Metric: Overall Accuracy (PB_T50_RS) (higher is better)
| # | Model↕ | Overall Accuracy (PB_T50_RS)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Mamba3D | 92.64 | No | Mamba3D: Enhancing Local Features for 3D Point C... | 2024-04-23 | Code |
| 2 | Mamba3D (no voting) | 91.81 | No | Mamba3D: Enhancing Local Features for 3D Point C... | 2024-04-23 | Code |
| 3 | DeLA | 90.4 | No | Decoupled Local Aggregation for Point Cloud Lear... | 2023-08-31 | Code |
| 4 | SPoTr | 88.6 | No | Self-positioning Point-based Transformer for Poi... | 2023-03-29 | Code |
| 5 | PCM | 88.1 | No | Point Cloud Mamba: Point Cloud Learning via Stat... | 2024-03-01 | Code |
| 6 | PointNeXt | 87.8 | No | PointNeXt: Revisiting PointNet++ with Improved T... | 2022-06-09 | Code |
| 7 | Point-PN | 87.1 | No | Parameter is Not All You Need: Starting from Non... | 2023-03-14 | Code |
| 8 | PointMLP | 85.4 | No | Rethinking Network Design and Local Geometry in ... | 2022-02-15 | Code |
| 9 | DGCNN | 78.1 | No | Dynamic Graph CNN for Learning on Point Clouds | 2018-01-24 | Code |
| 10 | PointNet++ | 77.9 | No | PointNet++: Deep Hierarchical Feature Learning o... | 2017-06-07 | Code |
| 11 | Transformer | 77.24 | No | Attention Is All You Need | 2017-06-12 | Code |
| 12 | PointNet | 68 | No | PointNet: Deep Learning on Point Sets for 3D Cla... | 2016-12-02 | Code |