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In the paper, we provide an overview and analysis of methods that have emerged in recent years for both approaches. Firstly, we will analyze the multi-target tracking methods of Tracking by Detection in recent years. The relevant algorithms we introduced include SORT, DeepSORT, MAT, ByteTrack, StrongSORT, C-BIOU, BoT SORT, OC SORT, DEEP OC SORT. We will sort out and analyze the characteristics of each method separately, and summarize and compare the detectors, datasets, and data indicators used by each method on the dataset. Furthermore, comprehensively analyze and compare the characteristics and effects of various methods. |