| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Point Cloud Registration | 3DMatch (test) | Registration Recall100 | 339 | |
| Point Cloud Registration | 3DMatch | Registration Recall (RR)95.8 | 51 | |
| Rigid Registration | 3DLoMatch (test) | RR83 | 43 | |
| Feature Matching | 3DMatch (Origin) | STD1.8 | 33 | |
| Pairwise point cloud registration | 3DLoMatch | RR81.2 | 23 | |
| 3D Point Cloud Registration | 3DMatch (test) | Total Time0.31 | 21 | |
| 3D Point Cloud Registration | 3DMatch | Translation Error (cm)7.34 | 20 | |
| Point Cloud Registration | 3DLoMatch (low-overlap) | Registration Recall59.85 | 18 | |
| Descriptor matching | 3DMatch Rotated | STD0.5 | 18 | |
| Local Descriptor Matching | 3DMatch 1.0 (test) | Kitchen Scene Performance89.72 | 18 | |
| Point Cloud Registration | 3DMatch indoor RGBD (test) | Registration Recall (5k samples)95.2 | 16 | |
| 3D local descriptor matching | 3DMatch | Average Recall97.5 | 16 | |
| Feature Matching | 3DMatch | FMR (tau_2=0.05)23.8 | 15 | |
| Point Cloud Registration | 3DMatch 2017 (test) | Rotation Acc (5°)94.3 | 13 | |
| Multiview 3D Registration | 3DMatch 60 scans 18 | RR (%)90.5 | 12 | |
| Point Cloud Registration | 3DMatch Origin v1 | Registration Recall90.8 | 12 | |
| Feature Matching | 3DMatch Rotated (test) | FMR0.003 | 12 | |
| Point Cloud Registration | 3DMatch FCGF descriptors | Registration Recall (%)93.72 | 11 | |
| Point Cloud Registration | 3DMatch FPFH descriptors | RR83.9 | 11 | |
| Point Cloud Registration | 3DMatch Rotated v1 | Registration Recall90.6 | 11 | |
| Point Cloud Registration | 3DMatch Indoor (test) | Rotation Rate92 | 11 | |
| Point Cloud Registration | 3DMatch indoor RGBD | Registration Recall96.48 | 9 | |
| 3D Keypoint Matching | 3DMatch Rotated (test) | AR (tau2=0.05)96.9 | 9 | |
| 3D Fragment Matching | 3DMatch (test) | Kitchen Success Rate89.72 | 9 | |
| Point Cloud Feature Extraction | 3DMatch (test) | Total Execution Time0.13 | 9 |