Point Cloud Classification on ModelNet-40
94.1Overall Accuracy (OA)PointMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PointMLPFLOPs=31.4G2023.08 | 94.1 | 91.3 | |
| PVTFLOPs=1.9G2023.08 | 94.1 | — | |
| PointNeXtFLOPs=6.5G2023.08 | 94 | 91.1 | |
| DeLAFLOPs=1.44G2023.08 | 94 | 92.2 | |
| CurveNet2023.08 | 93.8 | — | |
| UniRepLKNet-SType=ConvNet2023.11 | 93.2 | 90.3 | |
| PointMLP+t-FCW*Points=1024, Speed=199 (↓ 8.7%), Fusion Strategy=Lai et al. [10]2026.05 | 93.1 | — | |
| PointNet++FLOPs=1.7G2023.08 | 93 | 90.7 | |
| KPConvType=ConvNet2023.11 | 92.9 | — | |
| DGCNNType=ConvNet2023.11 | 92.9 | 90.2 | |
| PointMLPPoints=1024, Speed=2182026.05 | 92.7 | — | |
| PointConvType=ConvNet2023.11 | 92.5 | — | |
| PointNet++Type=MLP2023.11 | 91.9 | — | |
| PointNet++Points=10242026.05 | 90.7 | — | |
| PointNetType=MLP2023.11 | 89.2 | 86 | |
| PointNetPoints=1024, Speed=223 [13]2026.05 | 89.2 | — | |
| ICP-Classifier2026.05 | 85.7 | — | |
| Point-GNPoints=1024, Speed=3012026.05 | 85.3 | — | |
| Point-NN+t-FCW*Points=1024, Speed=163 (↓ 6.6%), Fusion Strategy=Lai et al. [10]2026.05 | 85.3 | — | |
| t-FCWPoints=1024, Speed=17272026.05 | 84.8 | — | |
| Seg-NNPoints=1024, Speed=3062026.05 | 84.2 | — | |
| OpenShapeType=Transformer2023.11 | 83.4 | — | |
| t-FCW w/ GeoPCSDPoints=1024, Speed=6602026.05 | 82.9 | — | |
| Point-NNPoints=1024, Speed=2092026.05 | 81.8 | — |