Metric: Error Rate (lower is better)
| # | Model↕ | Error Rate▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OmniVec2 | 0.142 | Yes | - | - | - |
| 2 | OmniVec | 0.156 | Yes | OmniVec: Learning robust representations with cr... | 2023-11-07 | - |
| 3 | PCT+PointCutMix-R | 0.163 | No | Benchmarking Robustness of 3D Point Cloud Recogn... | 2022-01-28 | Code |
| 4 | PCT+RSMix | 0.173 | No | Regularization Strategy for Point Cloud via Rigi... | 2021-02-03 | Code |
| 5 | DGCNN+PointCutMix-R | 0.173 | No | PointCutMix: Regularization Strategy for Point C... | 2021-01-05 | Code |
| 6 | PointNet++/+PointCutMix-R | 0.191 | No | PointCutMix: Regularization Strategy for Point C... | 2021-01-05 | Code |
| 7 | PointNet++/+PointMixup | 0.193 | No | PointMixup: Augmentation for Point Clouds | 2020-08-14 | Code |
| 8 | PointNet++ | 0.236 | No | PointNet++: Deep Hierarchical Feature Learning o... | 2017-06-07 | Code |
| 9 | PCT | 0.255 | No | PCT: Point cloud transformer | 2020-12-17 | Code |
| 10 | DGCNN | 0.259 | No | Dynamic Graph CNN for Learning on Point Clouds | 2018-01-24 | Code |
| 11 | RSCNN | 0.262 | No | Relation-Shape Convolutional Neural Network for ... | 2019-04-16 | Code |
| 12 | SimpleView | 0.271 | No | - | - | Code |
| 13 | PointNet | 0.283 | No | PointNet: Deep Learning on Point Sets for 3D Cla... | 2016-12-02 | Code |