Retrieval on ModelNet40 (Detailed Metrics)
57.3Top-1 Accuracy (Instance)Point-BERT(L)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Point-BERT(L)Pre-train Data=Ensembled [26], Fine-tuned=multi-modal InfoNCE loss2026.03 | 57.3 | 92.2 | 92.5 | 99.1 | 69.1 | 88.9 | |
| SparseConvPre-train Data=Ensembled [26], Fine-tuned=multi-modal InfoNCE loss2026.03 | 45.4 | 91.1 | 88.6 | 99.1 | 59.3 | 88.8 | |
| Point-BERT(S)Pre-train Data=Shapenet [1], Fine-tuned=multi-modal InfoNCE loss2026.03 | 45.1 | 90.2 | 88.4 | 98.7 | 59.3 | 88.3 | |
| SparseConvPre-train Data=Shapenet [1], Fine-tuned=multi-modal InfoNCE loss2026.03 | 42.9 | 89.9 | 87.1 | 99.1 | 57.1 | 88.1 |