I. Introduction
Most current multi-object tracking (MOT) approaches follow tracking-by-detection paradigm. Given detection responses by a pre-trained detector, the task of MOT is cast as a data association problem that consists of an affinity model for estimating the assignment cost between detections and tracklets, followed by an optimization strategy to determine which of the targets should be linked considering their affinity measurements [1].