| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | Replica | PSNR37.012 | 39 | |
| 3D Reconstruction | Replica | Accuracy3,465.06 | 36 | |
| Cross-modal registration | Replica 62 | Rotation Error0.217 | 36 | |
| 3D scene graph generation | Replica (room0-office4) | Node Precision88 | 27 | |
| 3D Semantic Mapping | Replica | mAcc53.55 | 25 | |
| Reconstruction | Replica average over 8 scenes | Accuracy (Dist)1.56 | 21 | |
| Novel View Rendering | Replica Of0 60 | PSNR33.7 | 21 | |
| Reconstruction | Replica instance segmentation setting | PSNR40.66 | 16 | |
| 3D Scene Reconstruction | Replica | CD3.68 | 14 | |
| Tracking | Replica (test) | Rotation Error (Rm) 00.03 | 14 | |
| Camera Tracking | Replica | Rotation Error (rm-0)0.45 | 14 | |
| Localization | Replica (8 scenes average) | ATE Mean (cm)0.397 | 12 | |
| 3D Semantic Segmentation | Replica (test) | mIoU (All)54.98 | 10 | |
| Trajectory Estimation | Replica Static | R Error (0)0.003 | 9 | |
| Semantic Segmentation | Replica 2019 | mAcc40.67 | 9 | |
| Camera pose estimation | Replica | ATE RMSE (cm)0.33 | 9 | |
| 3D Reconstruction | Replica (test) | Avg Acc11.6 | 9 | |
| Camera pose estimation | Replica 54 (full video) | Average Error0.33 | 9 | |
| 3D Reconstruction | Replica 57 (test) | F-score (Average)86 | 9 | |
| Semantic Segmentation | Replica synthetic (test) | Total Acc97.6 | 9 | |
| Reconstruction | Replica | Depth L10.11 | 9 | |
| Dense SLAM | Replica | FPS17.4 | 9 | |
| Photometric Reconstruction | Replica (office4) | PSNR34.33 | 8 | |
| Photometric Reconstruction | Replica office3 | PSNR34.42 | 8 | |
| Photometric Reconstruction | Replica office2 | PSNR34.42 | 8 |