3D Object Classification on ModelNet40 v1.0 (test)
94.5AccuracyPointMLP
Evaluation Results
| Method | Links | |
|---|---|---|
| PointMLP#P (M)=12.6, Input=1k Points, Voting Protocol=without voting2024.08 | 94.5 | |
| Point-FEMAE#P (M)=27.4, Input=1k Points, Voting Protocol=with voting2024.08 | 94.5 | |
| ReCon#P (M)=43.6, Input=1k Points, Voting Protocol=with voting2024.08 | 94.5 | |
| PCP-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.08 | 94.2 | |
| I2P-MAE#P (M)=15.3, Input=1k Points, Voting Protocol=with voting2024.08 | 94.1 | |
| ReCon#P (M)=43.6, Input=1k Points, Voting Protocol=without voting2024.08 | 94.1 | |
| P2P-HorNet#P (M)=195.8, Input=40 Images, Voting Protocol=without voting2024.08 | 94 | |
| Point-M2AE#P (M)=15.3, Input=1k Points, Voting Protocol=with voting2024.08 | 94 | |
| PointGPT#P (M)=19.5, Input=1k Points, Voting Protocol=with voting2024.08 | 94 | |
| Point-FEMAE#P (M)=27.4, Input=1k Points, Voting Protocol=without voting2024.08 | 94 | |
| PCP-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.08 | 94 | |
| Joint-MAEInput=1k Points, Voting Protocol=with voting2024.08 | 94 | |
| SimpleViewInput=6 Images, Voting Protocol=without voting2024.08 | 93.9 | |
| SFRInput=20 Images, Voting Protocol=without voting2024.08 | 93.9 | |
| MVTN#P (M)=11.2, Input=12 Images, Voting Protocol=without voting2024.08 | 93.8 | |
| MaskPointInput=1k Points, Voting Protocol=with voting2024.08 | 93.8 | |
| Point-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.08 | 93.8 | |
| ACT#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.08 | 93.7 | |
| I2P-MAE#P (M)=15.3, Input=1k Points, Voting Protocol=without voting2024.08 | 93.7 | |
| Point-M2AE#P (M)=15.3, Input=1k Points, Voting Protocol=without voting2024.08 | 93.4 | |
| Point-BERT#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.08 | 93.2 | |
| Point-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.08 | 93.2 | |
| ACT#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.08 | 93.2 | |
| DGCNN#P (M)=1.8, Input=1k Points, Voting Protocol=without voting2024.08 | 92.9 | |
| Point-BERT#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.08 | 92.7 | |
| PointNet++#P (M)=1.5, Input=1k Points, Voting Protocol=without voting2024.08 | 90.7 | |
| PointNet#P (M)=3.5, Input=1k Points, Voting Protocol=without voting2024.08 | 89.2 |