3D Object Classification on ScanObjectNN OBJ_BG v1.0
94.32Overall AccuracyPointDico
Evaluation Results
| Method | Links | |
|---|---|---|
| PointDicoLearning Paradigm=Diffusion-based SSL, Voting Strategy=true2025.12 | 94.32 | |
| I2P-MAELearning Paradigm=Cross-Modal SSL, Voting Strategy=false2025.12 | 94.15 | |
| PointDicoLearning Paradigm=Diffusion-based SSL, Voting Strategy=false2025.12 | 93.8 | |
| ACTLearning Paradigm=Cross-Modal SSL, Voting Strategy=false2025.12 | 93.29 | |
| PointDifLearning Paradigm=Diffusion-based SSL, Voting Strategy=false2025.12 | 93.29 | |
| Point-M2AELearning Paradigm=MAE-based SSL, Voting Strategy=false2025.12 | 91.22 | |
| Joint-MAELearning Paradigm=Cross-Modal SSL, Voting Strategy=false2025.12 | 90.94 | |
| Point-MAELearning Paradigm=MAE-based SSL, Voting Strategy=false2025.12 | 90.02 | |
| MaskPointLearning Paradigm=MAE-based SSL, Voting Strategy=false2025.12 | 89.3 | |
| Point-BERTLearning Paradigm=MAE-based SSL, Voting Strategy=false2025.12 | 87.43 | |
| PointCNNLearning Paradigm=Supervised Learning, Voting Strategy=false2025.12 | 86.1 | |
| DGCNNLearning Paradigm=Supervised Learning, Voting Strategy=false2025.12 | 82.8 | |
| PointNet++Learning Paradigm=Supervised Learning, Voting Strategy=false2025.12 | 82.3 | |
| PointNetLearning Paradigm=Supervised Learning, Voting Strategy=false2025.12 | 73.3 |