Abstract Multi-Object Tracking (MOT) is an important topic in computer vision. Recent MOT methods based on the anchor-free paradigm trade complicated hierarchical structures for tracking performance. However, existing ignore noise detection, data association, and trajectory reconnection stages, which results serious problems, such as missing detection of small objects, insufficient motion infor...