3D Shape Classification on ModelNet-40
97.37AccuracyRotationNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RotationNetRep.=2D Projection2021.10 | 97.37 | — | |
| PANORAMA-ENNRep.=2D Projection2021.10 | 95.56 | — | |
| RS-CNNRep.=Point cloud2021.10 | 93.6 | — | |
| SageMixBackbone=DGCNN2022.10 | 93.6 | — | |
| RSMixBackbone=DGCNN2022.10 | 93.5 | — | |
| SageMixBackbone=PointNet++2022.10 | 93.3 | — | |
| DGCNNRep.=Point cloud2021.10 | 92.9 | — | |
| KPConvRep.=Point cloud2021.10 | 92.9 | — | |
| BaseBackbone=DGCNN2022.10 | 92.9 | — | |
| PointMixupBackbone=DGCNN2022.10 | 92.9 | — | |
| SPNet_VERep.=2D Projection2021.10 | 92.63 | — | |
| PointCNNRep.=Point cloud2021.10 | 92.5 | — | |
| PolyNet (PTQ, √3), (d=2)Rep.=Polygon Mesh, Subsampling=PTQ, √3, Polynomial Degree=22021.10 | 92.42 | — | |
| SpiderCNNRep.=Point cloud2021.10 | 92.4 | — | |
| PCNNRep.=Point cloud2021.10 | 92.3 | — | |
| MeshWalkerRep.=Polygon Mesh2021.10 | 92.3 | — | |
| PointMixupBackbone=PointNet++2022.10 | 92.3 | — | |
| PolyNet (√3), (d=2)Rep.=Polygon Mesh, Subsampling=√3, Polynomial Degree=22021.10 | 92.14 | — | |
| LP-3DCNNRep.=voxel grid2021.10 | 92.1 | — | |
| PolyNet (PTQ), (d=2)Rep.=Polygon Mesh, Subsampling=PTQ, Polynomial Degree=22021.10 | 92.06 | — | |
| PointNet++Rep.=Point cloud2021.10 | 91.9 | — | |
| MeshNetRep.=Polygon Mesh2021.10 | 91.9 | — | |
| SNGCRep.=Polygon Mesh2021.10 | 91.6 | — | |
| RSMixBackbone=PointNet++2022.10 | 91.6 | — | |
| VRNRep.=voxel grid2021.10 | 91.33 | — | |
| KCNetRep.=Point cloud2021.10 | 91 | — | |
| FusionNetRep.=voxel grid2021.10 | 90.8 | — | |
| SO-NetRep.=Point cloud2021.10 | 90.8 | — | |
| BaseBackbone=PointNet++2022.10 | 90.7 | — | |
| SageMixBackbone=PointNet2022.10 | 90.3 | — | |
| MVCNNRep.=2D Projection2021.10 | 90.1 | — | |
| PointMixupBackbone=PointNet2022.10 | 89.9 | — | |
| PointNetRep.=Point cloud2021.10 | 89.2 | — | |
| BaseBackbone=PointNet2022.10 | 89.2 | — | |
| RSMixBackbone=PointNet2022.10 | 88.7 | — | |
| Cross-atlasRep.=Polygon Mesh2021.10 | 87.3 | — | |
| Geometry ImageRep.=Polygon Mesh2021.10 | 83.9 | — | |
| VoxNetRep.=voxel grid2021.10 | 83 | — | |
| DeepPanoRep.=2D Projection2021.10 | 77.63 | — | |
| 3D ShapeNetsRep.=voxel grid2021.10 | 77.32 | — | |
| SPHRep.=Polygon Mesh2021.10 | 68.23 | — | |
| 3DNiNConvolution=C, FLOPs (x10^6)=124, Hidden states (x10^3)=3682017.06 | — | 11.2 | |
| VGG-AConvolution=VSC, FLOPs (x10^6)=9.2, Hidden states (x10^3)=552017.06 | — | 13.6 | |
| VGG-BConvolution=VSC, FLOPs (x10^6)=28, Hidden states (x10^3)=782017.06 | — | 11.8 |