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Metric: MOTA (higher is better)

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#	Model↕	MOTA▼	Extra Data	Paper	Date↕	Code
1	AED	97.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
2	TrackSSM	96.8	No	TrackSSM: A General Motion Predictor by State-Sp...	2024-08-31	Code
3	MoveSORT	96.7	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
4	Deep HM-SORT	96.6	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
5	DeepMoveSORT	96.5	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
6	MixSort-OC	96.5	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
7	OC-SORT	96.5	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
8	DeepEIoU + GTA	96.3	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
9	Deep-EIoU	96.3	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
10	MixSort-Byte	96.2	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
11	MOTIP (Deformable DETR, with SportsMOT val)	96.1	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
12	ByteTrack	95.9	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
13	MambaMOT	94.9	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
14	MOTIP (Deformable DETR)	92.9	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
15	MeMOTR	91.5	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
16	CenterTrack	90.8	Yes	Tracking Objects as Points	2020-04-02	Code
17	MeMOTR (Deformable-DETR)	90.2	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
18	QDTrack	90.1	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
19	FairMOT	86.4	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code