Monocular SLAM on EuRoC (test)
0.022ATE Error (MH03)DROID-SLAM
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DROID-SLAMMethod Category=Deep/Hyb., Visual Odometry=false2021.08 | 0.022 | 0.013 | 0.014 | 0.043 | 0.043 | 0.037 | 0.012 | 0.02 | 0.017 | 0.013 | 0.014 | 0.022 | |
| ORB-SLAM3Method Category=Classical, Visual Odometry=false2021.08 | 0.028 | 0.016 | 0.027 | 0.138 | 0.072 | 0.033 | 0.015 | 0.033 | 0.023 | 0.029 | — | — | |
| DSMMethod Category=Classical, Visual Odometry=false2021.08 | 0.055 | 0.039 | 0.036 | 0.057 | 0.067 | 0.095 | 0.059 | 0.076 | 0.056 | 0.057 | 0.784 | 0.126 | |
| ORB-SLAMMethod Category=Classical, Visual Odometry=false2021.08 | 0.071 | 0.071 | 0.067 | 0.082 | 0.06 | 0.015 | 0.02 | — | 0.021 | 0.018 | — | — | |
| D3VO + DSOMethod Category=Deep/Hyb., Visual Odometry=false2021.08 | 0.08 | — | — | — | — | 0.09 | 0.11 | — | 0.05 | 0.19 | — | — | |
| DSOMethod Category=Classical, Visual Odometry=true2021.08 | 0.172 | 0.046 | 0.046 | 3.81 | 0.11 | 0.089 | 0.107 | 0.903 | 0.044 | 0.132 | 1.152 | 0.601 | |
| DROID-SLAM (odometry only)Method Category=Deep/Hyb., Visual Odometry=true2021.08 | 0.242 | 0.163 | 0.121 | 0.399 | 0.27 | 0.103 | 0.165 | 0.158 | 0.102 | 0.115 | 0.204 | 0.186 | |
| SVOMethod Category=Classical, Visual Odometry=false2021.08 | 0.41 | 0.1 | 0.12 | 0.43 | 0.3 | 0.07 | 0.21 | — | 0.11 | 0.11 | 1.08 | — | |
| Tartan VOMethod Category=Deep/Hyb., Visual Odometry=true2021.08 | 0.55 | 0.639 | 0.325 | 1.153 | 1.021 | 0.447 | 0.389 | 0.622 | 0.433 | 0.749 | 1.152 | 0.68 | |
| DeepV2DMethod Category=Deep/Hyb., Visual Odometry=true2021.08 | 0.752 | 0.739 | 1.144 | 1.492 | 1.567 | 0.981 | 0.801 | 1.57 | 0.29 | 2.202 | 2.743 | 1.298 | |
| DeepV2DMethod Category=Deep/Hyb., Training Dataset=Tartan Air, Visual Odometry=false2021.08 | 1.635 | 1.614 | 1.492 | 1.775 | 1.013 | 0.717 | 0.695 | 1.483 | 0.839 | 1.052 | 0.591 | 1.173 | |
| DeepFactorsMethod Category=Deep/Hyb., Visual Odometry=false2021.08 | 3.139 | 1.587 | 1.479 | 5.331 | 4.002 | 1.52 | 0.679 | 0.9 | 0.876 | 1.905 | 1.021 | 2.04 |