 | |
| KNNTarget Model=PointNet, Defense=No Defense2024.03 | 99.68 | |
| GeoA3Target Model=DGCNN, Defense=No Defense2024.03 | 99.71 | |
| HiT-ADVTarget Model=PointNet, Defense=AT2024.03 | 99.76 | |
| 3D-ADVTarget Model=PointNet, Defense=No Defense2024.03 | 100 | |
| 3D-ADVTarget Model=DGCNN, Defense=No Defense2024.03 | 100 | |
| GeoA3Target Model=PointNet, Defense=No Defense2024.03 | 100 | |
| AOFTarget Model=PointNet, Defense=No Defense2024.03 | 100 | |
| MeshAttackTarget Model=DGCNN, Defense=No Defense2024.03 | 100 | |
| Eps-isoTarget Model=DGCNN, Defense=No Defense2024.03 | 100 | |
| HiT-ADVTarget Model=PointNet, Defense=No Defense2024.03 | 100 | |
| HiT-ADVTarget Model=DGCNN, Defense=No Defense2024.03 | 100 | |
| HiT-ADVTarget Model=DGCNN, Defense=AT2024.03 | 100 |