Point Cloud Classification on ModelNet40 (5-way 10-shot, Split 76)
98AccuracyPoint-MAE + PointGST
Evaluation results
| Method | Links | |
|---|---|---|
| Point-MAE + PointGSTBackbone=Point-MAE, Voting Strategy=without voting2024.10 | 98 | |
| PointGPT-L (baseline)Backbone=PointGPT-L, Voting Strategy=without voting2024.10 | 98 | |
| PointGPT-L + PointGSTBackbone=PointGPT-L, Voting Strategy=without voting2024.10 | 97.4 | |
| Point-MAE + IDPTBackbone=Point-MAE, Voting Strategy=without voting2024.10 | 97.3 | |
| RECON (baseline)Backbone=RECON, Voting Strategy=without voting2024.10 | 97.3 | |
| ACT + PointGSTBackbone=ACT, Voting Strategy=without voting2024.10 | 97.2 | |
| PointGPT-L + DAPTBackbone=PointGPT-L, Voting Strategy=without voting2024.10 | 97.2 | |
| RECON + PointGSTBackbone=RECON, Voting Strategy=without voting2024.10 | 96.9 | |
| Point-MAE + DAPTBackbone=Point-MAE, Voting Strategy=without voting2024.10 | 96.8 | |
| ACT (baseline)Backbone=ACT, Voting Strategy=without voting2024.10 | 96.8 | |
| RECON + IDPTBackbone=RECON, Voting Strategy=without voting2024.10 | 96.8 | |
| PointGPT-L + IDPTBackbone=PointGPT-L, Voting Strategy=without voting2024.10 | 96.8 | |
| ACT + IDPTBackbone=ACT, Voting Strategy=without voting2024.10 | 96.7 | |
| Point-BERT + PointGSTBackbone=Point-BERT, Voting Strategy=without voting2024.10 | 96.5 | |
| Point-MAE (baseline)Backbone=Point-MAE, Voting Strategy=without voting2024.10 | 96.3 | |
| Point-BERT + IDPTBackbone=Point-BERT, Voting Strategy=without voting2024.10 | 96 | |
| Point-BERT + DAPTBackbone=Point-BERT, Voting Strategy=without voting2024.10 | 95.8 | |
| PointGPT-L + Point-PEFTBackbone=PointGPT-L, Voting Strategy=without voting2024.10 | 95.7 | |
| RECON + DAPTBackbone=RECON, Voting Strategy=without voting2024.10 | 95.6 | |
| Point-MAE + Point-PEFTBackbone=Point-MAE, Voting Strategy=without voting2024.10 | 95.5 | |
| Point-BERT + Point-PEFTBackbone=Point-BERT, Voting Strategy=without voting2024.10 | 95.4 | |
| ACT + Point-PEFTBackbone=ACT, Voting Strategy=without voting2024.10 | 95.4 | |
| RECON + Point-PEFTBackbone=RECON, Voting Strategy=without voting2024.10 | 95.4 | |
| Point-BERT (baseline)Backbone=Point-BERT, Voting Strategy=without voting2024.10 | 94.6 | |
| ACT + DAPTBackbone=ACT, Voting Strategy=without voting2024.10 | 94.4 |