| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PCN (test) | CRA-PCN | Watercraft85 | 88 | 14d ago | |
| ShapeNet-34 (seen categories) | SymmCompletion | Chamfer Distance (S)0.33 | 58 | 2mo ago | |
| KITTI | FSC | MMD0.239 | 46 | 2mo ago | |
| ShapeNet-34 unseen categories | SymmCompletion | CD (Symmetric)0.39 | 45 | 2mo ago | |
| ShapeNet-55 (test) | Ours | CD-M0.57 | 44 | 3mo ago | |
| PCN | SymmCompletion | CD6.28 | 37 | 2mo ago | |
| MVP (test) | 3DAttriFlow | Avg Chamfer Distance (x10^4)5.06 | 34 | 3mo ago | |
| KITTI (test) | Manifold-Aware Feature Extractor (MAFE) | MMD0.31 | 33 | 3mo ago | |
| ShapeNet seen categories | PCN-CD | Airplane Error0.0055 | 32 | 3mo ago | |
| Rabbit point cloud | NO-CTR | NRMSE0.04 | 30 | 2mo ago | |
| Mario point cloud | NO-CTR | NRMSE0.043 | 30 | 2mo ago | |
| Frog point cloud | NO-CTR | NRMSE0.028 | 30 | 2mo ago | |
| Completion3D (test) | PMP-Net++ | Airplane Score3.25 | 28 | 3mo ago | |
| ShapeNet-21 (Unseen) | PointSea | F@1%54.1 | 27 | 14d ago | |
| ShapeNet (test) | SpareNet | EMD (Airplane)0.176 | 26 | 2mo ago | |
| ABC | PaCo | CD1.87 | 21 | 3mo ago | |
| ShapeNet-55 | AdaPoinTr | CD-L2 (Average)0.81 | 18 | 2mo ago | |
| ShapeNet-ViPC supervised (test) | XMFnet | Mean F-Score @ 0.001 (Avg)79.6 | 16 | 3mo ago | |
| ABC-multi (100 random samples) | Total Params11.5 | 15 | 3mo ago | ||
| Redwood | SDS-Complete | Chamfer Distance21 | 15 | 3mo ago | |
| KITTI-360 | IoU44.11 | 15 | 3mo ago | ||
| ShapeNet55 | CD L1 (Small)11.534 | 14 | 14d ago | ||
| PCN | 3DMambaComplete | Mean CD-l16.907 | 14 | 14d ago | |
| ShapeNet34 57 (test) | CD-S (CD-L1)11.571 | 14 | 14d ago | ||
| MVP (val) | MAFE | CD-l24.58 | 14 | 3mo ago |
