3D Classification on ScanObjectNN S-PB_T50_RS
73.04AccuracyUni3D + BayesMM
Evaluation results
| Method | Links | |
|---|---|---|
| Uni3D + BayesMMBackbone=Uni3D, Cache Type=BayesMM, Number of points (pts)=20482026.03 | 73.04 | |
| Uni3D + Point-Cache (Global)Backbone=Uni3D, Cache Type=Global, Number of points (pts)=20482026.03 | 68.51 | |
| Uni3D + Point-Cache (Hierarchical)Backbone=Uni3D, Cache Type=Hierarchical, Number of points (pts)=20482026.03 | 68.24 | |
| O-Shape + BayesMMBackbone=O-Shape, Cache Type=BayesMM, Number of points (pts)=20482026.03 | 66.12 | |
| Uni3DBackbone=Uni3D, Number of points (pts)=20482026.03 | 65.19 | |
| O-Shape + Point-Cache (Global)Backbone=O-Shape, Cache Type=Global, Number of points (pts)=20482026.03 | 57.13 | |
| O-Shape + Point-Cache (Hierarchical)Backbone=O-Shape, Cache Type=Hierarchical, Number of points (pts)=20482026.03 | 56.61 | |
| ULIP-2 + BayesMMBackbone=ULIP-2, Cache Type=BayesMM, Number of points (pts)=20482026.03 | 56.47 | |
| ULIP-2 + Point-Cache (Hierarchical)Backbone=ULIP-2, Cache Type=Hierarchical, Number of points (pts)=20482026.03 | 54.98 | |
| O-ShapeBackbone=O-Shape, Number of points (pts)=20482026.03 | 54.6 | |
| ULIP + BayesMMBackbone=ULIP, Cache Type=BayesMM, Number of points (pts)=20482026.03 | 53.67 | |
| ULIP + Point-Cache (Hierarchical)Backbone=ULIP, Cache Type=Hierarchical, Number of points (pts)=20482026.03 | 51.8 | |
| ULIP-2 + Point-Cache (Global)Backbone=ULIP-2, Cache Type=Global, Number of points (pts)=20482026.03 | 51.7 | |
| ULIP + Point-Cache (Global)Backbone=ULIP, Cache Type=Global, Number of points (pts)=20482026.03 | 50.21 | |
| ULIP-2Backbone=ULIP-2, Number of points (pts)=20482026.03 | 47.13 | |
| ULIPBackbone=ULIP, Number of points (pts)=20482026.03 | 46.44 | |
| PointCLIP V22D Pre-train=true, 3D Pre-train=false, Zero-shot=true2022.11 | 35.36 | |
| CLIP2Point2D Pre-train=true, 3D Pre-train=false, Zero-shot=true2022.11 | 23.32 | |
| PointCLIP2D Pre-train=true, 3D Pre-train=false, Zero-shot=true2022.11 | 15.38 |