| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | VoD | MSE12.05 | 26 | |
| Camera-Radar Extrinsic Calibration | VoD 1.0 (test) | Rotation Error (°) mean0.1 | 22 | |
| 3D Object Detection | VoD | Car AP48.46 | 19 | |
| Cross-modal Registration | VoD sequence 19 | RYE0.191 | 14 | |
| Cross-modal Registration | VoD sequence 14 | RYE0.16 | 14 | |
| Cross-modal Registration | VoD sequence 04 | RYE0.213 | 14 | |
| Cross-modal Registration | VoD sequence 03 | RYE0.217 | 14 | |
| Cross-modal Registration | VoD sequence 02 | RYE0.221 | 14 | |
| Cross-modal Registration | VoD sequence 01 | RYE0.219 | 14 | |
| Open-loop Registration | VoD sequence 19 | RTE (m)0.121 | 14 | |
| Open-loop Registration | VoD sequence 14 | RTE (m)0.116 | 14 | |
| Open-loop Registration | VoD sequence 04 | RTE (m)0.066 | 14 | |
| Open-loop Registration | VoD sequence 03 | RTE (m)0.1 | 14 | |
| Open-loop Registration | VoD sequence 02 | RTE (m)0.106 | 14 | |
| Open-loop Registration | VoD sequence 01 | RTE (m)0.092 | 14 | |
| Camera-Lidar Extrinsic Calibration | VoD 1.0 (test) | Translation Error (cm) mean0.2 | 14 | |
| Scene Flow Estimation | VoD Radar evaluation (val) | 3-way EPE0.0588 | 14 | |
| 3D Object Detection | VoD (test) | Car AP41.12 | 13 | |
| 3D Object Detection | VoD 5-scans (val) | AP (Car)43.1 | 12 | |
| Scene Flow Estimation | VoD (val) | EPE (m)0.1045 | 10 | |
| 3D Object Detection | VoD Target RaCFormer base | Car AP47.3 | 7 | |
| 3D Object Detection | VoD-Fog Heavy | AP (Car Easy, IoU=0.5)72.3 | 6 | |
| 3D Object Detection | VoD-Fog Mild Fog | AP Car Easy (IoU=0.5)80.6 | 6 | |
| 3D Object Detection | VoD Heavy Fog, Long Distance > 30m (test) | 3D AP (Car)24.08 | 6 | |
| 3D Object Detection | VoD Heavy Fog, Short Distance <= 30m (test) | 3D AP (Car)36.54 | 6 |