| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Visual Odometry | TUM-VI (room sequences) | ATE (cm)4.7 | 31 | |
| Spatial-temporal calibration | TUM-VI | Rotation Error (degree)0 | 24 | |
| Monocular Visual-Inertial Odometry | TUM-VI | Avg RMSE ATE (m)0.0769 | 21 | |
| Loop Closing | TUM-VI | Total Loop Closing Runtime (ms)36.6 | 16 | |
| Absolute Trajectory Error (ATE) estimation | TUM-VI Average of Rooms | Orientation ATE (degrees)1.492 | 12 | |
| Absolute Trajectory Error (ATE) estimation | TUM-VI room5 | Orientation ATE (deg)1.079 | 12 | |
| Absolute Trajectory Error (ATE) estimation | TUM-VI room4 | Orientation ATE (deg)0.846 | 12 | |
| Absolute Trajectory Error (ATE) estimation | TUM-VI room3 | Orientation ATE (deg)1.304 | 12 | |
| Absolute Trajectory Error (ATE) estimation | TUM-VI room2 | Orientation ATE (deg)2.057 | 12 | |
| Absolute Trajectory Error (ATE) estimation | TUM-VI room1 | Orientation ATE (deg)0.959 | 12 | |
| Visual-Inertial Odometry | TUM-VI corr, mag, room | Room Error 10.03 | 12 | |
| Full-inertial Bundle Adjustment | TUM-VI outdoors3 | Final χ²1.6574 | 10 | |
| Full-inertial Bundle Adjustment | TUM-VI outdoors2 | Final χ²2.1432 | 10 | |
| Full-inertial Bundle Adjustment | TUM-VI outdoors1 | Final chi^22.2494 | 10 | |
| Visual Odometry | TUM-VI Room sequences R1-R6 | Avg RMSE ATE (m)0.044 | 8 | |
| Visual-Inertial Initialization | TUM-VI | Gravity Error2.97 | 4 | |
| Visual-Inertial Initialization | TUM-VI (room6) | Gravity Error (deg)1.78 | 4 | |
| Visual-Inertial Initialization | TUM-VI (room5) | Gravity Error (deg)3.77 | 4 | |
| Visual-Inertial Initialization | TUM-VI (room4) | Gravity Error (deg)2.45 | 4 | |
| Visual-Inertial Initialization | TUM-VI room3 | Gravity Error (deg)2.86 | 4 | |
| Visual-Inertial Initialization | TUM-VI (room2) | Gravity Error (deg)2.75 | 4 | |
| Visual-Inertial Initialization | TUM-VI (room1) | Gravity Error (deg)3.35 | 4 | |
| Gravity Estimation | TUM VI (test) | Mean Angular Error (degrees)12.52 | 4 | |
| Monocular Visual-Inertial Odometry | TUM-VI Slide3 sequence | RMSE ATE (m)0.6 | 4 | |
| Monocular Visual-Inertial Odometry | TUM-VI (Slide2 sequence) | RMSE ATE (m)0.84 | 4 |