Multi-Object Tracking on SportsMOT

Metric: AssA (higher is better)

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#	Model↕	AssA▼	Extra Data	Paper	Date↕	Code
1	DeepEIoU + GTA	74.5	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
2	HAT-FastReID-MOT	73.1	Yes	History-Aware Transformation of ReID Features fo...	2025-03-16	Code
3	CAMELTrack (fully online)	72.8	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
4	Deep HM-SORT	72.7	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
5	DeepMoveSORT	70.3	Yes	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
6	AED	70.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
7	Deep-EIoU	67.7	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
8	MoveSORT	63.7	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
9	ETTrack	62.1	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
10	MixSort-OC	62	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
11	MotionTrack	61.7	No	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
12	OC-SORT	61.5	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
13	MeMOTR	59.1	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
14	MambaMOT	58.6	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
15	MeMOTR (Deformable-DETR)	57.8	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
16	TransTrack	57.5	Yes	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
17	MixSort-Byte	54.8	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
18	ByteTrack	52.3	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
19	CenterTrack	48	Yes	Tracking Objects as Points	2020-04-02	Code
20	QDTrack	47.2	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
21	GTR	45.9	Yes	Global Tracking Transformers	2022-03-24	Code
22	FairMOT	34.7	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code

#1DeepEIoU + GTASOTA
74.5
AssA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#2HAT-FastReID-MOT
73.1
AssA· Extra Data· 2025-03-16
History-Aware Transformation of ReID Features for Multiple Object Tracking Code
#3CAMELTrack (fully online)
72.8
AssA· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#4Deep HM-SORTSOTA
72.7
AssA· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#5DeepMoveSORT
70.3
AssA· Extra Data· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#6AED
70.1
AssA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#7Deep-EIoUSOTA
67.7
AssA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#8MoveSORT
63.7
AssA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#9ETTrack
62.1
AssA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#10MixSort-OCSOTA
62
AssA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#11MotionTrack
61.7
AssA· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#12OC-SORTSOTA
61.5
AssA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#13MeMOTR
59.1
AssA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#14MambaMOT
58.6
AssA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#15MeMOTR (Deformable-DETR)
57.8
AssA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#16TransTrackSOTA
57.5
AssA· Extra Data· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#17MixSort-Byte
54.8
AssA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#18ByteTrack
52.3
AssA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#19CenterTrackSOTA
48
AssA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#20QDTrack
47.2
AssA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#21GTR
45.9
AssA· Extra Data· 2022-03-24
Global Tracking Transformers Code
#22FairMOT
34.7
AssA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code