Classification on PCC13 (test)
94.9Accuracy (ScanObjectNN bg)PPT
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PPTPre-trained model=Uni3D-S [46]2025.02 | 94.9 | 92.5 | 89.1 | 76.2 | 50.6 | 92.4 | 46.3 | 93.6 | 95.5 | 99.6 | 97 | 77.6 | 82.7 | 83.7 | |
| PointGSTPre-trained model=Uni3D-S [46]2025.02 | 94.9 | 92.6 | 89.3 | 76.6 | 50.4 | 90.5 | 47.9 | 93.9 | 95.3 | 99.9 | 96.7 | 77.8 | 82.8 | 83.7 | |
| STAG-stdPre-trained model=Uni3D-S [46]2025.02 | 94.8 | 92.9 | 88.7 | 75.7 | 46.4 | 87.6 | 45.6 | 94.2 | 95.3 | 99.9 | 96.8 | 78.1 | 83 | 83 | |
| STAG-slPre-trained model=Uni3D-S [46]2025.02 | 94.8 | 92.8 | 89.1 | 76.8 | 50.3 | 90.4 | 46.5 | 94.2 | 95.5 | 99.9 | 97.1 | 78.8 | 83.5 | 83.8 | |
| Point-PEFTPre-trained model=Uni3D-S [46]2025.02 | 94.6 | 93.6 | 89.7 | 75 | 49.3 | 88.4 | 46.4 | 94.4 | 95.1 | 98.3 | 96.9 | 77.6 | 82.3 | 83.2 | |
| DAPTPre-trained model=Uni3D-S [46]2025.02 | 94 | 92.7 | 88.6 | 74.5 | 47.4 | 90.7 | 45.6 | 93.8 | 95.3 | 99.1 | 97.1 | 76.9 | 82.1 | 82.9 | |
| Full fine-tuningPre-trained model=Uni3D-S [46]2025.02 | 93.6 | 91.8 | 87.6 | 75 | 48.3 | 91.8 | 40.5 | 93.2 | 95.3 | 99.6 | 96.5 | 76.2 | 81.2 | 82.4 | |
| Pred. head onlyPre-trained model=Uni3D-S [46]2025.02 | 93.6 | 92.8 | 85.4 | 71.7 | 31.1 | 68.5 | 43.8 | 93.3 | 93.6 | 98.1 | 95.9 | 74.3 | 81.5 | 78.7 | |
| IDPTPre-trained model=Uni3D-S [46]2025.02 | 93 | 91.8 | 87.1 | 72.3 | 45.4 | 85.9 | 41.4 | 93.5 | 94.8 | 95.1 | 97.1 | 77.7 | 82.6 | 81.4 |