| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Single-robot SLAM | HERCULES Forest | RMS ATE (m)0.04 | 16 | |
| Single-robot SLAM | HERCULES Desert-Center | RMS ATE (m)0.07 | 16 | |
| Single-robot SLAM | HERCULES Desert-Perimeter | RMS ATE (m)0.06 | 16 | |
| Single-robot SLAM | HERCULES City | RMS ATE (m)0.06 | 16 | |
| Place Recognition | HeRCULES Multi-session | Retrieval Rate @1 (SC 01->02)94.9 | 13 | |
| Place Recognition | HeRCULES River Island Single-session (03) | Recall@189 | 8 | |
| Place Recognition | HeRCULES River Island Single-session (02) | Recall@192.6 | 8 | |
| Place Recognition | HeRCULES Library Single-session 01 | Recall@190 | 8 | |
| Place Recognition | HeRCULES Sports Complex Single-session (03) | Recall@197.4 | 8 | |
| Place Recognition | HeRCULES Sports Complex Single-session (02) | Recall@197.5 | 8 | |
| LiDAR Odometry | HeRCULES (Street 01) | Relative Translation Error (m)0.05 | 6 | |
| LiDAR Odometry | HeRCULES (Stream 01) | RTE (m)0.464 | 6 | |
| LiDAR Odometry | HeRCULES River Island 01 | Relative Translation Error (m)0.379 | 6 | |
| LiDAR Odometry | HeRCULES (Parking Lot 02) | RTE (m)0.051 | 6 | |
| LiDAR Odometry | HeRCULES Library 01 | Relative Translation Error (m)0.177 | 6 | |
| LiDAR Odometry | HeRCULES Bridge 01 | RTE (m)1.023 | 6 | |
| Radar-Inertial Odometry | HeRCULES Sports Complex 01 | ATE6.922 | 5 | |
| Radar-Inertial Odometry | HeRCULES Library 01 | ATE1.555 | 5 | |
| Radar-Inertial Odometry | HeRCULES Parking Lot 03 | ATE1.054 | 5 | |
| Radar-Inertial Odometry | HeRCULES Street 01 | ATE2.556 | 4 | |
| Radar-Inertial Odometry | HeRCULES Bridge 01 | ATE7.43 | 3 | |
| Multi-robot SLAM | HERCULES Forest | RMS ATE UGV1-UGV2 (m)1.08 | 1 | |
| Multi-robot SLAM | HERCULES Desert-Center | RMS ATE (UGV1-UGV2) [m]4.06 | 1 | |
| Multi-robot SLAM | HERCULES Desert-Perimeter | Pairwise RMS ATE (UGV1 vs UGV2) [m]1.01 | 1 |