3D Object Classification on ShapeNet v2
91.56AccuracyReFine3D
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReFine3DPre-trained Model=ULIP2026.06 | 91.56 | 0.45 | |
| ULIP + RCRegulation Constraints (RC)=true2024.10 | 90.43 | — | |
| PointPRCPre-trained Model=ULIP2026.06 | 90.43 | 0.86 | |
| ULIPRegulation Constraints (RC)=false2024.10 | 87.33 | — | |
| ULIP2026.06 | 87.33 | 0.95 | |
| ReFine3DPre-trained Model=ULIP-22026.06 | 80.08 | 1.02 | |
| ReFine3D2026.06 | 78.5 | — | |
| ULIP-2Regulation Constraints (RC)=false2024.10 | 76.7 | — | |
| ULIP-2 + RCRegulation Constraints (RC)=true2024.10 | 76.7 | — | |
| ULIP-22026.06 | 76.7 | 1.37 | |
| PointPRCPre-trained Model=ULIP-22026.06 | 76.7 | 1.59 | |
| ULIP-22026.06 | 76.7 | — | |
| PointPRC2026.06 | 76.7 | — | |
| P-CLIP2 + RCRegulation Constraints (RC)=true2024.10 | 69.8 | — | |
| P-CLIP2Regulation Constraints (RC)=false2024.10 | 68.93 | — | |
| P-CLIP22026.06 | 68.93 | 1.43 | |
| P-CLIPRegulation Constraints (RC)=false2024.10 | 67.41 | — | |
| P-CLIP2026.06 | 67.41 | 0.09 |