Object Recognition on ModelNet40 5-way
98.9AccuracyRECON
Evaluation Results
| Method | Links | |
|---|---|---|
| RECONShots=20-shot2026.03 | 98.9 | |
| Point-M2AEShots=20-shot2026.03 | 98.3 | |
| Point-MAE + PointGSTShots=20-shot2026.03 | 98.3 | |
| Point-MAE + MCFTShots=20-shot2026.03 | 98.3 | |
| Point-MAE + MCFTShots=10-shot2026.03 | 98.1 | |
| ACTShots=20-shot2026.03 | 98 | |
| Point-MAE + DAPTShots=20-shot2026.03 | 98 | |
| Point-MAE + PointGSTShots=10-shot2026.03 | 98 | |
| Point-BERT + PointGSTShots=20-shot2026.03 | 97.9 | |
| Point-MAE + IDPTShots=20-shot2026.03 | 97.9 | |
| Point-MAEShots=20-shot2026.03 | 97.8 | |
| Point-BERT + MCFTShots=20-shot2026.03 | 97.6 | |
| RECONShots=10-shot2026.03 | 97.3 | |
| Point-BERT + DAPTShots=20-shot2026.03 | 97.3 | |
| Point-MAE + IDPTShots=10-shot2026.03 | 97.3 | |
| MaskPointShots=20-shot2026.03 | 97.2 | |
| Point-BERT + IDPTShots=20-shot2026.03 | 97.2 | |
| Point-M2AEShots=10-shot2026.03 | 96.8 | |
| ACTShots=10-shot2026.03 | 96.8 | |
| Point-MAE + DAPTShots=10-shot2026.03 | 96.8 | |
| Point-BERT + PointGSTShots=10-shot2026.03 | 96.5 | |
| Point-BERT + MCFTShots=10-shot2026.03 | 96.5 | |
| Point-BERTShots=20-shot2026.03 | 96.3 | |
| Point-MAEShots=10-shot2026.03 | 96.3 | |
| Point-BERT + IDPTShots=10-shot2026.03 | 96 | |
| OcCoShots=20-shot2026.03 | 95.9 | |
| Point-BERT + DAPTShots=10-shot2026.03 | 95.8 | |
| MaskPointShots=10-shot2026.03 | 95 | |
| Point-BERTShots=10-shot2026.03 | 94.6 | |
| OcCoShots=10-shot2026.03 | 94 | |
| MCFTBackbone=Point-MAE2026.03 | 78.36 | |
| MCFTBackbone=Point-BERT2026.03 | 77.91 | |
| PointGSTBackbone=Point-BERT2026.03 | 75.14 | |
| PointGSTBackbone=Point-MAE2026.03 | 75.06 | |
| IDPTBackbone=Point-BERT2026.03 | 73.97 | |
| DAPTBackbone=Point-MAE2026.03 | 73.74 | |
| DAPTBackbone=Point-BERT2026.03 | 73.68 | |
| IDPTBackbone=Point-MAE2026.03 | 73.51 | |
| Point-MAE2026.03 | 73.32 | |
| Point-BERT2026.03 | 72.88 |