Base-to-new class generalization on ShapeNetCore V2 (test)
94.82Base ScoreReFine3D
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ReFine3DPre-trained model=ULIP2026.06 | 94.82 | 86.12 | 90.26 | |
| ULIP + RCprompt learning=true, regulation constraint framework=true2024.10 | 93.03 | 84.1 | 88.34 | |
| PointPRCPre-trained model=ULIP2026.06 | 93.03 | 84.1 | 88.34 | |
| ULIPprompt learning=true2024.10 | 89.73 | 71.2 | 79.4 | |
| ULIPPre-trained model=ULIP2026.06 | 89.73 | 71.2 | 79.4 | |
| ReFine3DPre-trained model=ULIP-22026.06 | 85.31 | 72.62 | 78.46 | |
| ULIP-2 + RCprompt learning=true, regulation constraint framework=true2024.10 | 83.23 | 71.37 | 76.85 | |
| PointPRCPre-trained model=ULIP-22026.06 | 83.23 | 71.37 | 76.85 | |
| P-CLIP2prompt learning=true2024.10 | 78.27 | 34.58 | 47.97 | |
| P-CLIP2Pre-trained model=ULIP2026.06 | 78.27 | 34.58 | 47.97 | |
| ULIP-2prompt learning=true2024.10 | 75.8 | 57.07 | 65.38 | |
| ULIP-2Pre-trained model=ULIP-22026.06 | 75.8 | 57.07 | 65.38 | |
| P-CLIPprompt learning=true2024.10 | 74.78 | 33.92 | 46.61 | |
| P-CLIPPre-trained model=ULIP2026.06 | 74.78 | 33.92 | 46.61 |