Classification on ModelNet40 (test)
94.2AccuracyCurveNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CurveNetPublication=ICCV'212021.09 | 94.2 | — | — | — | — | — | |
| SAMBLE2025.04 | 94.2 | — | — | — | — | — | |
| PAConvPublication=CVPR'212021.09 | 93.9 | — | — | — | — | — | |
| CurveNet2025.04 | 93.8 | — | — | — | — | — | |
| DeltaConv2025.04 | 93.8 | — | — | — | — | — | |
| APESmode=global2025.04 | 93.8 | — | — | — | — | — | |
| GBNetVoting=false, Number of points=10242021.11 | 93.8 | 91 | — | — | — | — | |
| CurveNetVoting=false, Number of points=10242021.11 | 93.8 | — | — | — | — | — | |
| DeltaNetVoting=false, Number of points=10242021.11 | 93.8 | 91.2 | — | — | — | — | |
| Point Trans.Publication=ICCV'212021.09 | 93.7 | 90.6 | — | — | — | — | |
| PT22025.04 | 93.7 | — | — | — | — | — | |
| PRA-Net2025.04 | 93.7 | — | — | — | — | — | |
| PointTransformerVoting=false, Number of points=10242021.11 | 93.7 | 90.6 | — | — | — | — | |
| RS-CNNVoting=false, Number of points=10242021.11 | 93.6 | — | — | — | — | — | |
| PAConvVoting=false, Number of points=10242021.11 | 93.6 | — | — | — | — | — | |
| SimpleviewVoting=false, Number of points=10242021.11 | 93.6 | — | — | — | — | — | |
| Point Voxel TransformerVoting=false, Number of points=10242021.11 | 93.6 | — | — | — | — | — | |
| APESmode=local2025.04 | 93.5 | — | — | — | — | — | |
| MDpre-training=True2021.09 | 93.39 | 90.26 | — | — | — | — | |
| PCT2025.04 | 93.2 | — | — | — | — | — | |
| PointNeXt2025.04 | 93.2 | — | — | — | — | — | |
| DensePointVoting=false, Number of points=10242021.11 | 93.2 | — | — | — | — | — | |
| KPConvInput representation=Points, Num. points=20482020.04 | 92.9 | — | — | — | — | — | |
| DGCNNPublication=TOG'192021.09 | 92.9 | 90.2 | — | — | — | — | |
| DGCNN2025.04 | 92.9 | — | — | — | — | — | |
| DGCNNVoting=false, Number of points=10242021.11 | 92.9 | 90.2 | — | — | — | — | |
| KPConv rigidVoting=false, Number of points=10242021.11 | 92.9 | — | — | — | — | — | |
| MMEModel=MME2026.02 | 92.9 | — | — | — | — | — | |
| PT12025.04 | 92.8 | — | — | — | — | — | |
| MDpre-training=from scratch2021.09 | 92.74 | 89.88 | — | — | — | — | |
| KPConv deformVoting=false, Number of points=10242021.11 | 92.7 | — | — | — | — | — | |
| ConvPointInput representation=Points, Num. points=20482020.04 | 92.5 | 89.6 | — | — | — | — | |
| FKAConvInput representation=Points, Num. points=10242020.04 | 92.5 | 89.9 | — | — | — | — | |
| FKAConvInput representation=Points, Num. points=20482020.04 | 92.5 | 89.7 | — | — | — | — | |
| PointConv2025.04 | 92.5 | — | — | — | — | — | |
| AttWalkModel=AttWalk2026.02 | 92.5 | — | — | — | — | — | |
| SpiderCNN2025.04 | 92.4 | — | — | — | — | — | |
| MeshWalkerModel=MeshWalker2026.02 | 92.3 | — | — | — | — | — | |
| EnsembleModel=Ensemble2026.02 | 92.3 | — | — | — | — | — | |
| DGCNNInput representation=Points, Num. points=10242020.04 | 92.2 | 90.2 | — | — | — | — | |
| PointCNNInput representation=Points, Num. points=10242020.04 | 92.2 | 88.1 | — | — | — | — | |
| PointCNNSupervised=true2021.12 | 92.2 | — | — | — | — | — | |
| DGCNNSupervised=true2021.12 | 92.2 | — | — | — | — | — | |
| PCNN by ExtPublication=SIGGRAPH 182021.09 | 92.2 | — | — | — | — | — | |
| PointCNNVoting=false, Number of points=10242021.11 | 92.2 | 88.1 | — | — | — | — | |
| VIP-GANSupervised=false2018.11 | 91.98 | — | — | — | — | — | |
| PointNet++Supervised=true2018.11 | 91.9 | — | — | — | — | — | |
| PointNet++Publication=NeurIPS'172021.09 | 91.9 | — | — | — | — | — | |
| PointNet++2025.04 | 91.9 | — | — | — | — | — | |
| MeshNetModel=MeshNet2026.02 | 91.9 | — | — | — | — | — | |
| MeshNet++Model=MeshNet++2026.02 | 91.6 | — | — | — | — | — | |
| SpecGCNPublication=ECCV'182021.09 | 91.5 | — | — | — | — | — | |
| MVCNN-MultiSupervised=true2018.11 | 91.4 | — | — | — | — | — | |
| VRNSupervised=true2018.11 | 91.33 | — | — | — | — | — | |
| VIP-GAN (+SN55)Supervised=false2018.11 | 91.25 | — | — | — | — | — | |
| WalkFormerModel=WalkFormer2026.02 | 91.1 | — | — | — | — | — | |
| PSG-NetSupervised=false2021.12 | 90.9 | — | — | — | — | — | |
| PairwiseSupervised=true2018.11 | 90.7 | — | — | — | — | — | |
| PANORAMASupervised=true2018.11 | 90.7 | — | — | — | — | — | |
| PointNet++Input representation=Points, Num. points=10242020.04 | 90.7 | — | — | — | — | — | |
| PointNet++Supervised=true2021.12 | 90.7 | — | — | — | — | — | |
| PointNet++Voting=false, Number of points=10242021.11 | 90.7 | — | — | — | — | — | |
| RotationNetSupervised=true2018.11 | 90.65 | — | — | — | — | — | |
| SA-Net-clsSupervised=false2021.12 | 90.6 | — | — | — | — | — | |
| TetraSphereK=8, Rotation Protocol=z/z2022.11 | 90.5 | — | — | — | — | — | |
| TetraSphereK=8, Rotation Protocol=z/SO(3)2022.11 | 90.5 | — | — | — | — | — | |
| DGCNNAugmentation (train/test)=z/z2023.10 | 90.3 | — | — | — | — | — | |
| VN-DGCNNAugmentation (train/test)=SO(3)/SO(3)2023.10 | 90.2 | — | — | — | — | — | |
| VIP-GAN (SN55)Supervised=false2018.11 | 90.19 | — | — | — | — | — | |
| MVCNNSupervised=true2018.11 | 90.1 | — | — | — | — | — | |
| MVCNNInput representation=Mesh or voxels2020.04 | 90.1 | — | — | — | — | — | |
| TetraSphereK=4, Rotation Protocol=z/z2022.11 | 90 | — | — | — | — | — | |
| TetraSphereK=4, Rotation Protocol=z/SO(3)2022.11 | 90 | — | — | — | — | — | |
| TetraSphereK=16, Rotation Protocol=z/z2022.11 | 89.8 | — | — | — | — | — | |
| TetraSphereK=16, Rotation Protocol=z/SO(3)2022.11 | 89.8 | — | — | — | — | — | |
| TFNRotation Protocol=z/z2022.11 | 89.7 | — | — | — | — | — | |
| TFNRotation Protocol=z/SO(3)2022.11 | 89.7 | — | — | — | — | — | |
| TetraSphereK=2, Rotation Protocol=z/z2022.11 | 89.7 | — | — | — | — | — | |
| TetraSphereK=2, Rotation Protocol=z/SO(3)2022.11 | 89.7 | — | — | — | — | — | |
| GIFTSupervised=true2018.11 | 89.5 | — | — | — | — | — | |
| VN-DGCNNAugmentation (train/test)=z/z2023.10 | 89.5 | — | — | — | — | — | |
| VN-DGCNNAugmentation (train/test)=z/SO(3)2023.10 | 89.5 | — | — | — | — | — | |
| VN-DGCNNRotation Protocol=z/z2022.11 | 89.5 | — | — | — | — | — | |
| VN-DGCNNRotation Protocol=z/SO(3)2022.11 | 89.5 | — | — | — | — | — | |
| TetraSphereK=1, Rotation Protocol=z/z2022.11 | 89.5 | — | — | — | — | — | |
| TetraSphereK=1, Rotation Protocol=z/SO(3)2022.11 | 89.5 | — | — | — | — | — | |
| SubvolumeInput representation=Mesh or voxels2020.04 | 89.2 | — | — | — | — | — | |
| PointNetInput representation=Points, Num. points=10242020.04 | 89.2 | 86.2 | — | — | — | — | |
| PointNetSupervised=true2021.12 | 89.2 | — | — | — | — | — | |
| PointNetPublication=CVPR'172021.09 | 89.2 | 86 | — | — | — | — | |
| PointNet2025.04 | 89.2 | — | — | — | — | — | |
| 3D-PointCapsNetSupervised=false2021.12 | 88.9 | — | — | — | — | — | |
| DGCNNAugmentation (train/test)=SO(3)/SO(3)2023.10 | 88.6 | — | — | — | — | — | |
| FNetSupervised=false2018.11 | 88.4 | — | — | — | — | — | |
| FoldingNetSupervised=false2021.12 | 88.4 | — | — | — | — | — | |
| PCGANSupervised=false2021.12 | 87.8 | — | — | — | — | — | |
| L-GAN (MN40)Supervised=false, pre-training=ModelNet402021.12 | 87.3 | — | — | — | — | — | |
| LGAN(MN40)Supervised=false2018.11 | 87.27 | — | — | — | — | — | |
| PointFlowSupervised=false2021.12 | 86.8 | — | — | — | — | — | |
| MRTNet-VAESupervised=false2021.12 | 86.4 | — | — | — | — | — |