Few-shot Transfer Classification on ModelNet40
98.9AccuracyReCon
Evaluation Results
| Method | Links | |
|---|---|---|
| ReConWay=5-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 98.9 | |
| Point-M2AEWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 98.3 | |
| VPPWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 98.3 | |
| I2P-MAEWay=5-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 98.3 | |
| ACTWay=5-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 98 | |
| Point-MAEWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 97.8 | |
| ReConWay=5-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 97.3 | |
| MaskPointWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 97.2 | |
| I2P-MAEWay=5-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 97 | |
| VPPWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 96.9 | |
| Point-M2AEWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 96.8 | |
| ACTWay=5-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 96.8 | |
| Point-BERTWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 96.3 | |
| Point-MAEWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 96.3 | |
| OcCoWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 95.9 | |
| ReConWay=10-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 95.8 | |
| ACTWay=10-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 95.6 | |
| I2P-MAEWay=10-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 95.5 | |
| VPPWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 95.4 | |
| MaskPointWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 95 | |
| Point-MAEWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 95 | |
| Point-M2AEWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 95 | |
| Point-BERTWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 94.6 | |
| OcCoWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 94 | |
| MaskPointWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 93.4 | |
| TransformerWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 93.3 | |
| ACTWay=10-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 93.3 | |
| ReConWay=10-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 93.3 | |
| VPPWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 93 | |
| Point-BERTWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 92.7 | |
| Point-MAEWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 92.6 | |
| I2P-MAEWay=10-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.07 | 92.6 | |
| OcCoWay=5-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.07 | 92.5 | |
| OcCoWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 92.4 | |
| Point-M2AEWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 92.3 | |
| MaskPointWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 91.4 | |
| Point-BERTWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 91 | |
| OcCoWay=5-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.07 | 90.6 | |
| TransformerWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 89.4 | |
| OcCoWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 89.4 | |
| TransformerWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 87.8 | |
| OcCoWay=10-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.07 | 86.5 | |
| TransformerWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.07 | 84.6 | |
| OcCoWay=10-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.07 | 82.9 | |
| DGCNNWay=5-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.07 | 40.8 | |
| DGCNNWay=5-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.07 | 31.6 | |
| DGCNNWay=10-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.07 | 19.9 | |
| DGCNNWay=10-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.07 | 16.9 |