3D Object Classification on S-OBJ_BG (test)
86.28AccuracyReFine3D
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReFine3DSetting=16-shot2026.06 | 86.28 | — | — | — | |
| PointPRCSetting=16-shot2026.06 | 84.28 | — | — | — | |
| ReFine3DSetting=8-shot2026.06 | 77.91 | — | — | — | |
| ReFine3DSetting=4-shot2026.06 | 76.44 | — | — | — | |
| PointPRCSetting=8-shot2026.06 | 76 | — | — | — | |
| PointPRCSetting=4-shot2026.06 | 73.5 | — | — | — | |
| ReFine3DSetting=2-shot2026.06 | 72.18 | — | — | — | |
| PointPRCSetting=2-shot2026.06 | 72 | — | — | — | |
| ReFine3DSetting=1-shot2026.06 | 67.48 | — | — | — | |
| PointPRCSetting=1-shot2026.06 | 64.5 | — | — | — | |
| P-CLIPPrompt learning=true2024.10 | — | 72.82 | 23 | 34.96 | |
| P-CLIP2Prompt learning=true2024.10 | — | 70.07 | 35.08 | 46.75 | |
| ULIPPrompt learning=true2024.10 | — | 73.2 | 47.17 | 57.37 | |
| ULIP + RCPrompt learning=true, Regulation constraint=true2024.10 | — | 79.47 | 55.2 | 65.15 | |
| ULIP-2Prompt learning=true2024.10 | — | 77 | 83.27 | 80.01 | |
| ULIP-2 + RCPrompt learning=true, Regulation constraint=true2024.10 | — | 80.1 | 88.93 | 84.28 |