Object Classification on ModelNet40 (Overall)
94.4Overall AccuracyRepSurf-U
Evaluation Results
| Method | Links | |
|---|---|---|
| RepSurf-U#Params (M)=1.5, Pre-training Strategy=Supervised Learning Only2023.07 | 94.4 | |
| PointMLP#Params (M)=12.6, Pre-training Strategy=Supervised Learning Only2023.07 | 94.1 | |
| ReCon#Params (M)=44.3, Pre-training Strategy=With Pre-trained Image Model, Extra Knowledge=Pre-trained Image Models2023.07 | 94.1 | |
| Point-M2AE#Params (M)=15.3, Pre-training Strategy=Transformers with Pre-training2023.07 | 94 | |
| PointMLP + TAP#Params (M)=12.6, Pre-training Strategy=Our Proposed TAP Pre-training2023.07 | 94 | |
| SimpleViewPre-training Strategy=Supervised Learning Only2023.07 | 93.9 | |
| GBNet#Params (M)=8.8, Pre-training Strategy=Supervised Learning Only2023.07 | 93.8 | |
| MVTN#Params (M)=11.2, Pre-training Strategy=Supervised Learning Only2023.07 | 93.8 | |
| MaskPoint#Params (M)=22.1, Pre-training Strategy=Transformers with Pre-training2023.07 | 93.8 | |
| Point-MAE#Params (M)=22.1, Pre-training Strategy=Transformers with Pre-training2023.07 | 93.8 | |
| PRA-Net#Params (M)=2.3, Pre-training Strategy=Supervised Learning Only2023.07 | 93.7 | |
| PointNeXt#Params (M)=1.4, Pre-training Strategy=Supervised Learning Only2023.07 | 93.7 | |
| ACT#Params (M)=22.1, Pre-training Strategy=With Pre-trained Image Model, Extra Knowledge=Pre-trained Image Models2023.07 | 93.7 | |
| I2P-MAEPre-training Strategy=With Pre-trained Image Model, Extra Knowledge=Pre-trained Image Models2023.07 | 93.7 | |
| PointMLP (reproduce)#Params (M)=12.6, Pre-training Strategy=TAP Pre-training (Baseline), reproducibility=reproduced by this paper2023.07 | 93.7 | |
| Point-BERT#Params (M)=22.1, Pre-training Strategy=Transformers with Pre-training2023.07 | 93.2 | |
| DRNetPre-training Strategy=Supervised Learning Only2023.07 | 93.1 | |
| DGCNN#Params (M)=1.8, Pre-training Strategy=Supervised Learning Only2023.07 | 92.9 | |
| PointCNN#Params (M)=0.6, Pre-training Strategy=Supervised Learning Only2023.07 | 92.2 | |
| OcCo#Params (M)=22.1, Pre-training Strategy=Transformers with Pre-training2023.07 | 92.1 | |
| Transformer#Params (M)=22.1, Pre-training Strategy=Supervised Learning Only2023.07 | 91.4 | |
| PointNet++#Params (M)=1.5, Pre-training Strategy=Supervised Learning Only2023.07 | 90.7 | |
| PointNet#Params (M)=3.5, Pre-training Strategy=Supervised Learning Only2023.07 | 89.2 |