awesome-3d-multi-object-tracking-autonomous-driving
A summary and list of open source 3D multi object tracking and datasets at this stage.
Open Source Solutions
| Solution | Popularity | Feature | Paper | Language | Sensors | Dataset |
|---|---|---|---|---|---|---|
| AB3DMOT (IROS 2020) |  |
The baseline of a lot of 3D MOT framework since 2019 | here | python | LIDAR | KITTI |
| mahalanobis_3d_mot (2019) |  |
use mahalanobis distance based on AB3DMOT (the first place award in NuScenes Tracking Challenge) | here | python | LIDAR | KITTI |
| 3D-Multi-Object-Tracker |  |
Fast (700FPS), support online, near online and global implementation in 3D MOT, including visualization code | python | LIDAR | KITTI Waymo | |
| EagerMOT (ICRA 2021) |  |
Improve the online 3D multi-object tracking performance by using 2D detections to support tracking when 3D association fails. | here | python | LIDAR + camera | KITTI Nuscenes |
| CenterPoint (2021) |  |
3D Object Detection and Tracking using center points in the bird-eye view | here | python | Waymo Nuscenes | |
| Monocular Quasi-Dense 3D Object Tracking (QD-3DT ,2021) website |
 |
an online framework detects and tracks objects in 3D using quasi-dense object proposals from 2D images. | here | python | camera | NuScenes KITTI Waymo |
| Detection and Tracking of Moving Objects with 2D LIDAR(2017) |  |
Tracking moving objects using L-Shape feature from 2D LiDAR | here | c++(ros) | 2d LIDAR | own |
Dataset
| Dataset | Tutorial | Paper |
|---|---|---|
| KITTI | ||
| NuScenes | tool | |
| Waymo | ||
| Apollo Scape | github | here |
| H3D Dataset | homepage | here |
Evaluation
For specific parameters and codes for MOT accuracy evaluation, I recommend the following two githubs:
Tutorial
Contributor
If you are also interested in this topic, please feel free to discuss!
希望找到志同道合的小伙伴~