3D Object Classification on ModelNet40 few-shot
99.5AccuracyRECON++
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RECON++n-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 99.5 | — | — | — | — | |
| PointGPTn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 99 | — | — | — | — | |
| RECONn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 98.9 | — | — | — | — | |
| AsymDSD-SWay=5-way, Shot=20-shot, ST=true2025.06 | 98.8 | — | — | — | — | |
| Point-RAEWay=5-way, Shot=20-shot, ST=false2025.06 | 98.7 | — | — | — | — | |
| Point-FEMAEWay=5-way, Shot=20-shot, ST=false2025.06 | 98.6 | — | — | — | — | |
| Point-M2AEn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 98.3 | — | — | — | — | |
| VPPn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 98.3 | — | — | — | — | |
| ACTn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 98 | — | — | — | — | |
| PointGPTn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 98 | — | — | — | — | |
| RECON++n-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 98 | — | — | — | — | |
| Point-MAEWay=5-way, Shot=20-shot, ST=true2025.06 | 97.8 | — | — | — | — | |
| Point-MAEn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 97.8 | — | — | — | — | |
| Point-RAEWay=5-way, Shot=10-shot, ST=false2025.06 | 97.3 | — | — | — | — | |
| RECONn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 97.3 | — | — | — | — | |
| MaskPointWay=5-way, Shot=20-shot, ST=false2025.06 | 97.2 | — | — | — | — | |
| Point-FEMAEWay=5-way, Shot=10-shot, ST=false2025.06 | 97.2 | — | — | — | — | |
| VPPn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 96.9 | — | — | — | — | |
| Point-M2AEn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 96.8 | — | — | — | — | |
| ACTn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 96.8 | — | — | — | — | |
| RECON++n-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 96.5 | — | — | — | — | |
| Point-BERTWay=5-way, Shot=20-shot, ST=true2025.06 | 96.3 | — | — | — | — | |
| Point-MAEWay=5-way, Shot=10-shot, ST=true2025.06 | 96.3 | — | — | — | — | |
| Point-BERTn-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 96.3 | — | — | — | — | |
| Point-MAEn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 96.3 | — | — | — | — | |
| AsymDSD-SWay=5-way, Shot=10-shot, ST=true2025.06 | 96.1 | — | — | — | — | |
| PointGPTn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 96.1 | — | — | — | — | |
| Point-RAEWay=10-way, Shot=20-shot, ST=false2025.06 | 95.8 | — | — | — | — | |
| Point-FEMAEWay=10-way, Shot=20-shot, ST=false2025.06 | 95.8 | — | — | — | — | |
| AsymDSD-SWay=10-way, Shot=20-shot, ST=true2025.06 | 95.8 | — | — | — | — | |
| RECONn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 95.8 | — | — | — | — | |
| ACTn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 95.6 | — | — | — | — | |
| VPPn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 95.4 | — | — | — | — | |
| MaskPointWay=5-way, Shot=10-shot, ST=false2025.06 | 95 | — | — | — | — | |
| Point-MAEWay=10-way, Shot=20-shot, ST=true2025.06 | 95 | — | — | — | — | |
| Point-MAEn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 95 | — | — | — | — | |
| Point-M2AEn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 95 | — | — | — | — | |
| Point-BERTWay=5-way, Shot=10-shot, ST=true2025.06 | 94.6 | — | — | — | — | |
| Point-BERTn-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 94.6 | — | — | — | — | |
| RECON++n-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 94.5 | — | — | — | — | |
| AsymDSD-SWay=10-way, Shot=10-shot, ST=true2025.06 | 94.4 | — | — | — | — | |
| PointGPTn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 94.1 | — | — | — | — | |
| Point-FEMAEWay=10-way, Shot=10-shot, ST=false2025.06 | 94 | — | — | — | — | |
| MaskPointWay=10-way, Shot=20-shot, ST=false2025.06 | 93.4 | — | — | — | — | |
| Point-RAEWay=10-way, Shot=10-shot, ST=false2025.06 | 93.3 | — | — | — | — | |
| Transformern-way=5-way, k-shot=20-shot, voting protocol=without voting2024.02 | 93.3 | — | — | — | — | |
| ACTn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 93.3 | — | — | — | — | |
| RECONn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 93.3 | — | — | — | — | |
| VPPn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 93 | — | — | — | — | |
| Point-BERTWay=10-way, Shot=20-shot, ST=true2025.06 | 92.7 | — | — | — | — | |
| Point-BERTn-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 92.7 | — | — | — | — | |
| Point-MAEWay=10-way, Shot=10-shot, ST=true2025.06 | 92.6 | — | — | — | — | |
| Point-MAEn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 92.6 | — | — | — | — | |
| Point-M2AEn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 92.3 | — | — | — | — | |
| MaskPointWay=10-way, Shot=10-shot, ST=false2025.06 | 91.4 | — | — | — | — | |
| Point-BERTWay=10-way, Shot=10-shot, ST=true2025.06 | 91 | — | — | — | — | |
| Point-BERTn-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 91 | — | — | — | — | |
| Transformern-way=10-way, k-shot=20-shot, voting protocol=without voting2024.02 | 89.4 | — | — | — | — | |
| Transformern-way=5-way, k-shot=10-shot, voting protocol=without voting2024.02 | 87.8 | — | — | — | — | |
| Transformern-way=10-way, k-shot=10-shot, voting protocol=without voting2024.02 | 84.6 | — | — | — | — | |
| MCFTBackbone=Point-BERT2026.03 | 82.93 | — | — | — | — | |
| MCFTBackbone=Point-MAE2026.03 | 82.45 | — | — | — | — | |
| PointGSTBackbone=Point-BERT2026.03 | 81.25 | — | — | — | — | |
| PointGSTBackbone=Point-MAE2026.03 | 81.02 | — | — | — | — | |
| DAPTBackbone=Point-MAE2026.03 | 80.83 | — | — | — | — | |
| IDPTBackbone=Point-BERT2026.03 | 80.58 | — | — | — | — | |
| DAPTBackbone=Point-BERT2026.03 | 80.47 | — | — | — | — | |
| IDPTBackbone=Point-MAE2026.03 | 80.24 | — | — | — | — | |
| Point-MAE2026.03 | 79.97 | — | — | — | — | |
| Point-BERT2026.03 | 79.31 | — | — | — | — |