3D Object Classification on Objaverse-LVIS
47Top-1 Accuracy (1-view)3DAlign-DAER
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| 3DAlign-DAEREvaluation Protocol=Few-shot Linear Probing2025.11 | 47 | 60 | 69 | 78 | 82 | — | |
| ReCon++-L (shapeLLM)Evaluation Protocol=Few-shot Linear Probing2025.11 | 43 | 55 | 65 | 75 | 80 | — | |
| Uni3D-gEvaluation Protocol=Few-shot Linear Probing2025.11 | 42 | 54 | 64 | 74 | 79 | — | |
| OpenShape-PointBERTEvaluation Protocol=Few-shot Linear Probing2025.11 | 26 | 33 | 41 | 46 | 50 | — | |
| OpenShape-SparseConvEvaluation Protocol=Few-shot Linear Probing2025.11 | 22 | 28 | 36 | 43 | 48 | — | |
| ULIP RetrainedEvaluation Protocol=Few-shot Linear Probing2025.11 | 20 | 27 | 35 | 41 | 45 | — | |
| PointCLIP V2Evaluation Protocol=Few-shot Linear Probing2025.11 | 14 | 18 | 22 | 25 | 28 | — | |
| ULIPEvaluation Protocol=Few-shot Linear Probing2025.11 | 6 | 11 | 20 | 26 | 32 | — | |
| PointPRC2026.06 | — | — | — | — | — | 18.07 | |
| ReFine3D2026.06 | — | — | — | — | — | 21.43 | |
| ULIP-22026.06 | — | — | — | — | — | 14.8 |