| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| LiDAR Localization | NCLT Average | Mean Position Error (m)0.31 | 21 | |
| LiDAR Localization | NCLT 2012-05-26 | Mean Position Error (m)0.32 | 21 | |
| LiDAR Localization | NCLT 2012-03-31 | Position Error (m)0.29 | 21 | |
| LiDAR Localization | NCLT 2012-02-19 | Position Error (m)0.27 | 21 | |
| LiDAR Localization | NCLT 2012-02-12 | Position Error (m)0.37 | 21 | |
| Multi-Session Place Recognition | NCLT 26→20 V-32 | AUC98.1 | 16 | |
| Place Recognition | NCLT (Query: 2013-02-23, Database: 2012-01-08) | AR@10.9836 | 16 | |
| Place Recognition | NCLT (Query: 2012-06-15, Database: 2012-01-08) | AR@199.4 | 16 | |
| Place Recognition | NCLT | AR@195.65 | 13 | |
| LiDAR-based Next State Prediction (NSP) | NCLT (test) | RMSE22.5 | 11 | |
| LiDAR-based State Estimation (SE) | NCLT (test) | RMSE22.6 | 11 | |
| Intra-session loop closure detection | NCLT 2013-04-05 | AP50.6 | 10 | |
| Intra-session loop closure detection | NCLT 2012-01-08 | AP70.3 | 10 | |
| Global Localization | NCLT | Recall@180.6 | 10 | |
| Place Recognition | NCLT Query: 2013-04-05, Database: 2012-01-08 | AR@182.44 | 9 | |
| Single-Session Place Recognition | NCLT V-32 seq 0405 | AUC81.7 | 8 | |
| Single-Session Place Recognition | NCLT seq 0928 V-32 | AUC81.5 | 8 | |
| Single-Session Place Recognition | NCLT seq 0820 V-32 | AUC77.6 | 8 | |
| Single-Session Place Recognition | NCLT seq 0526 V-32 | AUC88.2 | 8 | |
| Multi-Session Place Recognition | NCLT 26→28 V-32 | AUC97.7 | 8 | |
| Loop Closure Detection | NCLT 2012-01-08 2013-04-05 | AP46.5 | 7 | |
| Loop Closure Detection | NCLT 2012-01-08 | FPS111 | 7 | |
| Place Recognition | NCLT Mean across sessions | Recall@182.5 | 7 | |
| Place Recognition | NCLT (2013-04-05) | Recall@178 | 7 | |
| Place Recognition | NCLT (2013-02-23) | Recall@177.2 | 7 |