| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Stereo depth estimation | TartanAir underwater (test) | Relative Error (Rel)0.044 | 13 | |
| Visual Odometry | TartanAirV2 CountryHouse Easy | ATE (m)0.004 | 13 | |
| Perspective Field prediction | TartanAir (test) | Mean Angular Error (Up)2.81 | 12 | |
| Visual Odometry | TartanAir (test) | Error MH0000.08 | 11 | |
| Visual Odometry | TartanAir CountryHouse Hard V2 | ATE (m)0.005 | 10 | |
| Camera Trajectory Estimation | TartanAir Shibuya Sequences (test) | ATE (02)0.006 | 8 | |
| Visual Odometry | TartanAir Average V2 (Evaluation Set) | Success Rate1 | 7 | |
| Pose estimation | TartanAir CVPR 2020 SLAM competition (test) | ME 0020.11 | 7 | |
| Depth Estimation | TartanAir season forest winter environment generalization unstructured (test) | Abs Rel0.516 | 7 | |
| Depth Estimation | TartanAir gascola environment generalization unstructured (test) | Abs Rel0.281 | 7 | |
| RGB-D Registration (SE(3)) | TartanAir | Success Rate (Tr < 1cm)79 | 7 | |
| Point Cloud Denoising | TartanAir (test) | DCD0.298 | 7 | |
| Visual Odometry | TartanAir VictorianStreet Easy V2 | ATE (m)0.016 | 6 | |
| Visual Odometry | TartanAir OldTownNight Easy V2 | ATE (m)0.033 | 6 | |
| Depth Estimation | TartanAir old town structured | Abs Rel0.256 | 6 | |
| Depth Estimation | TartanAir neighborhood (N) structured | Abs Rel0.376 | 6 | |
| RGB-D Registration (Sim(3)) | TartanAir | Acc (Trans < 1cm)77.4 | 6 | |
| Point Cloud Upsampling | TartanAir (test) | DCD0.492 | 6 | |
| Visual Odometry | TartanAir VictorianStreet Hard V2 | ATE (m)0.02 | 5 | |
| 3D reconstruction | TartanAir WB V2 | Scale Rel Error0.217 | 4 | |
| Visual Odometry | TartanAir OldTownNight Hard V2 | ATE (m)0.104 | 4 | |
| Stereo SLAM | TartanAir (test) | Normalized Relative Pose Error0.047 | 4 | |
| Monocular SLAM | TartanAir (test) | Normalized Relative Pose Error0.129 | 4 | |
| Monocular SLAM | TartanAir monocular | MH000 ATE0.08 | 4 | |
| Point Cloud Completion | TartanAir (test) | DCD0.538 | 4 |