Image-Based Shape Retrieval on Pix3D 41 (test)
34.6Top-1 Accuracy (Instance)Point-BERT(L)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Point-BERT(L)Framework=OpenShape, Pre-train Data=Ensembled, Zero-shot=true2026.03 | 34.6 | 90.5 | 83.3 | 97.8 | 50.5 | 90.5 | |
| Point-BERT(S)Framework=OpenShape, Pre-train Data=Shapenet, Zero-shot=true2026.03 | 32.8 | 88.5 | 81.5 | 98.5 | 47.6 | 89.1 | |
| SparseConvFramework=OpenShape, Pre-train Data=Ensembled, Zero-shot=true2026.03 | 16.4 | 89.9 | 61.3 | 99.3 | 28.5 | 88.5 | |
| SparseConvFramework=OpenShape, Pre-train Data=Shapenet, Zero-shot=true2026.03 | 12.4 | 74.5 | 49.6 | 98.6 | 22.1 | 78.9 | |
| PointNeXtFramework=ULIP2, Pre-train Data=Ensembled, Zero-shot=true2026.03 | 6.2 | 69 | 29.6 | 79.1 | 12.1 | 71 | |
| Point-BERTFramework=ULIP, Pre-train Data=Ensembled, Zero-shot=true2026.03 | 0.9 | 59.1 | 4.3 | 85.1 | 1.7 | 60.5 | |
| Point-BERTFramework=ULIP2, Pre-train Data=Ensembled, Zero-shot=true2026.03 | 0.7 | 57.3 | 4.2 | 82.1 | 1.6 | 60.4 | |
| Point-BERTFramework=ULIP, Pre-train Data=Shapenet, Zero-shot=true2026.03 | 0.4 | 52.5 | 3.2 | 80.7 | 1 | 53.9 |