Point Cloud Classification on ModelNet40 synthetic (test)
94.5Overall AccuracyPointMLP
Evaluation Results
| Method | Links | |
|---|---|---|
| PointMLPLearning Protocol=Supervised Learning Only, #Params(M)=12.6, FLOPs(G)=31.42024.05 | 94.5 | |
| PointGPT-BLearning Protocol=Self-Supervised Learning, #Params(M)=120.5, FLOPs(G)=18.12024.05 | 94.2 | |
| Point-MAE w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=2.7, FLOPs(G)=0.62024.05 | 94.2 | |
| MaskPoint w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=3.1, FLOPs(G)=1.32024.05 | 94.1 | |
| PointM2AE w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=2.5, FLOPs(G)=1.72024.05 | 94.1 | |
| P2P-HorNetLearning Protocol=Supervised Learning Only, #Params(M)=195.8, FLOPs(G)=34.62024.05 | 94 | |
| Point-M2AELearning Protocol=Self-Supervised Learning, #Params(M)=12.8, FLOPs(G)=4.72024.05 | 94 | |
| PointGPT-SLearning Protocol=Self-Supervised Learning, #Params(M)=29.2, FLOPs(G)=2.32024.05 | 94 | |
| PointGPT-SYear=20232026.01 | 94 | |
| ACT w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=3.1, FLOPs(G)=1.42024.05 | 93.9 | |
| MaskPointLearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.32024.05 | 93.8 | |
| Point-MAELearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.42024.05 | 93.8 | |
| Point-BERT w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=3.1, FLOPs(G)=1.32024.05 | 93.8 | |
| PointMAEYear=20222026.01 | 93.8 | |
| ACTLearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.42024.05 | 93.7 | |
| LCMLearning Protocol=Supervised Learning Only, #Params(M)=2.7, FLOPs(G)=0.62024.05 | 93.6 | |
| Inter-MAELearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.32024.05 | 93.6 | |
| PointMambaLearning Protocol=Self-Supervised Learning, #Params(M)=12.32024.05 | 93.6 | |
| CrossNetLearning Protocol=Self-Supervised Learning, #Params(M)=1.8, FLOPs(G)=2.42024.05 | 93.4 | |
| Point-BERTLearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.32024.05 | 93.2 | |
| DGCNNLearning Protocol=Supervised Learning Only, #Params(M)=1.8, FLOPs(G)=2.42024.05 | 92.9 | |
| PointMambaLearning Protocol=Supervised Learning Only, #Params(M)=12.32024.05 | 92.4 | |
| TransformerLearning Protocol=Supervised Learning Only, #Params(M)=22.1, FLOPs(G)=4.82024.05 | 92.3 | |
| TransformerLearning Protocol=Supervised Learning Only, #Params(M)=22.1, FLOPs(G)=2.42024.05 | 92.3 | |
| GSPoint2026.01 | 91.5 | |
| GSLCNYear=20232026.01 | 91.4 | |
| PointMLPYear=20222026.01 | 91.3 | |
| PointWaveletYear=20242026.01 | 91.1 | |
| DuGREATYear=20252026.01 | 90.9 | |
| PointNeXtYear=20222026.01 | 90.8 | |
| PointNet++Learning Protocol=Supervised Learning Only, #Params(M)=1.5, FLOPs(G)=1.72024.05 | 90.7 | |
| PointTrans.Year=20212026.01 | 90.6 | |
| PointNetLearning Protocol=Supervised Learning Only, #Params(M)=3.5, FLOPs(G)=0.52024.05 | 89.2 | |
| PointNet++Year=20172026.01 | 88.5 |