Metric: F1 score (5-fold) (higher is better)
| # | Model↕ | F1 score (5-fold)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | 3DMedPT | 0.936 | No | 3D Medical Point Transformer: Introducing Convol... | 2021-12-09 | Code |
| 2 | PCT | 0.914 | No | PCT: Point cloud transformer | 2020-12-17 | Code |
| 3 | PAConv | 0.906 | No | PAConv: Position Adaptive Convolution with Dynam... | 2021-03-26 | Code |
| 4 | PointNet++ | 0.903 | No | PointNet++: Deep Hierarchical Feature Learning o... | 2017-06-07 | Code |
| 5 | PointConv | 0.883 | No | PointConv: Deep Convolutional Networks on 3D Poi... | 2018-11-17 | Code |
| 6 | PointCNN | 0.875 | No | - | - | Code |
| 7 | SpiderCNN | 0.872 | No | SpiderCNN: Deep Learning on Point Sets with Para... | 2018-03-30 | Code |
| 8 | GS-Net | 0.872 | No | Geometry Sharing Network for 3D Point Cloud Clas... | 2019-12-23 | Code |
| 9 | SO-Net | 0.868 | No | SO-Net: Self-Organizing Network for Point Cloud ... | 2018-03-12 | Code |
| 10 | AdaptConv | 0.858 | No | Adaptive Graph Convolution for Point Cloud Analy... | 2021-08-18 | Code |
| 11 | DGCNN | 0.738 | No | Dynamic Graph CNN for Learning on Point Clouds | 2018-01-24 | Code |
| 12 | PointNet | 0.684 | No | PointNet: Deep Learning on Point Sets for 3D Cla... | 2016-12-02 | Code |