1. Introduction
Currently, multi-object tracking is one of the basic tasks of computer vision with wide applications in many fields, for example, intelligent security, automatic driving, pedestrian tracking, intelligent monitoring and so on [13]. Tracking by detection (TBD) framework is the current mainstream tracking paradigm.