Object Tracking on SportsMOT

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	AED	97.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
3	ETTrack	96.8	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
4	TrackSSM	96.8	No	TrackSSM: A General Motion Predictor by State-Sp...	2024-08-31	Code
5	MoveSORT	96.7	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
6	MoveSORT	96.7	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
7	Deep HM-SORT	96.6	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
8	MotionTrack	96.6	No	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
9	Deep HM-SORT	96.6	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
10	DeepMoveSORT	96.5	Yes	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
11	MixSort-OC	96.5	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
12	OC-SORT	96.5	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
13	DeepMoveSORT	96.5	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
14	MixSort-OC	96.5	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
15	OC-SORT	96.5	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
16	DeepEIoU + GTA	96.3	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
17	CAMELTrack (fully online)	96.3	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
18	Deep-EIoU	96.3	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
19	DeepEIoU + GTA	96.3	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
20	Deep-EIoU	96.3	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
21	MixSort-Byte	96.2	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
22	MixSort-Byte	96.2	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
23	MOTIP (Deformable DETR, with SportsMOT val)	96.1	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
24	ByteTrack	95.9	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
25	ByteTrack	95.9	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
26	MambaMOT	94.9	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
27	MambaMOT	94.9	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
28	MOTIP (Deformable DETR)	92.9	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
29	TransTrack	92.6	Yes	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
30	MeMOTR	91.5	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
31	MeMOTR	91.5	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
32	CenterTrack	90.8	Yes	Tracking Objects as Points	2020-04-02	Code
33	CenterTrack	90.8	Yes	Tracking Objects as Points	2020-04-02	Code
34	MeMOTR (Deformable-DETR)	90.2	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
35	MeMOTR (Deformable-DETR)	90.2	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
36	QDTrack	90.1	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
37	QDTrack	90.1	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
38	FairMOT	86.4	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
39	FairMOT	86.4	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
40	GTR	67.9	Yes	Global Tracking Transformers	2022-03-24	Code

#1AEDSOTA
97.1
MOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#2AED
97.1
MOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#3ETTrackSOTA
96.8
MOTA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#4TrackSSM
96.8
MOTA· 2024-08-31
TrackSSM: A General Motion Predictor by State-Space Model Code
#5MoveSORTSOTA
96.7
MOTA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#6MoveSORT
96.7
MOTA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#7Deep HM-SORT
96.6
MOTA· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#8MotionTrackSOTA
96.6
MOTA· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#9Deep HM-SORT
96.6
MOTA· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#10DeepMoveSORT
96.5
MOTA· Extra Data· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#11MixSort-OC
96.5
MOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#12OC-SORTSOTA
96.5
MOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#13DeepMoveSORT
96.5
MOTA· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#14MixSort-OC
96.5
MOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#15OC-SORT
96.5
MOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#16DeepEIoU + GTA
96.3
MOTA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#17CAMELTrack (fully online)
96.3
MOTA· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#18Deep-EIoU
96.3
MOTA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#19DeepEIoU + GTA
96.3
MOTA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#20Deep-EIoU
96.3
MOTA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#21MixSort-Byte
96.2
MOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#22MixSort-Byte
96.2
MOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#23MOTIP (Deformable DETR, with SportsMOT val)
96.1
MOTA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#24ByteTrackSOTA
95.9
MOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#25ByteTrack
95.9
MOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#26MambaMOT
94.9
MOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#27MambaMOT
94.9
MOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#28MOTIP (Deformable DETR)
92.9
MOTA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#29TransTrackSOTA
92.6
MOTA· Extra Data· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#30MeMOTR
91.5
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#31MeMOTR
91.5
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#32CenterTrackSOTA
90.8
MOTA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#33CenterTrack
90.8
MOTA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#34MeMOTR (Deformable-DETR)
90.2
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#35MeMOTR (Deformable-DETR)
90.2
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#36QDTrack
90.1
MOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#37QDTrack
90.1
MOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#38FairMOT
86.4
MOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#39FairMOT
86.4
MOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#40GTR
67.9
MOTA· Extra Data· 2022-03-24
Global Tracking Transformers Code