Few-shot 3D Classification on ModelNet40 (test)
99AccuracyPoint-SRA
Evaluation results
| Method | Links | |
|---|---|---|
| Point-SRAn-way=5-way, k-shot=20-shot2026.01 | 99 | |
| ReConn-way=5-way, k-shot=20-shot2026.01 | 98.9 | |
| Mamba3d+MAPWay=5, Shot=20, Pre-training Strategy=MAP, Voting=false2024.10 | 98.7 | |
| HybridNet+MAPWay=5, Shot=20, Pre-training Strategy=MAP, Voting=false2024.10 | 98.7 | |
| RMRLn-way=5-way, k-shot=20-shot2026.01 | 98.7 | |
| Point-M2AEn-way=5-way, k-shot=20-shot2026.01 | 98.3 | |
| Mamba3d+P-MWay=5, Shot=20, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 98.2 | |
| PointDifn-way=5-way, k-shot=20-shot2026.01 | 98 | |
| ACTn-way=5-way, k-shot=20-shot2026.01 | 98 | |
| Mamba3d+P-BWay=5, Shot=20, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 97.9 | |
| Point-MAEWay=5, Shot=20, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 97.8 | |
| Point-MAEn-way=5-way, k-shot=20-shot2026.01 | 97.8 | |
| Point-SRAn-way=5-way, k-shot=10-shot2026.01 | 97.6 | |
| PointMambaWay=5, Shot=20, Pre-training Strategy=not specified, Voting=false2024.10 | 97.3 | |
| HybridNet+MAPWay=5, Shot=10, Pre-training Strategy=MAP, Voting=false2024.10 | 97.3 | |
| ReConn-way=5-way, k-shot=10-shot2026.01 | 97.3 | |
| MaskPointWay=5, Shot=20, Pre-training Strategy=not specified, Voting=false2024.10 | 97.2 | |
| MaskPointn-way=5-way, k-shot=20-shot2026.01 | 97.2 | |
| RMRLn-way=5-way, k-shot=10-shot2026.01 | 97.2 | |
| Mamba3d+MAPWay=5, Shot=10, Pre-training Strategy=MAP, Voting=false2024.10 | 97.1 | |
| HybridNetWay=5, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 97 | |
| Mamba3DWay=5, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 96.9 | |
| Point-M2AEn-way=5-way, k-shot=10-shot2026.01 | 96.8 | |
| ACTn-way=5-way, k-shot=10-shot2026.01 | 96.8 | |
| Mamba3d+P-MWay=5, Shot=10, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 96.4 | |
| PointDifn-way=5-way, k-shot=10-shot2026.01 | 96.4 | |
| Point-BERTWay=5, Shot=20, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 96.3 | |
| Point-MAEWay=5, Shot=10, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 96.3 | |
| Point-BERTn-way=5-way, k-shot=20-shot2026.01 | 96.3 | |
| Point-MAEn-way=5-way, k-shot=10-shot2026.01 | 96.3 | |
| HybridNet+MAPWay=10, Shot=20, Pre-training Strategy=MAP, Voting=false2024.10 | 96 | |
| OcCoWay=5, Shot=20, Pre-training Strategy=OcCo, Voting=false2024.10 | 95.9 | |
| Point-SRAn-way=10-way, k-shot=20-shot2026.01 | 95.9 | |
| Mamba3d+P-BWay=5, Shot=10, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 95.8 | |
| Mamba3d+MAPWay=10, Shot=20, Pre-training Strategy=MAP, Voting=false2024.10 | 95.8 | |
| ReConn-way=10-way, k-shot=20-shot2026.01 | 95.8 | |
| RMRLn-way=10-way, k-shot=20-shot2026.01 | 95.6 | |
| ACTn-way=10-way, k-shot=20-shot2026.01 | 95.6 | |
| Mamba3d+P-MWay=10, Shot=20, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 95.2 | |
| PointDifn-way=10-way, k-shot=20-shot2026.01 | 95.2 | |
| PointMambaWay=5, Shot=10, Pre-training Strategy=not specified, Voting=false2024.10 | 95 | |
| MaskPointWay=5, Shot=10, Pre-training Strategy=not specified, Voting=false2024.10 | 95 | |
| Point-MAEWay=10, Shot=20, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 95 | |
| MaskPointn-way=5-way, k-shot=10-shot2026.01 | 95 | |
| Point-MAEn-way=10-way, k-shot=20-shot2026.01 | 95 | |
| Point-M2AEn-way=10-way, k-shot=20-shot2026.01 | 95 | |
| Point-BERTWay=5, Shot=10, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 94.6 | |
| Point-BERTn-way=5-way, k-shot=10-shot2026.01 | 94.6 | |
| Mamba3d+P-BWay=10, Shot=20, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 94.5 | |
| OcCoWay=5, Shot=10, Pre-training Strategy=OcCo, Voting=false2024.10 | 94 | |
| MaskPointWay=10, Shot=20, Pre-training Strategy=not specified, Voting=false2024.10 | 93.4 | |
| MaskPointn-way=10-way, k-shot=20-shot2026.01 | 93.4 | |
| TransformerWay=5, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 93.3 | |
| ACTn-way=10-way, k-shot=10-shot2026.01 | 93.3 | |
| ReConn-way=10-way, k-shot=10-shot2026.01 | 93.3 | |
| Point-SRAn-way=10-way, k-shot=10-shot2026.01 | 93.3 | |
| RMRLn-way=10-way, k-shot=10-shot2026.01 | 93.2 | |
| Mamba3DWay=10, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 93.1 | |
| HybridNetWay=10, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 93.1 | |
| HybridNet+MAPWay=10, Shot=10, Pre-training Strategy=MAP, Voting=false2024.10 | 93 | |
| HybridNetWay=5, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 92.8 | |
| PointMambaWay=10, Shot=20, Pre-training Strategy=not specified, Voting=false2024.10 | 92.8 | |
| Mamba3d+MAPWay=10, Shot=10, Pre-training Strategy=MAP, Voting=false2024.10 | 92.8 | |
| Point-BERTWay=10, Shot=20, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 92.7 | |
| Point-BERTn-way=10-way, k-shot=20-shot2026.01 | 92.7 | |
| Mamba3DWay=5, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 92.6 | |
| Point-MAEWay=10, Shot=10, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 92.6 | |
| Point-MAEn-way=10-way, k-shot=10-shot2026.01 | 92.6 | |
| DGCNN+OcCoWay=5, Shot=20, Pre-training Strategy=OcCo, Voting=false2024.10 | 92.5 | |
| OcCoWay=10, Shot=20, Pre-training Strategy=OcCo, Voting=false2024.10 | 92.4 | |
| Mamba3d+P-MWay=10, Shot=10, Pre-training Strategy=Point-MAE, Voting=false2024.10 | 92.4 | |
| Point-M2AEn-way=10-way, k-shot=10-shot2026.01 | 92.3 | |
| PointDifn-way=10-way, k-shot=10-shot2026.01 | 92.3 | |
| PointMambaWay=10, Shot=10, Pre-training Strategy=not specified, Voting=false2024.10 | 91.4 | |
| MaskPointWay=10, Shot=10, Pre-training Strategy=not specified, Voting=false2024.10 | 91.4 | |
| MaskPointn-way=10-way, k-shot=10-shot2026.01 | 91.4 | |
| Mamba3d+P-BWay=10, Shot=10, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 91.3 | |
| Point-BERTWay=10, Shot=10, Pre-training Strategy=Point-BERT, Voting=false2024.10 | 91 | |
| Point-BERTn-way=10-way, k-shot=10-shot2026.01 | 91 | |
| DGCNN+OcCoWay=5, Shot=10, Pre-training Strategy=OcCo, Voting=false2024.10 | 90.6 | |
| TransformerWay=10, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 89.4 | |
| OcCoWay=10, Shot=10, Pre-training Strategy=OcCo, Voting=false2024.10 | 89.4 | |
| HybridNetWay=10, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 88.4 | |
| Mamba3DWay=10, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 88.1 | |
| TransformerWay=5, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 87.8 | |
| DGCNN+OcCoWay=10, Shot=20, Pre-training Strategy=OcCo, Voting=false2024.10 | 86.5 | |
| TransformerWay=10, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 84.6 | |
| DGCNN+OcCoWay=10, Shot=10, Pre-training Strategy=OcCo, Voting=false2024.10 | 82.9 | |
| DGCNNWay=5, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 40.8 | |
| DGCNNWay=5, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 31.6 | |
| DGCNNWay=10, Shot=10, Pre-training Strategy=None, Voting=false2024.10 | 19.9 | |
| DGCNNWay=10, Shot=20, Pre-training Strategy=None, Voting=false2024.10 | 16.9 |