Multi-Object Tracking on SportsMOT

Metric: DetA (higher is better)

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#	Model↕	DetA▼	Extra Data	Paper	Date↕	Code
1	HAT-FastReID-MOT	89.4	Yes	History-Aware Transformation of ReID Features fo...	2025-03-16	Code
2	AED	89.4	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
3	CAMELTrack (fully online)	88.8	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
4	ETTrack	88.8	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
5	MotionTrack	88.8	No	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
6	MixSort-OC	88.5	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
7	OC-SORT	88.5	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
8	Deep HM-SORT	88.3	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
9	DeepEIoU + GTA	88.2	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
10	Deep-EIoU	88.2	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
11	DeepMoveSORT	88.1	Yes	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
12	MoveSORT	87.5	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
13	MambaMOT	86.7	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
14	MeMOTR	83.1	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
15	TransTrack	82.7	Yes	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
16	CenterTrack	82.1	Yes	Tracking Objects as Points	2020-04-02	Code
17	MeMOTR (Deformable-DETR)	82	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
18	MixSort-Byte	78.8	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
19	ByteTrack	78.5	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
20	QDTrack	77.5	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
21	FairMOT	70.2	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
22	GTR	64.8	Yes	Global Tracking Transformers	2022-03-24	Code

#1HAT-FastReID-MOT
89.4
DetA· Extra Data· 2025-03-16
History-Aware Transformation of ReID Features for Multiple Object Tracking Code
#2AEDSOTA
89.4
DetA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#3CAMELTrack (fully online)
88.8
DetA· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#4ETTrack
88.8
DetA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#5MotionTrackSOTA
88.8
DetA· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#6MixSort-OC
88.5
DetA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#7OC-SORTSOTA
88.5
DetA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#8Deep HM-SORT
88.3
DetA· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#9DeepEIoU + GTA
88.2
DetA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#10Deep-EIoU
88.2
DetA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#11DeepMoveSORT
88.1
DetA· Extra Data· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#12MoveSORT
87.5
DetA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#13MambaMOT
86.7
DetA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#14MeMOTR
83.1
DetA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#15TransTrackSOTA
82.7
DetA· Extra Data· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#16CenterTrackSOTA
82.1
DetA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#17MeMOTR (Deformable-DETR)
82
DetA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#18MixSort-Byte
78.8
DetA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#19ByteTrack
78.5
DetA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#20QDTrack
77.5
DetA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#21FairMOT
70.2
DetA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#22GTR
64.8
DetA· Extra Data· 2022-03-24
Global Tracking Transformers Code