| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PCN (test) | Folding | Average (L1 CD)14.31 | 67 | 25d ago | |
| ShapeNet-34 (seen categories) | SymmCompletion | Chamfer Distance (S)0.33 | 58 | 25d ago | |
| KITTI | FSC | MMD0.239 | 46 | 25d ago | |
| ShapeNet-34 unseen categories | SymmCompletion | CD (Symmetric)0.39 | 45 | 25d ago | |
| ShapeNet-55 (test) | Ours | CD-M0.57 | 44 | 1mo ago | |
| PCN | SymmCompletion | CD6.28 | 37 | 25d ago | |
| MVP (test) | 3DAttriFlow | Avg Chamfer Distance (x10^4)5.06 | 34 | 1mo ago | |
| KITTI (test) | Manifold-Aware Feature Extractor (MAFE) | MMD0.31 | 33 | 1mo ago | |
| ShapeNet seen categories | PCN-CD | Airplane Error0.0055 | 32 | 1mo ago | |
| Rabbit point cloud | NO-CTR | NRMSE0.04 | 30 | 1mo ago | |
| Mario point cloud | NO-CTR | NRMSE0.043 | 30 | 1mo ago | |
| Frog point cloud | NO-CTR | NRMSE0.028 | 30 | 1mo ago | |
| Completion3D (test) | PMP-Net++ | Airplane Score3.25 | 28 | 1mo ago | |
| ShapeNet (test) | SpareNet | EMD (Airplane)0.176 | 26 | 1mo ago | |
| ABC | PaCo | CD1.87 | 21 | 1mo ago | |
| ShapeNet-55 | AdaPoinTr | CD-L2 (Average)0.81 | 18 | 25d ago | |
| ShapeNet-ViPC supervised (test) | XMFnet | Mean F-Score @ 0.001 (Avg)79.6 | 16 | 1mo ago | |
| ABC-multi (100 random samples) | Total Params11.5 | 15 | 1mo ago | ||
| Redwood | SDS-Complete | Chamfer Distance21 | 15 | 1mo ago | |
| KITTI-360 | IoU44.11 | 15 | 1mo ago | ||
| MVP (val) | MAFE | CD-l24.58 | 14 | 1mo ago | |
| ShapeNet-21 (Unseen) | Ours | CD-S0.45 | 13 | 1mo ago | |
| ShapeNet-ViPC (known categories) | Ours | Avg Score0.695 | 13 | 1mo ago | |
| ShapeNet unprocessed cars | 3PSDF | Chamfer Distance L20 | 12 | 1mo ago | |
| ShapeNet v1 (unseen categories) | PCN-CD | Mean EMD (Bus)0.0095 | 12 | 1mo ago |
