LiDAR-Based Multiple Object Tracking

Segmentation and Object Detection

1. Extract region of interest
2. Ground points segment via ground plane fitting
3. Obstacle segment using DBSCAN based 3D clustering
4. Bounding box estimation via L-shape fitting

Object Tracking

1. Kalman Filter
2. 2D Assignment based data association
3. Track management: initialize, confirm and delete tracks