Video on SportsMOT

Metric: HOTA (higher is better)

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#	Model↕	HOTA▼	Extra Data	Paper	Date↕	Code
1	DeepEIoU + GTA	81	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
2	Deep HM-SORT	80.1	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
3	AED	79.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
4	DeepMoveSORT	78.7	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
5	Deep-EIoU	77.2	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
6	MOTIP (Deformable DETR, with SportsMOT val)	75.2	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
7	MoveSORT	74.6	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
8	TrackSSM	74.4	No	TrackSSM: A General Motion Predictor by State-Sp...	2024-08-31	Code
9	MixSort-OC	74.1	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
10	OC-SORT	73.7	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
11	MOTIP (Deformable DETR)	71.9	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
12	MambaMOT	71.3	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
13	MeMOTR	70	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
14	MeMOTR (Deformable-DETR)	68.8	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
15	MixSort-Byte	65.7	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
16	ByteTrack	64.1	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
17	CenterTrack	62.7	Yes	Tracking Objects as Points	2020-04-02	Code
18	QDTrack	60.4	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
19	FairMOT	49.3	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code

#1DeepEIoU + GTASOTA
81
HOTA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#2Deep HM-SORTSOTA
80.1
HOTA· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#3AED
79.1
HOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#4DeepMoveSORT
78.7
HOTA· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#5Deep-EIoUSOTA
77.2
HOTA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#6MOTIP (Deformable DETR, with SportsMOT val)
75.2
HOTA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#7MoveSORT
74.6
HOTA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#8TrackSSM
74.4
HOTA· 2024-08-31
TrackSSM: A General Motion Predictor by State-Space Model Code
#9MixSort-OCSOTA
74.1
HOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#10OC-SORTSOTA
73.7
HOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#11MOTIP (Deformable DETR)
71.9
HOTA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#12MambaMOT
71.3
HOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#13MeMOTR
70
HOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#14MeMOTR (Deformable-DETR)
68.8
HOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#15MixSort-Byte
65.7
HOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#16ByteTrackSOTA
64.1
HOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#17CenterTrackSOTA
62.7
HOTA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#18QDTrack
60.4
HOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#19FairMOT
49.3
HOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code