3D Point Cloud Classification on ModelNet40 Clean (test)
90.1AccuracyVanilla
Evaluation results
| Method | Links | |
|---|---|---|
| VanillaBackbone=DGCNN2026.04 | 90.1 | |
| VanillaBackbone=PointNet++2026.04 | 89.1 | |
| HTBackbone=PointNet++2026.04 | 88.9 | |
| ATBackbone=DGCNN2026.04 | 88.8 | |
| ATBackbone=PointNet++2026.04 | 88.5 | |
| ReFine3DBase Framework=ULIP-22026.06 | 88.23 | |
| HTBackbone=DGCNN2026.04 | 88.2 | |
| SORBackbone=PointNet++2026.04 | 88.1 | |
| DUP-NetBackbone=PointNet++2026.04 | 88 | |
| APCBackbone=PointNet++2026.04 | 87.8 | |
| VanillaBackbone=PointNet2026.04 | 87.6 | |
| SORBackbone=DGCNN2026.04 | 87.5 | |
| SRSBackbone=PointNet++2026.04 | 87.4 | |
| APCBackbone=DGCNN2026.04 | 87.4 | |
| IF-DefenseBackbone=DGCNN2026.04 | 86.9 | |
| IF-DefenseBackbone=PointNet++2026.04 | 86.8 | |
| HTBackbone=PointNet2026.04 | 86.6 | |
| APCBackbone=PointNet2026.04 | 86.6 | |
| PointPRCBase Framework=ULIP-22026.06 | 86.47 | |
| SORBackbone=PointNet2026.04 | 86.3 | |
| SRSBackbone=PointNet2026.04 | 86.1 | |
| ATBackbone=PointNet2026.04 | 85.9 | |
| DUP-NetBackbone=PointNet2026.04 | 85.5 | |
| ULIP-2Base Framework=ULIP-22026.06 | 85.07 | |
| ReFine3DBase Framework=ULIP2026.06 | 84.93 | |
| IF-DefenseBackbone=PointNet2026.04 | 84.8 | |
| CausalPCBackbone=PointNet2026.04 | 84.6 | |
| CausalPCBackbone=DGCNN2026.04 | 84.2 | |
| PointPRCBase Framework=ULIP2026.06 | 83.87 | |
| P-CLIP2Base Framework=ULIP2026.06 | 83.49 | |
| ULIPBase Framework=ULIP2026.06 | 82.43 | |
| P-CLIPBase Framework=ULIP2026.06 | 80.97 | |
| SRSBackbone=DGCNN2026.04 | 79.3 | |
| DUP-NetBackbone=DGCNN2026.04 | 54.2 |