3D Object Classification on ScanObjectNN OBJ_ONLY v1.0
92.6Overall AccuracyPointDico
Evaluation Results
| Method | Links | |
|---|---|---|
| PointDicoLearning Paradigm=Diffusion-based SSL, Voting Strategy=true2025.12 | 92.6 | |
| PointDicoLearning Paradigm=Diffusion-based SSL, Voting Strategy=false2025.12 | 92.08 | |
| ACTLearning Paradigm=Cross-Modal SSL2025.12 | 91.91 | |
| PointDifLearning Paradigm=Diffusion-based SSL2025.12 | 91.91 | |
| I2P-MAELearning Paradigm=Cross-Modal SSL2025.12 | 91.57 | |
| Joint-MAELearning Paradigm=Cross-Modal SSL2025.12 | 88.86 | |
| Point-M2AELearning Paradigm=MAE-based SSL2025.12 | 88.81 | |
| Point-MAELearning Paradigm=MAE-based SSL2025.12 | 88.29 | |
| Point-BERTLearning Paradigm=MAE-based SSL2025.12 | 88.12 | |
| MaskPointLearning Paradigm=MAE-based SSL2025.12 | 88.1 | |
| DGCNNLearning Paradigm=Supervised Learning2025.12 | 86.2 | |
| PointCNNLearning Paradigm=Supervised Learning2025.12 | 85.5 | |
| PointNet++Learning Paradigm=Supervised Learning2025.12 | 84.3 | |
| PointNetLearning Paradigm=Supervised Learning2025.12 | 79.2 |