Object Tracking 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	DeepEIoU + GTA	81	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
3	HAT-FastReID-MOT	80.8	Yes	History-Aware Transformation of ReID Features fo...	2025-03-16	Code
4	CAMELTrack (fully online)	80.4	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
5	CAMELTrack	80.4	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
6	Deep HM-SORT	80.1	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
7	Deep HM-SORT	80.1	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
8	AED	79.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
9	AED	79.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
10	DeepMoveSORT	78.7	Yes	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
11	DeepMoveSORT	78.7	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
12	Deep-EIoU	77.2	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
13	Deep-EIoU	77.2	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
14	MOTIP (Deformable DETR, with SportsMOT val)	75.2	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
15	MoveSORT	74.6	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
16	MoveSORT	74.6	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
17	TrackSSM	74.4	No	TrackSSM: A General Motion Predictor by State-Sp...	2024-08-31	Code
18	ETTrack	74.3	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
19	MixSort-OC	74.1	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
20	MixSort-OC	74.1	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
21	MotionTrack	74	No	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
22	OC-SORT	73.7	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
23	OC-SORT	73.7	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
24	MOTIP (Deformable DETR)	71.9	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
25	MambaMOT	71.3	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
26	MambaMOT	71.3	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
27	MeMOTR	70	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
28	MeMOTR	70	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
29	TransTrack	68.9	Yes	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
30	MeMOTR (Deformable-DETR)	68.8	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
31	MeMOTR (Deformable-DETR)	68.8	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
32	MixSort-Byte	65.7	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
33	MixSort-Byte	65.7	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
34	ByteTrack	64.1	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
35	ByteTrack	64.1	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
36	CenterTrack	62.7	Yes	Tracking Objects as Points	2020-04-02	Code
37	CenterTrack	62.7	Yes	Tracking Objects as Points	2020-04-02	Code
38	QDTrack	60.4	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
39	QDTrack	60.4	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
40	GTR	54.5	Yes	Global Tracking Transformers	2022-03-24	Code
41	FairMOT	49.3	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
42	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
#2DeepEIoU + GTA
81
HOTA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#3HAT-FastReID-MOT
80.8
HOTA· Extra Data· 2025-03-16
History-Aware Transformation of ReID Features for Multiple Object Tracking Code
#4CAMELTrack (fully online)
80.4
HOTA· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#5CAMELTrack
80.4
HOTA· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#6Deep 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
#7Deep HM-SORT
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
#8AED
79.1
HOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#9AED
79.1
HOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#10DeepMoveSORT
78.7
HOTA· Extra Data· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#11DeepMoveSORT
78.7
HOTA· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#12Deep-EIoUSOTA
77.2
HOTA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#13Deep-EIoU
77.2
HOTA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#14MOTIP (Deformable DETR, with SportsMOT val)
75.2
HOTA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#15MoveSORT
74.6
HOTA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#16MoveSORT
74.6
HOTA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#17TrackSSM
74.4
HOTA· 2024-08-31
TrackSSM: A General Motion Predictor by State-Space Model Code
#18ETTrack
74.3
HOTA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#19MixSort-OCSOTA
74.1
HOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#20MixSort-OC
74.1
HOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#21MotionTrack
74
HOTA· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#22OC-SORTSOTA
73.7
HOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#23OC-SORT
73.7
HOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#24MOTIP (Deformable DETR)
71.9
HOTA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#25MambaMOT
71.3
HOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#26MambaMOT
71.3
HOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#27MeMOTR
70
HOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#28MeMOTR
70
HOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#29TransTrackSOTA
68.9
HOTA· Extra Data· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#30MeMOTR (Deformable-DETR)
68.8
HOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#31MeMOTR (Deformable-DETR)
68.8
HOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#32MixSort-Byte
65.7
HOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#33MixSort-Byte
65.7
HOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#34ByteTrack
64.1
HOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#35ByteTrack
64.1
HOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#36CenterTrackSOTA
62.7
HOTA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#37CenterTrack
62.7
HOTA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#38QDTrack
60.4
HOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#39QDTrack
60.4
HOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#40GTR
54.5
HOTA· Extra Data· 2022-03-24
Global Tracking Transformers Code
#41FairMOT
49.3
HOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#42FairMOT
49.3
HOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code