3D Object Classification on ScanObjectNN OBJ_BG (FULL Protocol)
95.35AccuracyCSCon
Evaluation Results
| Method | Links | |
|---|---|---|
| CSCon#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 95.35 | |
| Point-FEMAE#Params (M)=27.4, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 95.18 | |
| DAP-MAELearning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 95.18 | |
| ReCon#Params (M)=43.6, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.12 | 95.18 | |
| Point-PQAE#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 95 | |
| PointLAMA#Params (M)=12.8, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 94.51 | |
| I2P-MAE#Params (M)=15.3, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.12 | 94.14 | |
| Point-CMAE#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 93.46 | |
| ACT#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.12 | 93.29 | |
| MVTN#Params (M)=11.2, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.12 | 92.6 | |
| UniPre3DLearning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.12 | 92.6 | |
| PointDif#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 91.91 | |
| PointGPT#Params (M)=19.5, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 91.6 | |
| Point-M2AE#Params (M)=15.3, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 91.22 | |
| Joint-MAELearning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.12 | 90.94 | |
| TAP#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.12 | 90.36 | |
| Point-MAE#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 90.02 | |
| MaskPointLearning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 89.3 | |
| Point-BERT#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 87.43 | |
| DGCNN#Params (M)=1.8, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.12 | 82.8 | |
| PointNet++#Params (M)=1.5, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.12 | 82.3 | |
| PointContrast#Params (M)=8.6, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.12 | 76.68 | |
| PointNet#Params (M)=3.5, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.12 | 73.3 |