3D-Text Retrieval on Objaverse-LVIS 1.0 (test)
85.6CLIP Top-5 RetrievalAffine + Subspace Projection
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Affine + Subspace Projection3D Encoder=OpenShape, 3D Encoder Category=Multi-modal2025.03 | 85.6 | 75.8 | 70.6 | |
| Affine + Subspace Projection3D Encoder=ULIP-2, 3D Encoder Category=Multi-modal2025.03 | 85.2 | 70.6 | 59.8 | |
| Affine + Subspace Projection3D Encoder=Uni3D, 3D Encoder Category=Multi-modal2025.03 | 81.6 | 63.8 | 47.2 | |
| Local CKA + Subspace Projection3D Encoder=PointBert, 3D Encoder Category=Uni-modal2025.03 | 60.19 | 42.4 | 37.2 | |
| Local CKA + Subspace Projection3D Encoder=SparseConv, 3D Encoder Category=Uni-modal2025.03 | 56.9 | 34 | 30.8 | |
| Local CKA + Subspace Projection3D Encoder=Pointnet, 3D Encoder Category=Uni-modal2025.03 | 53 | 40.2 | 38 | |
| Affine + Subspace Projection3D Encoder=SparseConv, 3D Encoder Category=Uni-modal2025.03 | 45.6 | 16.8 | 15 | |
| Affine + Subspace Projection3D Encoder=PointBert, 3D Encoder Category=Uni-modal2025.03 | 42.2 | 28.4 | 18.2 | |
| Affine + Subspace Projection3D Encoder=Pointnet, 3D Encoder Category=Uni-modal2025.03 | 36.6 | 20.8 | 16 | |
| Affine3D Encoder=SparseConv, 3D Encoder Category=Uni-modal2025.03 | 34.4 | 20 | 16.2 | |
| Affine3D Encoder=PointBert, 3D Encoder Category=Uni-modal2025.03 | 23.6 | 15.6 | 13.4 | |
| Affine3D Encoder=Pointnet, 3D Encoder Category=Uni-modal2025.03 | 21.8 | 10.2 | 12.2 | |
| Local CKA3D Encoder=Pointnet, 3D Encoder Category=Uni-modal2025.03 | 18 | 2 | 5 | |
| Local CKA3D Encoder=PointBert, 3D Encoder Category=Uni-modal2025.03 | 15.2 | 1.4 | 4.39 | |
| Local CKA3D Encoder=SparseConv, 3D Encoder Category=Uni-modal2025.03 | 13.6 | 1.6 | 3.8 |