The MOTChallenge datasets are designed for the task of multiple object tracking. There are several variants of the dataset released each year, such as MOT15, MOT17, MOT20.

Source: MOTChallenge 2015: Towards a Benchmark for Multi-Target Tracking

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Benchmarks

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TASK	DATASET VARIANT	BEST MODEL
Multi-Object Tracking	MOT16	FairMOT
Multi-Object Tracking	MOT17	FairMOT
Online Multi-Object Tracking	MOT16	Tracktor++
Multi-Object Tracking	MOT20	GSDT
Online Multi-Object Tracking	MOT17	Tracktor++
Online Multi-Object Tracking	MOT15	GMPHD Filter